---
title: Python Development
description: Home  /  Services  /  Python Development  Available Now · 90+ Readymade Solutions  Python App  Development  Company  AI-Powered · Backend · Data-Driven    Mirac
url: https://miracuves.com/service/python-development
date_modified: 2026-06-16
author: miracuves
language: en_US
---

@import url('https://fonts.googleapis.com/css2?family=Plus+Jakarta+Sans:ital,wght@0,300;0,400;0,500;0,600;0,700;0,800&family=JetBrains+Mono:wght@400;500;600&display=swap');

  /* Redesign variables - Corporate brand dark & red glass accents */
  .ta {
    --red: #a70d2a;
    /* Corporate primary red */
    --red-d: #990000;
    /* Corporate alternate red */
    --red-l: #a70d2a;
    /* Light brand accent */
    --ra: rgba(167, 13, 42, 0.06);
    /* Transparent brand primary */
    --rb: rgba(167, 13, 42, 0.16);
    --rc-glow: rgba(167, 13, 42, 0.12);
    --rg: linear-gradient(135deg, #a70d2a 0%, #990000 100%);
    /* Strict primary-alternate red gradient */
    --green: #00E676;
    /* Vibrant Emerald Green */
    --gl: #26A69A;
    /* Beautiful Clean Teal */
    --teal: #00F3FF;
    /* High-fidelity Neon Cyan */

    /* High-end obsidian dark scales */
    --dk0: #030008;
    /* Obsidian deep background */
    --dk1: #07040f;
    /* Sleek card background */
    --dk2: #0c081a;
    /* Elevated container dark */
    --dk3: #120e26;
    /* Saturated card base */
    --dk4: #191433;
    /* Modern highlight dark */

    /* Elevated glassmorphism */
    --card: rgba(8, 4, 15, 0.76);
    /* Frosted premium glass */
    --cardh: rgba(14, 8, 25, 0.88);
    /* Hover glass brightness */
    --l0: #ffffff;
    --l1: #fafafd;
    --l2: #f2f1f6;
    --l3: #e8e7ee;

    /* Text and borders */
    --dx1: #ffffff;
    --dx2: rgba(255, 255, 255, 0.95);
    --dx3: rgba(255, 255, 255, 0.65);
    --dx4: rgba(255, 255, 255, 0.35);
    --lx1: #0c0716;
    --lx2: #322d3e;
    --lx3: #5f5a70;
    --lx4: #928ea3;

    /* High fidelity grid borders */
    --bd: rgba(255, 255, 255, 0.06);
    --bd2: rgba(255, 255, 255, 0.12);
    --bd3: rgba(255, 255, 255, 0.20);
    --bl: rgba(12, 7, 22, 0.04);
    --bl2: rgba(12, 7, 22, 0.08);

    /* Animations */
    --f: 'Plus Jakarta Sans', 'Inter', -apple-system, sans-serif;
    --fm: 'JetBrains Mono', monospace;
    --r20: 20px;
    --r14: 14px;
    --r10: 10px;
    --r6: 6px;
    --r100: 100px;
    --spring: cubic-bezier(0.175, 0.885, 0.32, 1.275);
    /* Fluid elastic bounce */
    --ease: cubic-bezier(0.16, 1, 0.3, 1);
  }

  .ta,
  .ta * {
    box-sizing: border-box !important;
  }

  .ta {
    font-family: var(--f) !important;
    -webkit-font-smoothing: antialiased;
    font-size: 15px;
    line-height: 1.7;
    color: var(--lx2);
    width: 100%;
    overflow-x: hidden;
    background: var(--l0);
  }

  .ta h1,
  .ta h2,
  .ta h3,
  .ta h4,
  .ta p,
  .ta ul,
  .ta ol {
    margin: 0;
    padding: 0;
  }

  .ta ul,
  .ta ol {
    list-style: none;
  }

  .ta a {
    text-decoration: none !important;
    color: inherit;
  }

  .ta img {
    max-width: 100%;
    display: block;
  }

  /* Layout & Grid systems */
  .ta .W {
    max-width: 1260px;
    margin: 0 auto;
    padding: 0 40px;
  }

  .ta .S {
    padding: 120px 0;
    position: relative;
  }

  .ta .SM {
    padding: 75px 0;
    position: relative;
  }

  .ta .g2 {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 32px;
  }

  .ta .g3 {
    display: grid;
    grid-template-columns: repeat(3, 1fr);
    gap: 32px;
  }

  .ta .g4 {
    display: grid;
    grid-template-columns: repeat(4, 1fr);
    gap: 24px;
  }

  .ta .g5 {
    display: grid;
    grid-template-columns: repeat(5, 1fr);
    gap: 0;
  }

  .ta .sp5050 {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 88px;
    align-items: start;
  }

  .ta .sp5050a {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 96px;
    align-items: start;
  }

  .ta .hi>*,
  .ta .sp5050>*,
  .ta .sp5050a>*,
  .ta .two-col>* {
    min-width: 0;
  }

  /* Skins and Ambient backgrounds */
  .ta .sD {
    background: var(--dk1);
  }

  .ta .sD2 {
    background: var(--dk2);
  }

  .ta .sW {
    background: var(--l0);
    position: relative;
  }

  .ta .sG {
    background: var(--l1);
    position: relative;
  }

  .ta .sR {
    background: var(--red-d);
    position: relative;
  }

  .ta .sD h2,
  .ta .sD h3,
  .ta .sD h4,
  .ta .sD2 h2,
  .ta .sD2 h3,
  .ta .sD2 h4 {
    color: var(--dx1);
  }

  .ta .sD p,
  .ta .sD2 p {
    color: var(--dx2);
  }

  .ta .sD .mu,
  .ta .sD2 .mu {
    color: var(--dx3);
  }

  .ta .sW h2,
  .ta .sW h3,
  .ta .sW h4,
  .ta .sG h2,
  .ta .sG h3,
  .ta .sG h4 {
    color: var(--lx1);
  }

  .ta .sW p,
  .ta .sG p {
    color: var(--lx2);
  }

  .ta .sW .mu,
  .ta .sG .mu {
    color: var(--lx3);
  }

  .ta .sR h2,
  .ta .sR h3,
  .ta .sR h4 {
    color: #fff;
  }

  .ta .sR p {
    color: rgba(255, 255, 255, 0.9);
  }

  /* Typography system */
  .ta h1 {
    font-size: clamp(52px, 7vw, 92px);
    font-weight: 800;
    line-height: 0.98;
    letter-spacing: -3.8px;
  }

  .ta h2 {
    font-size: clamp(34px, 4.2vw, 54px);
    font-weight: 800;
    line-height: 1.06;
    letter-spacing: -2px;
  }

  .ta h2 em {
    font-style: normal;
    color: var(--red);
  }

  .ta .sR h2 em {
    color: #a70d2a;
  }

  .ta h3 {
    font-size: 21px;
    font-weight: 800;
    line-height: 1.25;
    letter-spacing: -0.6px;
  }

  .ta .lead {
    font-size: 18px;
    line-height: 1.76;
    font-weight: 400;
    max-width: 640px;
  }

  .ta .body {
    font-size: 15px;
    line-height: 1.76;
    font-weight: 400;
  }

  /* Micro-animations */
  @keyframes ta-fade-up {
    from {
      opacity: 0;
      transform: translateY(32px);
    }

    to {
      opacity: 1;
      transform: translateY(0);
    }
  }

  @keyframes ta-pulse {
    0% {
      transform: scale(0.6);
      opacity: 0.7;
    }

    100% {
      transform: scale(2.2);
      opacity: 0;
    }
  }

  @keyframes ta-float {

    0%,
    100% {
      transform: translateY(0) rotate(-2deg);
    }

    50% {
      transform: translateY(-8px) rotate(-1deg);
    }
  }

  @keyframes ta-float2 {

    0%,
    100% {
      transform: translateY(0) rotate(2deg);
    }

    50% {
      transform: translateY(-7px) rotate(1deg);
    }
  }

  @keyframes ta-draw {
    0% {
      stroke-dashoffset: 240;
    }

    100% {
      stroke-dashoffset: 0;
    }
  }

  @keyframes ta-orbit1 {
    from {
      transform: rotate(0deg) translateX(36px) rotate(0deg);
    }

    to {
      transform: rotate(360deg) translateX(36px) rotate(-360deg);
    }
  }

  @keyframes ta-orbit2 {
    from {
      transform: rotate(120deg) translateX(36px) rotate(-120deg);
    }

    to {
      transform: rotate(480deg) translateX(36px) rotate(-480deg);
    }
  }

  @keyframes ta-orbit3 {
    from {
      transform: rotate(240deg) translateX(36px) rotate(-240deg);
    }

    to {
      transform: rotate(600deg) translateX(36px) rotate(-600deg);
    }
  }

  @keyframes ta-core {

    0%,
    100% {
      transform: scale(1);
      box-shadow: 0 0 20px rgba(167, 13, 42, 0.4);
    }

    50% {
      transform: scale(1.08);
      box-shadow: 0 0 35px rgba(167, 13, 42, 0.85);
    }
  }

  @keyframes ta-dotglow {

    0%,
    100% {
      box-shadow: 0 0 0 0 rgba(74, 222, 128, 0.6);
    }

    50% {
      box-shadow: 0 0 0 8px rgba(74, 222, 128, 0);
    }
  }

  @keyframes ta-glow-pulse {

    0%,
    100% {
      opacity: 1;
      transform: scale(1);
    }

    50% {
      opacity: 0.8;
      transform: scale(1.05);
    }
  }

  @keyframes ta-shimmer {
    0% {
      transform: translateX(-100%);
    }

    100% {
      transform: translateX(100%);
    }
  }

  @keyframes drift {
    0% {
      transform: translate(0, 0) scale(1);
    }

    50% {
      transform: translate(4%, 5%) scale(1.08);
    }

    100% {
      transform: translate(-2%, -3%) scale(0.95);
    }
  }

  /* Ambient background light blobs */
  .ta .glow-blob {
    position: absolute;
    border-radius: 50%;
    filter: blur(130px);
    opacity: 0.15;
    pointer-events: none;
    z-index: 0;
  }

  .ta .glow-1 {
    top: -10%;
    right: -5%;
    width: 550px;
    height: 550px;
    background: radial-gradient(circle, var(--red) 0%, transparent 70%);
  }

  .ta .glow-2 {
    bottom: 10%;
    left: -10%;
    width: 450px;
    height: 450px;
    background: radial-gradient(circle, var(--red-d) 0%, transparent 70%);
  }

  .ta .glow-3 {
    top: 35%;
    right: 25%;
    width: 400px;
    height: 400px;
    background: radial-gradient(circle, var(--red-l) 0%, transparent 70%);
  }

  /* Scroll reveals */
  .ta .rev {
    opacity: 0;
    transform: translateY(32px);
    transition: opacity 0.8s var(--ease), transform 0.8s var(--ease);
  }

  .ta .rev.in {
    opacity: 1;
    transform: translateY(0);
  }

  .ta .revl {
    opacity: 0;
    transform: translateX(-32px);
    transition: opacity 0.8s var(--ease), transform 0.8s var(--ease);
  }

  .ta .revl.in {
    opacity: 1;
    transform: translateX(0);
  }

  .ta .revr {
    opacity: 0;
    transform: translateX(32px);
    transition: opacity 0.8s var(--ease), transform 0.8s var(--ease);
  }

  .ta .revr.in {
    opacity: 1;
    transform: translateX(0);
  }

  .ta .stag>* {
    opacity: 0;
    transform: translateY(24px);
    transition: opacity 0.65s var(--ease), transform 0.65s var(--ease);
  }

  .ta .stag.in>* {
    opacity: 1;
    transform: none;
    transition-delay: 0.35s;
  }

  .ta .stag.in>*:nth-child(1) {
    transition-delay: 0.04s;
  }

  .ta .stag.in>*:nth-child(2) {
    transition-delay: 0.08s;
  }

  .ta .stag.in>*:nth-child(3) {
    transition-delay: 0.12s;
  }

  .ta .stag.in>*:nth-child(4) {
    transition-delay: 0.16s;
  }

  .ta .stag.in>*:nth-child(5) {
    transition-delay: 0.20s;
  }

  .ta .stag.in>*:nth-child(6) {
    transition-delay: 0.24s;
  }

  .ta .stag.in>*:nth-child(7) {
    transition-delay: 0.28s;
  }

  .ta .stag.in>*:nth-child(8) {
    transition-delay: 0.32s;
  }

  .ta .stag.in>*:nth-child(9) {
    transition-delay: 0.35s;
  }

  .ta .stag.in>*:nth-child(10) {
    transition-delay: 0.38s;
  }

  .ta .stag.in>*:nth-child(11) {
    transition-delay: 0.41s;
  }

  .ta .stag.in>*:nth-child(12) {
    transition-delay: 0.44s;
  }

  .ta .stag.in>*:nth-child(13) {
    transition-delay: 0.47s;
  }

  .ta .stag.in>*:nth-child(14) {
    transition-delay: 0.50s;
  }

  .ta .stag.in>*:nth-child(15) {
    transition-delay: 0.53s;
  }

  .ta .stag.in>*:nth-child(16) {
    transition-delay: 0.56s;
  }

  /* Eyebrow Pill Badge */
  .ta .pill {
    display: flex;
    margin-bottom: 30px;
  }

  .ta .pill.c {
    justify-content: center;
  }

  .ta .eyp {
    display: inline-flex;
    align-items: center;
    gap: 10px;
    background: rgba(12, 7, 23, 0.85);
    backdrop-filter: blur(20px);
    -webkit-backdrop-filter: blur(20px);
    border: 1px solid var(--bd2);
    border-radius: var(--r100);
    padding: 8px 18px 8px 12px;
    font-size: 12.5px;
    font-weight: 600;
    color: rgba(255, 255, 255, 0.9);
    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.4);
  }

  .ta .sW .eyp,
  .ta .sG .eyp {
    background: rgba(255, 255, 255, 0.85);
    border-color: var(--bl2);
    color: var(--lx2);
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.04);
  }

  .ta .sR .eyp {
    background: rgba(255, 255, 255, 0.12);
    border-color: rgba(255, 255, 255, 0.22);
    color: #fff;
  }

  .ta .eyp strong {
    color: #fff !important;
    font-weight: 700;
  }

  .ta .sW .eyp strong,
  .ta .sG .eyp strong {
    color: var(--red) !important;
  }

  .ta .eyp .el {
    width: 18px;
    height: 2px;
    background: var(--red);
    border-radius: 2px;
  }

  .ta .sR .eyp .el {
    background: rgba(255, 255, 255, 0.75);
  }

  /* Live Pulsing Dot */
  .ta .ldot {
    position: relative;
    width: 8px;
    height: 8px;
    background: var(--gl);
    border-radius: 50%;
    box-shadow: 0 0 12px rgba(74, 222, 128, 0.8);
    flex-shrink: 0;
    animation: ta-dotglow 2s ease-in-out infinite;
  }

  .ta .ldot::after {
    content: '';
    position: absolute;
    inset: -5px;
    border-radius: 50%;
    border: 1.5px solid var(--gl);
    opacity: 0.55;
    animation: ta-pulse 2.2s ease-out infinite;
  }

  /* Buttons */
  .ta .btn {
    position: relative;
    display: inline-flex;
    align-items: center;
    gap: 10px;
    font-family: var(--f);
    font-size: 14.5px;
    font-weight: 700;
    letter-spacing: 0.015em;
    padding: 16px 30px;
    border-radius: var(--r14);
    cursor: pointer;
    transition: transform 0.3s var(--spring), box-shadow 0.3s var(--ease), background 0.3s var(--ease);
    line-height: 1;
    white-space: nowrap;
    overflow: hidden;
    border: none;
    text-decoration: none !important;
  }

  .ta .btn svg {
    width: 18px;
    height: 18px;
    stroke-width: 2.4;
    position: relative;
    z-index: 1;
    flex-shrink: 0;
  }

  .ta .btn span {
    position: relative;
    z-index: 1;
  }

  .ta .btn-p {
    background: var(--rg);
    color: #fff !important;
    box-shadow: 0 12px 30px rgba(167, 13, 42, 0.35), inset 0 1px 0 rgba(255, 255, 255, 0.20);
  }

  .ta .btn-p::before {
    content: '';
    position: absolute;
    inset: 0;
    background: linear-gradient(110deg, transparent 25%, rgba(255, 255, 255, 0.25) 50%, transparent 75%);
    transform: translateX(-100%);
    transition: transform 0.65s var(--ease);
  }

  .ta .btn-p:hover {
    transform: translateY(-3px) scale(1.02);
    box-shadow: 0 18px 40px rgba(167, 13, 42, 0.5);
  }

  .ta .btn-p:hover::before {
    transform: translateX(100%);
  }

  .ta .btn-g {
    background: rgba(12, 7, 23, 0.6);
    color: #fff !important;
    border: 1px solid var(--bd2);
    backdrop-filter: blur(20px);
    -webkit-backdrop-filter: blur(20px);
  }

  .ta .btn-g:hover {
    background: rgba(12, 7, 23, 0.85);
    transform: translateY(-3px);
    border-color: var(--bd3);
    box-shadow: 0 12px 32px rgba(0, 0, 0, 0.45);
  }

  .ta .sW .btn-g,
  .ta .sG .btn-g {
    background: rgba(255, 255, 255, 0.85);
    color: var(--lx1) !important;
    border-color: var(--bl2);
    backdrop-filter: none;
    box-shadow: 0 2px 10px rgba(12, 7, 22, 0.04);
  }

  .ta .sW .btn-g:hover,
  .ta .sG .btn-g:hover {
    background: #fff;
    transform: translateY(-3px);
    box-shadow: 0 10px 24px rgba(12, 7, 22, 0.08);
    border-color: var(--bl2);
  }

  .ta .sR .btn-g {
    background: rgba(255, 255, 255, 0.16);
    color: #fff !important;
    border-color: rgba(255, 255, 255, 0.26);
  }

  .ta .sR .btn-g:hover {
    background: rgba(255, 255, 255, 0.26);
  }

  .ta .btn-wa {
    background: #25D366;
    color: #fff !important;
    box-shadow: 0 10px 24px rgba(37, 211, 102, 0.25);
    border: none;
  }

  .ta .btn-wa:hover {
    background: #20ba5a;
    transform: translateY(-3px);
    box-shadow: 0 12px 30px rgba(37, 211, 102, 0.4);
  }

  .ta .btn-wa svg {
    color: #fff;
  }

  /* Checklist Elements */
  .ta .ck {
    display: flex;
    gap: 14px;
    font-size: 15px;
    font-weight: 500;
    line-height: 1.62;
    padding: 14px 0;
    align-items: flex-start;
  }

  .ta .ck::before {
    content: '✓';
    font-weight: 900;
    font-size: 12px;
    margin-top: 3px;
    flex-shrink: 0;
    display: inline-flex;
    align-items: center;
    justify-content: center;
    width: 20px;
    height: 20px;
    border-radius: 50%;
  }

  .ta .sD .ck::before,
  .ta .sD2 .ck::before {
    color: var(--gl);
    background: rgba(74, 222, 128, 0.08);
  }

  .ta .sD .ck,
  .ta .sD2 .ck {
    color: var(--dx2);
  }

  .ta .sW .ck::before,
  .ta .sG .ck::before {
    color: var(--green);
    background: rgba(34, 197, 94, 0.08);
  }

  .ta .sW .ck,
  .ta .sG .ck {
    color: var(--lx2);
  }

  .ta .sR .ck::before {
    color: #ffd700;
    background: rgba(255, 215, 0, 0.12);
  }

  .ta .sR .ck {
    color: rgba(255, 255, 255, 0.88);
  }

  /* Structural Badges & Icons */
  .ta .nb {
    width: 38px;
    height: 38px;
    border-radius: 50%;
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 13.5px;
    font-weight: 800;
    flex-shrink: 0;
  }

  .ta .sD .nb,
  .ta .sD2 .nb {
    background: var(--ra);
    color: var(--red-l);
    border: 1px solid var(--rb);
  }

  .ta .sW .nb,
  .ta .sG .nb {
    background: var(--red);
    color: #fff;
  }

  .ta .sR .nb {
    background: rgba(255, 255, 255, 0.18);
    color: #fff;
    border: 1px solid rgba(255, 255, 255, 0.1);
  }

  .ta .ico {
    width: 44px;
    height: 44px;
    border-radius: var(--r10);
    display: flex;
    align-items: center;
    justify-content: center;
    border: 1px solid;
    background: var(--ra);
    border-color: var(--rb);
    flex-shrink: 0;
    transition: transform 0.3s var(--spring);
  }

  .ta .ico svg {
    width: 20px;
    height: 20px;
    color: var(--red-l);
    transition: color 0.3s;
  }

  .ta .titem:hover .ico {
    transform: scale(1.08) rotate(3deg);
    background: rgba(167, 13, 42, 0.12);
    border-color: rgba(167, 13, 42, 0.4);
  }

  .ta .sR .ico {
    background: rgba(255, 255, 255, 0.14);
    border-color: rgba(255, 255, 255, 0.24);
  }

  .ta .sR .ico svg {
    color: #fff;
  }

  /* Dynamic Header alignment */
  .ta .sh {
    display: flex;
    justify-content: space-between;
    align-items: flex-end;
    gap: 28px;
    flex-wrap: wrap;
    margin-bottom: 56px;
  }

  .ta .ta-bc {
    display: flex;
    align-items: center;
    gap: 8px;
    font-size: 12.5px;
    font-weight: 600;
    margin-bottom: 30px;
    flex-wrap: wrap;
    text-transform: uppercase;
    letter-spacing: 0.05em;
  }

  .ta .ta-bc a {
    color: var(--dx3);
    transition: color 0.2s;
    text-decoration: none;
  }

  .ta .ta-bc a:hover {
    color: var(--red-l);
  }

  .ta .ta-bc .bs {
    color: var(--dx4);
    opacity: 0.6;
    font-size: 10px;
    margin: 0 4px;
  }

  .ta .ta-bc .ta-bc-curr {
    color: var(--dx1);
    font-weight: 700;
  }

  /* ══ S01 HERO SECTION REDESIGN ══ */
  .ta .hero {
    background:
      radial-gradient(circle at 15% 15%, rgba(167, 13, 42, 0.25) 0%, transparent 55%),
      radial-gradient(circle at 85% 75%, rgba(255, 42, 95, 0.18) 0%, transparent 60%),
      radial-gradient(circle at 50% -10%, rgba(0, 243, 255, 0.08) 0%, transparent 45%),
      #04010a;
    position: relative;
    padding: 120px 0 20px;
    overflow: hidden;
  }

  .ta .hero::before {
    content: '';
    position: absolute;
    inset: 0;
    z-index: 0;
    background-image: linear-gradient(rgba(167, 13, 42, 0.03) 1px, transparent 1px), linear-gradient(90deg, rgba(167, 13, 42, 0.03) 1px, transparent 1px);
    background-size: 56px 56px;
    pointer-events: none;
  }

  /* Animated & Vibrant Hero Ambient Glows */
  .ta .hero .glow-blob {
    opacity: 0.38;
    filter: blur(140px);
    transition: opacity 0.5s ease;
  }

  .ta .hero .glow-1 {
    background: radial-gradient(circle, #ff2a5f 0%, transparent 70%);
    animation: drift 16s ease-in-out infinite alternate;
  }

  .ta .hero .glow-2 {
    background: radial-gradient(circle, var(--red) 0%, transparent 70%);
    animation: drift 20s ease-in-out infinite alternate-reverse 2s;
  }

  .ta .hero .glow-3 {
    background: radial-gradient(circle, var(--teal) 0%, transparent 70%);
    opacity: 0.22;
    animation: drift 24s ease-in-out infinite alternate 1s;
  }

  .ta .hi {
    display: grid;
    grid-template-columns: 1.05fr 0.95fr;
    gap: 72px;
    align-items: start;
    position: relative;
    z-index: 1;
  }

  .ta .hl {
    padding-bottom: 80px;
  }

  .ta .hew {
    display: flex;
    margin-bottom: 28px;
    animation: ta-fade-up 0.6s var(--ease) both;
  }

  .ta .he {
    display: inline-flex;
    align-items: center;
    gap: 10px;
    background: rgba(12, 7, 23, 0.85);
    backdrop-filter: blur(24px);
    border: 1px solid var(--bd2);
    border-radius: var(--r100);
    padding: 8px 18px 8px 12px;
    font-size: 12.5px;
    font-weight: 600;
    color: rgba(255, 255, 255, 0.9);
    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.4);
  }

  /* Gradient H1 Hero typography */
  .ta .hh1 {
    font-size: clamp(54px, 7.5vw, 94px);
    font-weight: 800;
    line-height: 0.96;
    letter-spacing: -0.045em;
    color: var(--dx1);
    animation: ta-fade-up 0.7s var(--ease) 0.1s both;
  }

  .ta .hh1 em {
    font-style: normal;
    color: #ff3355 !important;
    -webkit-text-fill-color: #ff3355 !important;
    background: none !important;
    -webkit-background-clip: initial !important;
    background-clip: initial !important;
    padding: 0 !important;
    border-radius: 0 !important;
    box-shadow: none !important;
    display: inline !important;
    letter-spacing: -0.045em;
    text-shadow: 0 0 20px rgba(255, 51, 85, 0.25);
  }

  .ta .hh1 .h1s {
    display: block;
  }

  .ta .hh1 .dim {
    color: rgba(255, 255, 255, 0.85);
    font-weight: 700;
    font-size: 0.68em;
    display: block;
    margin-top: 14px;
    letter-spacing: -0.035em;
    -webkit-text-fill-color: rgba(255, 255, 255, 0.85);
  }

  .ta .hdim {
    color: #ffffff;
    font-weight: 700;
    font-size: 26px;
    display: block;
    margin-top: 14px;
    letter-spacing: -0.01em;
    -webkit-text-fill-color: #ffffff;
  }

  .ta .hlead {
    font-size: 18.5px;
    line-height: 1.76;
    color: var(--dx2);
    margin-top: 24px;
    max-width: 540px;
    animation: ta-fade-up 0.7s var(--ease) 0.18s both;
    font-weight: 400;
  }

  .ta .htrust {
    display: flex;
    flex-wrap: wrap;
    gap: 10px;
    margin: 30px 0;
    animation: ta-fade-up 0.7s var(--ease) 0.24s both;
  }

  .ta .htr {
    display: inline-flex;
    align-items: center;
    gap: 8px;
    font-size: 12.5px;
    font-weight: 600;
    background: rgba(255, 255, 255, 0.08);
    border: 1px solid rgba(255, 255, 255, 0.16);
    color: #ffffff;
    padding: 8px 16px;
    border-radius: var(--r100);
    transition: all 0.3s var(--ease);
  }

  .ta .htr:hover {
    background: rgba(255, 255, 255, 0.14);
    border-color: rgba(255, 255, 255, 0.26);
    transform: translateY(-2px);
    box-shadow: 0 4px 12px rgba(167, 13, 42, 0.15);
  }

  .ta .htr svg {
    width: 13px;
    height: 13px;
    color: var(--green);
    flex-shrink: 0;
  }

  .ta .hctas {
    display: flex;
    gap: 16px;
    flex-wrap: wrap;
    animation: ta-fade-up 0.7s var(--ease) 0.3s both;
  }

  .ta .hproof {
    display: flex;
    gap: 16px;
    align-items: center;
    margin-top: 28px;
    flex-wrap: wrap;
    font-size: 12.5px;
    font-weight: 600;
    animation: ta-fade-up 0.7s var(--ease) 0.36s both;
    color: rgba(255, 255, 255, 0.85);
  }

  .ta .hproof a {
    color: #ffffff;
    text-decoration: underline !important;
    display: inline-flex;
    align-items: center;
    gap: 6px;
    transition: opacity 0.2s;
    font-weight: 700;
  }

  .ta .hproof a:hover {
    opacity: 0.8;
  }

  .ta .hproof .dot {
    color: rgba(255, 255, 255, 0.35);
  }

  .ta .hr {
    padding-top: 8px;
    animation: ta-fade-up 0.7s var(--ease) 0.2s both;
  }

  /* SScard with double borders and inset highlights */
  .ta .hsc {
    position: relative;
    border-radius: var(--r20);
    overflow: hidden;
    box-shadow: 0 30px 70px rgba(0, 0, 0, 0.65);
    transition: transform 0.4s var(--spring), box-shadow 0.4s var(--ease);
  }

  .ta .hsc::before {
    content: '';
    position: absolute;
    inset: 0;
    padding: 1.5px;
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.6), rgba(255, 255, 255, 0.05), rgba(153, 0, 0, 0.5));
    border-radius: var(--r20);
    -webkit-mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    -webkit-mask-composite: xor;
    mask-composite: exclude;
    pointer-events: none;
    z-index: 2;
  }

  .ta .hsc:hover {
    transform: translateY(-6px) scale(1.01);
    box-shadow: 0 35px 80px rgba(167, 13, 42, 0.15), 0 30px 70px rgba(0, 0, 0, 0.7);
  }

  .ta .hsc-inner {
    background: rgba(6, 3, 12, 0.88);
    backdrop-filter: blur(40px) saturate(180%);
    -webkit-backdrop-filter: blur(40px) saturate(180%);
    border-radius: calc(var(--r20) - 1px);
    position: relative;
    z-index: 1;
  }

  .ta .hsch {
    padding: 24px 28px 18px;
    border-bottom: 1px solid var(--bd);
    display: flex;
    align-items: center;
    justify-content: space-between;
  }

  .ta .hscl {
    font-size: 11px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.15em;
    color: var(--red-l);
  }

  .ta .hscv {
    font-size: 11.5px;
    color: var(--dx3);
    font-weight: 650;
  }

  .ta .hscg {
    display: grid;
    grid-template-columns: 1fr 1fr;
  }

  .ta .hsci {
    padding: 24px 28px;
    border-right: 1px solid var(--bd);
    border-bottom: 1px solid var(--bd);
    transition: background 0.3s var(--ease);
  }

  .ta .hsci:hover {
    background: rgba(167, 13, 42, 0.03);
  }

  .ta .hsci:nth-child(2n) {
    border-right: none;
  }

  .ta .hsci:nth-child(3),
  .ta .hsci:nth-child(4) {
    border-bottom: none;
  }

  .ta .hscn {
    font-size: 34px;
    font-weight: 800;
    color: #ffffff !important;
    -webkit-text-fill-color: #ffffff !important;
    line-height: 1.1;
    letter-spacing: -0.04em;
    text-shadow: 0 4px 12px rgba(167, 13, 42, 0.4);
  }

  .ta .hscll {
    font-size: 11px;
    font-weight: 600;
    text-transform: uppercase;
    letter-spacing: 0.07em;
    color: var(--dx3);
    margin-top: 6px;
  }

  .ta .hscav {
    padding: 16px 28px;
    display: flex;
    align-items: center;
    gap: 12px;
    border-top: 1px solid var(--bd);
    font-size: 13.5px;
    font-weight: 600;
    color: var(--green);
    background: rgba(0, 230, 118, 0.05);
  }

  /* Clone card slider grid */
  .ta .hshow {
    margin-top: 18px;
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 12px;
  }

  .ta .hsc-card {
    display: block;
    text-decoration: none !important;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid var(--bd);
    border-radius: var(--r14);
    padding: 16px 20px;
    transition: all 0.35s var(--ease);
    position: relative;
    overflow: hidden;
    backdrop-filter: blur(8px);
    -webkit-backdrop-filter: blur(8px);
  }

  .ta .hsc-card::before {
    content: '';
    position: absolute;
    left: 0;
    top: 0;
    bottom: 0;
    width: 4px;
    background: var(--rg);
    opacity: 0;
    transition: opacity 0.25s, transform 0.25s;
  }

  .ta .hsc-card:hover {
    border-color: rgba(167, 13, 42, 0.4);
    background: rgba(255, 255, 255, 0.05);
    transform: translateX(6px);
    box-shadow: 0 12px 30px rgba(167, 13, 42, 0.08), 0 8px 24px rgba(0, 0, 0, 0.35);
  }

  .ta .hsc-card:hover::before {
    opacity: 1;
  }

  .ta .hsc-cat {
    font-size: 9.5px;
    font-weight: 900;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    color: #ffffff !important;
    margin-bottom: 5px;
  }

  .ta .hsc-name {
    font-size: 14px;
    font-weight: 800;
    color: var(--dx1);
    line-height: 1.35;
    letter-spacing: -0.01em;
  }

  .ta .hsc-meta {
    font-size: 11px;
    color: rgba(255, 255, 255, 0.8) !important;
    margin-top: 4px;
    font-weight: 600;
  }

  /* Interactive Python Engine Status Console */
  .ta .hstatus-console {
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid var(--bd);
    border-radius: var(--r14);
    margin-top: 14px;
    padding: 18px 22px;
    backdrop-filter: blur(8px);
    -webkit-backdrop-filter: blur(8px);
    transition: all 0.35s var(--ease);
  }

  .ta .hstatus-console:hover {
    border-color: rgba(167, 13, 42, 0.3);
    background: rgba(255, 255, 255, 0.04);
    transform: translateY(-3px);
    box-shadow: 0 16px 36px rgba(0, 0, 0, 0.4);
  }

  .ta .hstatus-header {
    display: flex;
    align-items: center;
    gap: 8px;
    font-size: 11px;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    color: var(--dx3);
    margin-bottom: 14px;
    font-weight: 800;
  }

  .ta .hstatus-dot {
    width: 7px;
    height: 7px;
    background: var(--green);
    border-radius: 50%;
    box-shadow: 0 0 8px var(--green);
    animation: ta-dotglow 2s ease-in-out infinite;
  }

  .ta .hstatus-tag {
    margin-left: auto;
    color: var(--red-l);
    font-weight: 850;
    font-size: 10px;
    border: 1px solid rgba(167, 13, 42, 0.2);
    padding: 2px 8px;
    border-radius: 4px;
    background: rgba(167, 13, 42, 0.05);
  }

  .ta .hstatus-grid {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 10px;
  }

  .ta .hstatus-item {
    background: rgba(255, 255, 255, 0.01);
    border: 1px solid rgba(255, 255, 255, 0.03);
    padding: 10px 14px;
    border-radius: var(--r10);
    transition: border-color 0.25s;
  }

  .ta .hstatus-item:hover {
    border-color: rgba(255, 255, 255, 0.08);
  }

  .ta .hstatus-lbl {
    display: block;
    font-size: 9px;
    font-weight: 850;
    color: var(--dx4);
    letter-spacing: 0.08em;
    margin-bottom: 2px;
  }

  .ta .hstatus-val {
    display: block;
    font-size: 12.5px;
    font-weight: 750;
    color: var(--dx1);
  }

  /* ══ S01 STRIP REDESIGN ══ */
  .ta .hstrip {
    background: var(--l0);
    border-top: none;
    padding: 34px 0;
    position: relative;
    z-index: 1;
    box-shadow: 0 -1px 0 rgba(167, 13, 42, 0.08), 0 12px 40px rgba(12, 7, 22, 0.06);
  }

  .ta .hsr {
    display: flex;
    align-items: center;
    justify-content: space-between;
    flex-wrap: nowrap;
    gap: 16px;
  }

  .ta .hsi {
    flex-shrink: 0;
  }

  .ta .hsi strong {
    display: block;
    font-size: 20px;
    font-weight: 800;
    color: var(--red-d);
    line-height: 1.1;
    letter-spacing: -0.03em;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .hsi span {
    display: block;
    font-size: 10.2px;
    font-weight: 700;
    color: var(--lx3);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 4px;
  }

  .ta .hsep {
    width: 1px;
    height: 36px;
    background: var(--bl2);
    flex-shrink: 0;
  }

  /* ══ S02 TRUST BAR REDESIGN ══ */
  .ta .tbar {
    padding: 48px 0;
    border-bottom: 1px solid var(--bd);
    position: relative;
    z-index: 1;
  }

  .ta .tbrow {
    display: grid;
    grid-template-columns: repeat(3, 1fr);
    gap: 32px 48px;
    justify-items: center;
  }

  .ta .titem {
    display: flex;
    align-items: center;
    gap: 14px;
  }

  .ta .titem h4 {
    font-size: 14.5px;
    font-weight: 800;
    color: var(--dx1);
    letter-spacing: -0.01em;
  }

  .ta .titem p {
    font-size: 12.5px;
    color: var(--dx2);
    margin-top: 4px;
    font-weight: 500;
  }

  .ta .tsep {
    display: none !important;
  }

  /* ══ S03 OUR APPROACH REDESIGN ══ */
  .ta .approach-right {
    display: flex;
    flex-direction: column;
    gap: 24px;
  }

  .ta .approach-cards {
    display: grid;
    grid-template-columns: 1fr 1fr 1fr;
    gap: 16px;
    margin-top: 4px;
  }

  .ta .ac {
    border: 1px solid transparent;
    border-radius: var(--r14);
    padding: 22px 16px;
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(12, 7, 22, 0.06), rgba(167, 13, 42, 0.15));
    background-origin: border-box;
    background-clip: padding-box, border-box;
    transition: all 0.35s var(--spring);
    text-align: center;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .ac:hover {
    transform: translateY(-5px);
    box-shadow: 0 16px 36px rgba(167, 13, 42, 0.1);
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(167, 13, 42, 0.4), rgba(167, 13, 42, 0.08));
  }

  .ta .ac-icon {
    width: 42px;
    height: 42px;
    border-radius: var(--r10);
    background: var(--ra);
    border: 1px solid var(--rb);
    display: flex;
    align-items: center;
    justify-content: center;
    margin: 0 auto 12px;
    transition: transform 0.3s var(--spring);
  }

  .ta .ac:hover .ac-icon {
    transform: scale(1.1) rotate(3deg);
    background: rgba(167, 13, 42, 0.1);
  }

  .ta .ac-icon svg {
    width: 20px;
    height: 20px;
    color: var(--red);
  }

  .ta .ac-title {
    font-size: 14px;
    font-weight: 800;
    color: var(--lx1);
    margin-bottom: 6px;
    letter-spacing: -0.01em;
  }

  .ta .ac-desc {
    font-size: 11.5px;
    color: var(--lx3);
    line-height: 1.5;
    font-weight: 500;
  }

  /* Symmetrical stat card elements */
  .ta .sgrid {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 20px;
  }

  .ta .scard {
    border: 1px solid transparent;
    border-radius: var(--r14);
    padding: 28px 24px;
    transition: all 0.35s var(--spring);
    position: relative;
    overflow: hidden;
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(12, 7, 22, 0.04), rgba(167, 13, 42, 0.08));
    background-origin: border-box;
    background-clip: padding-box, border-box;
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.02);
  }

  .ta .scard::before {
    content: '';
    position: absolute;
    inset: 0;
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.04), transparent);
    opacity: 0;
    transition: opacity 0.3s;
  }

  .ta .scard:hover {
    transform: translateY(-6px);
    box-shadow: 0 20px 45px rgba(167, 13, 42, 0.08), 0 8px 24px rgba(12, 7, 22, 0.04);
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(167, 13, 42, 0.35), rgba(167, 13, 42, 0.05));
  }

  .ta .scard:hover::before {
    opacity: 1;
  }

  .ta .sn {
    font-size: 38px;
    font-weight: 800;
    line-height: 1.1;
    margin-bottom: 6px;
    letter-spacing: -0.04em;
    background: var(--rg);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .sl {
    font-size: 13px;
    font-weight: 600;
    line-height: 1.5;
    color: var(--lx3);
  }

  .ta .anote {
    background: rgba(167, 13, 42, 0.02);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-left: 5px solid var(--red);
    border-radius: 0 var(--r14) var(--r14) 0;
    padding: 20px 24px;
    margin-top: 30px;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  .ta .anh {
    font-size: 11px;
    font-weight: 850;
    color: var(--red);
    text-transform: uppercase;
    letter-spacing: 0.12em;
    margin-bottom: 8px;
  }

  .ta .mrow {
    display: flex;
    align-items: center;
    gap: 12px;
    padding: 18px 0;
    border-top: 1px solid var(--bl2);
    margin-top: 30px;
    font-size: 13.5px;
    color: var(--lx3);
    font-weight: 650;
  }

  .ta .mrow svg {
    width: 16px;
    height: 16px;
    color: var(--red);
    flex-shrink: 0;
  }

  .ta .mrow a {
    color: var(--red-d);
    font-weight: 700;
    transition: color 0.2s;
  }

  .ta .mrow a:hover {
    color: var(--red);
  }

  .ta .tech-adv {
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.04) 0%, rgba(167, 13, 42, 0.01) 100%);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-radius: var(--r14);
    padding: 26px 28px;
    margin-top: 4px;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  .ta .tech-adv h4 {
    font-size: 14px;
    font-weight: 850;
    color: var(--lx1);
    margin-bottom: 16px;
    text-transform: uppercase;
    letter-spacing: 0.08em;
  }

  .ta .fadv-row {
    display: flex;
    align-items: center;
    justify-content: space-between;
    padding: 10px 0;
    border-bottom: 1px solid var(--bl2);
  }

  .ta .fadv-row:last-child {
    border-bottom: none;
    padding-bottom: 0;
  }

  .ta .fadv-label {
    font-size: 13.5px;
    color: var(--lx2);
    font-weight: 550;
  }

  .ta .fadv-val {
    font-size: 13.5px;
    font-weight: 800;
    color: var(--red);
  }

  /* ══ S04 CLONE SOLUTIONS REDESIGN ══ */
  .ta .scrd {
    display: block;
    text-decoration: none !important;
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r20);
    overflow: hidden;
    transition: all 0.4s var(--spring);
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .scrd:hover {
    transform: translateY(-8px);
    border-color: rgba(167, 13, 42, 0.35);
    box-shadow: 0 24px 50px rgba(167, 13, 42, 0.1), 0 8px 24px rgba(12, 7, 22, 0.06);
  }

  .ta .sv {
    height: 130px;
    position: relative;
    overflow: hidden;
    border-bottom: 1px solid var(--bl2);
    display: flex;
    align-items: center;
    justify-content: center;
  }

  .ta .sv1 {
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.12), rgba(153, 0, 0, 0.03));
  }

  .ta .sv2 {
    background: linear-gradient(135deg, rgba(0, 243, 255, 0.12), rgba(0, 243, 255, 0.03));
  }

  .ta .sv3 {
    background: linear-gradient(135deg, rgba(153, 0, 0, 0.12), rgba(153, 0, 0, 0.03));
  }

  .ta .sv4 {
    background: linear-gradient(135deg, rgba(0, 230, 118, 0.12), rgba(0, 230, 118, 0.03));
  }

  .ta .sv5 {
    background: linear-gradient(135deg, rgba(157, 0, 255, 0.12), rgba(157, 0, 255, 0.03));
  }

  .ta .sv6 {
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.06), rgba(153, 0, 0, 0.06));
  }

  .ta .spill {
    position: absolute;
    top: 16px;
    right: 16px;
    background: rgba(12, 7, 23, 0.76);
    backdrop-filter: blur(8px);
    border: 1px solid rgba(255, 255, 255, 0.15);
    border-radius: var(--r100);
    padding: 5px 14px;
    font-size: 10px;
    font-weight: 850;
    color: #fff;
    text-transform: uppercase;
    letter-spacing: 0.1em;
  }

  .ta .snum {
    font-size: 60px;
    font-weight: 900;
    letter-spacing: -0.04em;
    line-height: 1;
    opacity: 0.07;
    position: absolute;
    bottom: -12px;
    right: 18px;
    color: var(--lx1);
  }

  .ta .siwrap {
    width: 56px;
    height: 56px;
    border-radius: var(--r14);
    display: flex;
    align-items: center;
    justify-content: center;
    background: rgba(255, 255, 255, 0.75);
    backdrop-filter: blur(10px);
    -webkit-backdrop-filter: blur(10px);
    border: 1px solid rgba(255, 255, 255, 0.65);
    box-shadow: 0 6px 20px rgba(12, 7, 22, 0.06);
    transition: transform 0.35s var(--spring);
  }

  .ta .scrd:hover .siwrap {
    transform: scale(1.1) rotate(4deg);
  }

  .ta .siwrap svg {
    width: 26px;
    height: 26px;
  }

  .ta .sb {
    padding: 26px;
  }

  .ta .scat {
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    color: var(--red);
    margin-bottom: 12px;
  }

  .ta .scrd h3 {
    font-size: 19px;
    font-weight: 800;
    line-height: 1.3;
    color: var(--lx1);
    letter-spacing: -0.02em;
  }

  .ta .scrd p {
    font-size: 13.5px;
    line-height: 1.68;
    color: var(--lx2);
    margin-top: 10px;
  }

  .ta .schips {
    display: flex;
    gap: 8px;
    margin-top: 16px;
    flex-wrap: wrap;
  }

  .ta .schip {
    font-size: 11px;
    font-weight: 700;
    padding: 5px 12px;
    border-radius: var(--r6);
    background: rgba(167, 13, 42, 0.05);
    color: var(--red);
    border: 1px solid rgba(167, 13, 42, 0.12);
  }

  .ta .hnote {
    margin-top: 26px;
    padding: 18px 24px;
    font-size: 13.8px;
    color: var(--lx2);
    background: rgba(167, 13, 42, 0.03);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-left: 5px solid var(--red);
    border-radius: 0 var(--r14) var(--r14) 0;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  /* ══ S05 COMPARISON REDESIGN ══ */
  .ta .ctw {
    overflow-x: auto;
    border-radius: var(--r20);
    border: 1px solid var(--bd);
    margin-top: 40px;
    box-shadow: 0 30px 70px rgba(0, 0, 0, 0.5);
  }

  .ta .ct {
    width: 100%;
    border-collapse: collapse;
    font-size: 13.8px;
  }

  .ta .ct th,
  .ta .ct td {
    padding: 20px 22px;
    text-align: left;
    border: 1px solid;
    vertical-align: middle;
  }

  .ta .ct th {
    font-weight: 850;
    font-size: 11.5px;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    line-height: 1.4;
  }

  .ta .sD .ct th {
    background: rgba(255, 255, 255, 0.03);
    color: var(--dx2);
    border-color: var(--bd);
  }

  .ta .sD .ct td {
    border-color: var(--bd);
    color: var(--dx2);
  }

  .ta .ct .ch {
    border-left: 2px solid rgba(167, 13, 42, 0.4) !important;
    border-right: 2px solid rgba(167, 13, 42, 0.4) !important;
    background: rgba(167, 13, 42, 0.05) !important;
  }

  .ta .ct tr:first-child .ch {
    border-top: 3px solid var(--red) !important;
  }

  .ta .ct tr:last-child .ch {
    border-bottom: 3px solid var(--red) !important;
  }

  .ta .ct .yes {
    color: var(--green) !important;
    font-weight: 800;
    text-shadow: 0 0 10px rgba(0, 230, 118, 0.2);
  }

  .ta .ct .no {
    opacity: 0.5;
  }

  .ta .ct .win {
    color: var(--red-l) !important;
    font-weight: 850;
    text-shadow: 0 0 10px rgba(167, 13, 42, 0.2);
  }

  .ta .dbx {
    padding: 24px 26px;
    border-radius: var(--r14);
    border: 1px solid;
  }

  .ta .sD .dbx {
    background: rgba(255, 255, 255, 0.02);
    border-color: var(--bd);
  }

  .ta .dlbl {
    font-size: 11.5px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    margin-bottom: 12px;
  }

  /* ══ S06 ARCHITECTURE REDESIGN ══ */
  .ta .ait {
    padding: 24px 0;
    border-bottom: 1px solid var(--bl2);
  }

  .ta .ait:last-child {
    border-bottom: none;
  }

  .ta .ait h3 {
    font-size: 17px;
    font-weight: 800;
    color: var(--lx1);
    margin-bottom: 18px;
    letter-spacing: -0.02em;
  }
  .ta .ait p.body {
    margin-bottom: 14px;
  }

  .ta .wcall {
    background: rgba(167, 13, 42, 0.02);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-left: 5px solid var(--red);
    border-radius: 0 var(--r14) var(--r14) 0;
    padding: 20px;
    margin-top: 4px;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  .ta .wch {
    font-size: 11.5px;
    font-weight: 850;
    color: var(--red);
    text-transform: uppercase;
    letter-spacing: 0.12em;
    margin-bottom: 8px;
  }

  /* High fidelity macOS Window structure */
  .ta .cw2 {
    background: var(--dk0);
    border: 1px solid var(--bd2);
    border-radius: var(--r20);
    overflow: hidden;
    box-shadow: 0 35px 80px rgba(0, 0, 0, 0.7);
    position: relative;
    transition: transform 0.4s var(--spring);
  }

  .ta .cw2:hover {
    transform: translateY(-4px);
    box-shadow: 0 40px 90px rgba(157, 0, 255, 0.12), 0 30px 75px rgba(0, 0, 0, 0.75);
  }

  .ta .cw2::before {
    content: '';
    position: absolute;
    inset: 0;
    padding: 1px;
    background: linear-gradient(135deg, rgba(255, 255, 255, 0.12), transparent, rgba(255, 255, 255, 0.02));
    border-radius: var(--r20);
    -webkit-mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    -webkit-mask-composite: xor;
    mask-composite: exclude;
    pointer-events: none;
  }

  .ta .chdr {
    padding: 16px 22px;
    border-bottom: 1px solid var(--bd);
    display: flex;
    align-items: center;
    gap: 8px;
    background: rgba(255, 255, 255, 0.03);
  }

  .ta .cd {
    width: 12px;
    height: 12px;
    border-radius: 50%;
  }

  .ta .cdr {
    background: #ff5f56;
  }

  .ta .cdy {
    background: #ffbd2e;
  }

  .ta .cdg {
    background: #27c93f;
  }

  .ta .ctit {
    font-size: 11.5px;
    font-weight: 600;
    color: var(--dx3);
    margin-left: 10px;
    font-family: var(--fm);
    letter-spacing: 0.04em;
  }

  .ta .cbody {
    padding: 24px 28px;
    font-family: var(--fm);
    font-size: 12.8px;
    line-height: 1.9;
    white-space: pre;
    overflow-x: auto;
    color: rgba(255, 255, 255, 0.95);
    background: #050308;
  }

  .ta .ckw {
    color: #c678dd;
    font-weight: 700;
  }

  .ta .cty {
    color: #e5c07b;
  }

  .ta .cst {
    color: #98c379;
  }

  .ta .ccm {
    color: #5c6370;
    font-style: italic;
  }

  .ta .cnot {
    padding: 18px 24px;
    background: var(--l1);
    border-top: 1px solid var(--bl2);
    font-size: 13.8px;
    color: var(--lx2);
    line-height: 1.7;
    border-radius: 0 0 var(--r20) var(--r20);
    font-weight: 500;
  }

  /* ══ S07 SERVICE MODELS REDESIGN ══ */
  .ta .vcrd {
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r20);
    overflow: hidden;
    transition: all 0.4s var(--spring);
    position: relative;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .vcrd:hover {
    transform: translateY(-8px);
    box-shadow: 0 24px 50px rgba(167, 13, 42, 0.08), 0 8px 24px rgba(12, 7, 22, 0.06);
    border-color: rgba(167, 13, 42, 0.3);
  }

  .ta .vbadge {
    position: absolute;
    top: -1px;
    left: 24px;
    background: var(--red);
    color: #fff;
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    padding: 5px 16px;
    border-radius: 0 0 8px 8px;
    z-index: 5;
    box-shadow: 0 2px 10px rgba(167, 13, 42, 0.25);
  }

  .ta .vvis {
    height: 180px;
    position: relative;
    overflow: hidden;
    border-bottom: 1px solid var(--bl2);
    display: flex;
    align-items: center;
    justify-content: center;
  }

  /* Phone Mockups redesign */
  .ta .vvis-phones {
    position: absolute;
    inset: 0;
    display: flex;
    align-items: center;
    justify-content: center;
    background: linear-gradient(180deg, rgba(167, 13, 42, 0.08), rgba(153, 0, 0, 0.02));
  }

  .ta .phone-mock {
    position: absolute;
    width: 68px;
    height: 110px;
    border-radius: 14px;
    border: 2.2px solid;
    display: flex;
    flex-direction: column;
    overflow: hidden;
    box-shadow: 0 12px 28px rgba(0, 0, 0, 0.45);
  }

  .ta .phone-mock .pm-bar {
    height: 12px;
    flex-shrink: 0;
    border-bottom: 0.5px solid rgba(255, 255, 255, 0.05);
  }

  .ta .phone-mock .pm-body {
    flex: 1;
    display: flex;
    flex-direction: column;
    gap: 4px;
    padding: 8px 6px;
  }

  .ta .phone-mock .pm-line {
    height: 3px;
    border-radius: 2px;
    width: 85%;
  }

  .ta .phone-mock .pm-line:nth-child(2) {
    width: 55%;
  }

  .ta .phone-mock .pm-line:nth-child(3) {
    width: 75%;
  }

  .ta .phone-mock .pm-btn {
    margin-top: auto;
    height: 11px;
    border-radius: 4px;
  }

  .ta .phone-customer {
    transform: rotate(-8deg) translate(-40px, 8px);
    z-index: 1;
    opacity: 0.7;
    border-color: rgba(255, 255, 255, 0.16);
    background: rgba(8, 4, 12, 0.94);
  }

  .ta .phone-customer .pm-bar {
    background: rgba(167, 13, 42, 0.35);
  }

  .ta .phone-customer .pm-line {
    background: rgba(255, 255, 255, 0.12);
  }

  .ta .phone-customer .pm-btn {
    background: rgba(167, 13, 42, 0.3);
  }

  .ta .phone-driver {
    z-index: 3;
    border-color: rgba(167, 13, 42, 0.6);
    background: linear-gradient(160deg, rgba(167, 13, 42, 0.15), rgba(8, 3, 12, 0.94));
    box-shadow: 0 16px 36px rgba(167, 13, 42, 0.25);
    animation: ta-float 4.5s ease-in-out infinite;
  }

  .ta .phone-driver .pm-bar {
    background: rgba(167, 13, 42, 0.65);
  }

  .ta .phone-driver .pm-line {
    background: rgba(255, 255, 255, 0.25);
  }

  .ta .phone-driver .pm-btn {
    background: var(--rg);
  }

  .ta .phone-admin {
    transform: rotate(8deg) translate(40px, -4px);
    z-index: 2;
    opacity: 0.8;
    border-color: rgba(255, 255, 255, 0.2);
    background: rgba(12, 6, 20, 0.94);
    animation: ta-float2 4.5s ease-in-out infinite;
  }

  .ta .phone-admin .pm-bar {
    background: rgba(255, 255, 255, 0.16);
  }

  .ta .phone-admin .pm-line {
    background: rgba(255, 255, 255, 0.12);
  }

  .ta .phone-admin .pm-btn {
    background: rgba(255, 255, 255, 0.16);
  }

  .ta .phone-lbl {
    position: absolute;
    bottom: 8px;
    font-size: 7.5px;
    font-weight: 800;
    text-transform: uppercase;
    letter-spacing: 0.08em;
    color: rgba(255, 255, 255, 0.4);
    text-align: center;
    width: 100%;
  }

  .ta .phone-lbl.driver {
    color: var(--red-l);
    z-index: 4;
    bottom: 4px;
    left: 50%;
    transform: translateX(-50%);
    width: 70px;
    font-weight: 900;
  }

  /* Widget Tree Layout */
  .ta .vvis-tree {
    position: absolute;
    inset: 0;
    display: flex;
    align-items: center;
    justify-content: center;
    background: linear-gradient(180deg, rgba(0, 243, 255, 0.08), rgba(0, 243, 255, 0.02));
  }

  .ta .tree-svg {
    width: 100%;
    height: 100%;
    max-width: 220px;
    max-height: 130px;
  }

  .ta .tree-node {
    fill: rgba(8, 3, 15, 0.92);
    stroke: rgba(0, 243, 255, 0.5);
    stroke-width: 1.2;
    rx: 5;
  }

  .ta .tree-node-root {
    fill: rgba(167, 13, 42, 0.16);
    stroke: rgba(167, 13, 42, 0.65);
    stroke-width: 1.5;
  }

  .ta .tree-line {
    stroke: rgba(0, 243, 255, 0.25);
    stroke-width: 1;
    stroke-dasharray: 4 3;
  }

  .ta .tree-line-root {
    stroke: rgba(167, 13, 42, 0.4);
    stroke-width: 1.2;
    stroke-dasharray: none;
    animation: ta-draw 3s ease-in-out infinite alternate;
  }

  .ta .tree-text {
    fill: rgba(255, 255, 255, 0.75);
    font-size: 6.5px;
    font-family: var(--fm);
    font-weight: 600;
  }

  .ta .tree-text-root {
    fill: var(--red-l);
  }

  /* Sprint Timeline */
  .ta .vvis-sprint {
    position: absolute;
    inset: 0;
    display: flex;
    align-items: center;
    justify-content: center;
    padding: 0 24px;
    background: linear-gradient(180deg, rgba(157, 0, 255, 0.08), rgba(157, 0, 255, 0.02));
  }

  .ta .sprint-track {
    width: 100%;
    display: flex;
    flex-direction: column;
    gap: 10px;
  }

  .ta .sprint-row {
    display: flex;
    align-items: center;
    gap: 10px;
  }

  .ta .sprint-label {
    font-size: 8px;
    font-weight: 850;
    color: rgba(255, 255, 255, 0.4);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    width: 30px;
    flex-shrink: 0;
    text-align: right;
  }

  .ta .sprint-bar-wrap {
    flex: 1;
    height: 10px;
    background: rgba(255, 255, 255, 0.06);
    border-radius: 6px;
    overflow: hidden;
    position: relative;
    border: 0.5px solid rgba(255, 255, 255, 0.02);
  }

  .ta .sprint-fill {
    height: 100%;
    border-radius: 6px;
    position: relative;
  }

  .ta .sprint-fill.done {
    background: linear-gradient(90deg, var(--red), rgba(167, 13, 42, 0.5));
  }

  .ta .sprint-fill.active {
    background: linear-gradient(90deg, rgba(157, 0, 255, 0.8), rgba(157, 0, 255, 0.45));
    width: 75%;
    position: relative;
  }

  .ta .sprint-fill.active::after {
    content: '';
    position: absolute;
    inset: 0;
    background: linear-gradient(90deg, transparent, rgba(255, 255, 255, 0.3), transparent);
    transform: translateX(-100%);
    animation: ta-shimmer 1.8s infinite;
  }

  .ta .sprint-fill.next {
    background: rgba(255, 255, 255, 0.06);
  }

  .ta .sprint-dot {
    width: 9px;
    height: 9px;
    border-radius: 50%;
    flex-shrink: 0;
  }

  .ta .sprint-dot.done {
    background: var(--green);
  }

  .ta .sprint-dot.active {
    background: var(--red-l);
    animation: ta-dotglow 1.5s ease-in-out infinite;
  }

  .ta .sprint-dot.next {
    background: rgba(255, 255, 255, 0.2);
  }

  .ta .vbody {
    padding: 28px 30px;
  }

  .ta .vtag {
    font-size: 10.5px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    color: var(--red);
    margin-bottom: 12px;
  }

  .ta .vtit {
    font-size: 20px;
    font-weight: 800;
    line-height: 1.25;
    color: var(--lx1);
    margin-bottom: 12px;
    letter-spacing: -0.02em;
  }

  .ta .vdesc {
    font-size: 13.8px;
    line-height: 1.68;
    color: var(--lx2);
    margin-bottom: 20px;
  }

  /* ══ S08 QUALITY STANDARDS REDESIGN ══ */
  .ta .two-col {
    display: grid;
    grid-template-columns: 1fr 1fr;
  }

  .ta .tc-panel {
    padding: 130px 90px;
    display: flex;
    align-items: flex-start;
  }

  .ta .tc-inner {
    width: 100%;
    max-width: 560px;
  }

  .ta .two-col .tc-panel:first-child .tc-inner {
    margin-left: auto;
    margin-right: 0;
  }

  .ta .two-col .tc-panel:last-child .tc-inner {
    margin-left: 0;
    margin-right: auto;
  }

  .ta .qs-dark {
    background: var(--dk1);
    position: relative;
  }

  .ta .qs-dark::before {
    content: '';
    position: absolute;
    inset: 0;
    background: radial-gradient(circle at 0% 100%, rgba(167, 13, 42, 0.08) 0%, transparent 68%);
    pointer-events: none;
  }

  .ta .qs-red {
    background: var(--red-d);
    position: relative;
    overflow: hidden;
  }

  .ta .qs-red::before {
    content: '';
    position: absolute;
    inset: 0;
    background: radial-gradient(circle at 100% 0%, rgba(167, 13, 42, 0.35) 0%, transparent 68%);
    pointer-events: none;
  }

  .ta .qs-red .tc-inner {
    position: relative;
    z-index: 1;
  }

  .ta .qs-red h2 em {
    color: #ffffff;
  }

  .ta .qs-dark .qrow {
    display: flex;
    justify-content: space-between;
    align-items: center;
    gap: 12px;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.06);
    border-radius: var(--r10);
    padding: 16px 22px;
    transition: all 0.3s var(--ease);
  }

  .ta .qs-dark .qrow:hover {
    background: rgba(255, 255, 255, 0.05);
    border-color: rgba(167, 13, 42, 0.35);
    transform: translateX(6px);
    box-shadow: 0 10px 24px rgba(0, 0, 0, 0.25);
  }

  .ta .qs-dark .qn {
    font-size: 13.8px;
    font-weight: 650;
    color: var(--dx1);
  }

  .ta .qs-dark .qb {
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    background: rgba(255, 255, 255, 0.06);
    border-color: var(--bd2);
    color: var(--dx3);
    flex-shrink: 0;
    white-space: nowrap;
  }

  .ta .qs-dark h2 {
    color: var(--dx1);
  }

  .ta .qs-dark h2 em {
    color: var(--red-l);
  }

  .ta .qs-dark .lead {
    color: var(--dx2);
  }

  .ta .qs-dark .eyp {
    background: rgba(8, 4, 12, 0.75);
    border-color: var(--bd2);
  }

  .ta .qs-dark .eyp strong {
    color: #fff;
  }

  .ta .qs-dark .el {
    background: var(--red);
  }

  .ta .qs-red .tc-inner {
    max-width: 760px;
  }

  .ta .qsteps {
    display: grid;
    grid-template-columns: repeat(2, 1fr);
    gap: 20px;
    width: 100%;
  }

  .ta .vstep {
    background: rgba(255, 255, 255, 0.03);
    border: 1px solid rgba(255, 255, 255, 0.08);
    border-radius: var(--r14);
    padding: 24px;
    display: flex;
    flex-direction: column;
    align-items: flex-start;
    gap: 12px;
    transition: transform 0.35s var(--spring), border-color 0.3s, background 0.3s, box-shadow 0.3s;
  }

  .ta .vstep:hover {
    transform: translateY(-4px);
    border-color: rgba(255, 255, 255, 0.22);
    background: rgba(255, 255, 255, 0.07);
    box-shadow: 0 16px 36px rgba(0, 0, 0, 0.3);
  }

  .ta .vstep-nb {
    width: 30px;
    height: 30px;
    border-radius: 50%;
    background: rgba(255, 255, 255, 0.14);
    border: 1px solid rgba(255, 255, 255, 0.1);
    color: #fff;
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 11.5px;
    font-weight: 850;
    flex-shrink: 0;
  }

  .ta .vstep h4 {
    font-size: 15px;
    font-weight: 800;
    color: #fff;
    margin: 0;
    line-height: 1.35;
    letter-spacing: -0.01em;
  }

  .ta .vstep p {
    font-size: 12.5px;
    line-height: 1.62;
    color: rgba(255, 255, 255, 0.82);
    margin: 0;
  }

  /* ══ S09 TECH STACK REDESIGN ══ */
  .ta #stack {
    background: linear-gradient(135deg, #cccccc 0%, #b2b2b2 100%) !important;
    color: var(--lx2) !important;
  }

  .ta #stack h2 {
    color: var(--lx1) !important;
  }

  .ta #stack .mu {
    color: var(--lx3) !important;
  }

  .ta #stack .eyp {
    background: rgba(255, 255, 255, 0.75) !important;
    border-color: rgba(0, 0, 0, 0.08) !important;
    color: var(--lx2) !important;
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.03) !important;
  }

  .ta #stack .eyp strong {
    color: var(--red) !important;
  }

  .ta #stack .el {
    background: var(--red) !important;
  }

  .ta .stack16 {
    display: grid;
    grid-template-columns: repeat(4, 1fr);
    gap: 20px;
  }

  .ta .stki {
    background: rgba(255, 255, 255, 0.6) !important;
    border: 1px solid rgba(0, 0, 0, 0.08) !important;
    border-radius: var(--r14);
    padding: 28px 22px;
    text-align: center;
    transition: all 0.35s var(--ease);
    backdrop-filter: blur(20px) !important;
    -webkit-backdrop-filter: blur(20px) !important;
    position: relative;
    box-shadow: 0 8px 30px rgba(0, 0, 0, 0.03) !important;
  }

  .ta .stki::before {
    content: '';
    position: absolute;
    inset: 0;
    padding: 1px;
    background: linear-gradient(135deg, rgba(255, 255, 255, 0.4), transparent, rgba(0, 0, 0, 0.03));
    border-radius: var(--r14);
    -webkit-mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    -webkit-mask-composite: xor;
    mask-composite: exclude;
    pointer-events: none;
  }

  .ta .stki:hover {
    transform: translateY(-6px);
    border-color: var(--red) !important;
    background: rgba(255, 255, 255, 0.9) !important;
    box-shadow: 0 20px 40px rgba(167, 13, 42, 0.12) !important;
  }

  .ta .stlogo {
    width: 50px;
    height: 50px;
    border-radius: var(--r10);
    border: 1px solid rgba(0, 0, 0, 0.1) !important;
    display: flex;
    align-items: center;
    justify-content: center;
    margin: 0 auto 16px;
    font-size: 14px;
    font-weight: 850;
    background: rgba(0, 0, 0, 0.04) !important;
    color: var(--red) !important;
    transition: transform 0.3s var(--spring);
  }

  .ta .stki:hover .stlogo {
    transform: scale(1.1) rotate(4deg);
    background: rgba(0, 0, 0, 0.08) !important;
    border-color: var(--red) !important;
  }

  .ta .stname {
    font-size: 14px;
    font-weight: 800;
    color: var(--lx1) !important;
    margin-bottom: 6px;
    letter-spacing: -0.01em;
  }

  .ta .stdesc {
    font-size: 11px;
    line-height: 1.5;
    color: var(--lx3) !important;
    font-weight: 500;
  }

  /* ══ S10 PROCESS REDESIGN ══ */
  .ta #process {
    background: #000000 !important;
    color: #fff !important;
    position: relative;
    overflow: hidden;
    padding: 120px 0;
  }

  .ta #process h2 {
    color: #fff !important;
  }

  .ta #process h2 em {
    color: var(--red) !important;
    font-style: normal;
  }

  .ta #process p,
  .ta #process .body,
  .ta #process .lead {
    color: rgba(255, 255, 255, 0.82) !important;
  }

  .ta #process .pill .eyp {
    background: rgba(255, 255, 255, 0.08);
    border-color: rgba(255, 255, 255, 0.14);
  }

  .ta #process .pill .eyp strong {
    color: var(--red-l);
  }

  .ta-process-wrapper {
    margin-top: 80px;
    position: relative;
  }

  .ta-process-grid {
    display: grid;
    grid-template-columns: repeat(5, 1fr);
    gap: 20px;
    position: relative;
  }

  .ta-process-step {
    position: relative;
    height: 380px;
    display: flex;
    flex-direction: column;
    justify-content: center;
    align-items: center;
  }

  .ta-process-card {
    width: 200px;
    height: 220px;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.06);
    border-radius: 18px;
    padding: 24px 18px;
    text-align: center;
    display: flex;
    flex-direction: column;
    align-items: center;
    justify-content: center;
    backdrop-filter: blur(12px);
    -webkit-backdrop-filter: blur(12px);
    box-shadow: 0 15px 35px rgba(0, 0, 0, 0.3);
    transition: all 0.4s var(--ease);
    position: relative;
    z-index: 5;
  }

  .ta-process-card:hover {
    transform: translateY(-8px);
    background: rgba(255, 255, 255, 0.06);
    border-color: rgba(255, 255, 255, 0.18);
    box-shadow: 0 25px 50px rgba(0, 0, 0, 0.45);
  }

  .ta-process-icon-wrap {
    width: 48px;
    height: 48px;
    border-radius: 50%;
    background: rgba(255, 255, 255, 0.08) !important;
    border: 1.5px solid rgba(255, 255, 255, 0.2) !important;
    display: flex;
    align-items: center;
    justify-content: center;
    margin-bottom: 14px;
    transition: all 0.3s var(--ease);
  }

  .ta-process-card:hover .ta-process-icon-wrap {
    transform: scale(1.08);
    background: #fff !important;
    border-color: #fff !important;
  }

  .ta-process-card:hover .ta-process-icon-wrap svg {
    stroke: #000000 !important;
    fill: none;
  }

  .ta-process-icon-wrap svg {
    width: 22px;
    height: 22px;
    stroke: #ffffff !important;
    stroke-width: 2;
    stroke-linecap: round;
    stroke-linejoin: round;
    fill: none;
    transition: all 0.3s var(--ease);
  }

  .ta-process-card h3 {
    font-size: 17.5px !important;
    font-weight: 800 !important;
    color: #ffffff !important;
    margin-bottom: 8px !important;
    letter-spacing: -0.01em !important;
  }

  .ta-process-card p {
    font-size: 12.8px !important;
    line-height: 1.62 !important;
    color: rgba(255, 255, 255, 0.78) !important;
    font-weight: 500 !important;
    margin: 0 !important;
  }

  .ta-step-label {
    position: absolute;
    left: 50%;
    transform: translateX(-50%);
    text-align: center;
    z-index: 10;
    pointer-events: none;
  }

  .ta-step-label.top {
    top: 15px;
  }

  .ta-step-label.bottom {
    bottom: 15px;
  }

  .ta-step-label span {
    display: block;
    font-size: 10px;
    font-weight: 800;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    white-space: nowrap;
  }

  .ta-step-label.top span {
    margin-bottom: 8px;
  }

  .ta-step-label.bottom span {
    margin-top: 8px;
  }

  .ta-step-dot {
    width: 10px;
    height: 10px;
    border-radius: 50%;
    margin: 0 auto;
  }

  .ta-proc-svg {
    position: absolute;
    top: 0;
    left: 0;
    width: 100%;
    height: 100%;
    overflow: visible;
    pointer-events: none;
    z-index: 2;
  }

  .ta .tpills {
    display: flex;
    gap: 16px;
    justify-content: center;
    flex-wrap: wrap;
    margin-top: 56px;
  }

  .ta .tpill {
    padding: 18px 28px;
    border-radius: var(--r14);
    text-align: center;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.08);
    transition: all 0.35s var(--spring);
    box-shadow: 0 2px 10px rgba(0, 0, 0, 0.01);
  }

  .ta .tpill:hover {
    transform: translateY(-4px);
    box-shadow: 0 16px 36px rgba(0, 0, 0, 0.3);
    border-color: rgba(167, 13, 42, 0.5);
    background: rgba(255, 255, 255, 0.04);
  }

  .ta .tpill strong {
    display: block;
    font-size: 24px;
    font-weight: 800;
    color: #fff;
    letter-spacing: -0.03em;
    line-height: 1.1;
    background: linear-gradient(135deg, #fff 0%, rgba(255, 255, 255, 0.7) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .tpill span {
    display: block;
    font-size: 11.5px;
    color: rgba(255, 255, 255, 0.6);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 6px;
    font-weight: 700;
  }

  @media (max-width: 991px) {
    .ta-process-grid {
      grid-template-columns: 1fr;
      gap: 40px;
      justify-items: center;
    }

    .ta-process-grid::before {
      content: '';
      position: absolute;
      top: 40px;
      bottom: 40px;
      left: 50%;
      transform: translateX(-50%);
      width: 3px;
      background: linear-gradient(to bottom, #a70d2a, #990000, #a70d2a, #990000, #a70d2a);
      z-index: 1;
    }

    .ta-process-step {
      height: auto;
      width: 100%;
      max-width: 320px;
      flex-direction: column;
      align-items: center;
      padding: 0;
    }

    .ta-process-card {
      width: 100%;
      height: auto;
      min-height: 200px;
      padding: 30px 24px;
    }

    .ta-step-label {
      position: relative !important;
      top: auto !important;
      bottom: auto !important;
      left: auto !important;
      transform: none !important;
      margin-bottom: 12px;
    }

    .ta-step-label.bottom {
      display: flex;
      flex-direction: column-reverse;
      align-items: center;
    }

    .ta-step-label.top {
      display: flex;
      flex-direction: column;
      align-items: center;
    }

    .ta-step-dot {
      margin: 6px auto !important;
      width: 12px;
      height: 12px;
      box-shadow: 0 0 10px currentColor;
    }

    .ta-proc-svg {
      display: none;
    }
  }

  /* ══ S11 PRICING REDESIGN ══ */
  .ta .pcrd {
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r20);
    padding: 44px 34px;
    position: relative;
    transition: all 0.4s var(--spring);
    overflow: hidden;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .pcrd::before {
    content: '';
    position: absolute;
    top: 0;
    left: 0;
    right: 0;
    height: 5px;
    background: var(--rg);
    opacity: 0;
    transition: opacity 0.3s var(--ease);
  }

  .ta .pcrd:hover {
    transform: translateY(-8px);
    box-shadow: 0 24px 50px rgba(12, 7, 22, 0.06), 0 10px 24px rgba(167, 13, 42, 0.05);
    border-color: rgba(167, 13, 42, 0.3);
  }

  .ta .pcrd:hover::before {
    opacity: 1;
  }

  .ta .pcrd.hot {
    border-color: var(--red);
    box-shadow: 0 16px 40px rgba(167, 13, 42, 0.08);
    background: var(--l1);
  }

  .ta .pcrd.hot::before {
    opacity: 1;
  }

  .ta .ptag {
    position: absolute;
    top: -1px;
    left: 50%;
    transform: translateX(-50%);
    background: var(--red);
    color: #fff;
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    padding: 5px 18px;
    border-radius: 0 0 8px 8px;
    white-space: nowrap;
    box-shadow: 0 2px 8px rgba(167, 13, 42, 0.25);
  }

  .ta .pname {
    font-size: 19px;
    font-weight: 800;
    color: var(--lx1);
    margin-bottom: 14px;
    letter-spacing: -0.02em;
  }

  .ta .pamt {
    font-size: 40px;
    font-weight: 850;
    line-height: 1;
    margin-bottom: 10px;
    letter-spacing: -0.04em;
    color: var(--red-d);
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .pnote {
    font-size: 12.8px;
    color: var(--lx3);
    margin-bottom: 26px;
    font-weight: 600;
  }

  .ta .pcrd ul {
    display: flex;
    flex-direction: column;
    gap: 11px;
    margin-bottom: 32px;
  }

  .ta .pcrd li {
    position: relative;
    padding-left: 26px;
    font-size: 13.8px;
    line-height: 1.6;
    color: var(--lx2);
    font-weight: 550;
  }

  .ta .pcrd li::before {
    content: '✓';
    position: absolute;
    left: 0;
    font-weight: 900;
    color: var(--green);
    font-size: 12px;
    display: inline-flex;
    align-items: center;
    justify-content: center;
    width: 18px;
    height: 18px;
    background: rgba(0, 230, 118, 0.08);
    border-radius: 50%;
    margin-top: 2px;
  }

  /* ══ S12 CASE STUDY REDESIGN ══ */
  .ta .cs-dark {
    background: var(--dk1);
    position: relative;
  }

  .ta .cs-dark::before {
    content: '';
    position: absolute;
    inset: 0;
    background: radial-gradient(circle at 0% 100%, rgba(167, 13, 42, 0.08) 0%, transparent 68%);
    pointer-events: none;
  }

  .ta .cs-dark .tc-inner {
    position: relative;
    z-index: 1;
  }

  .ta .cs-dark h2 {
    color: var(--dx1);
  }

  .ta .cs-dark h2 em {
    color: var(--red-l);
  }

  .ta .cs-dark .body {
    color: var(--dx2);
  }

  .ta .cs-dark .eyp {
    background: rgba(8, 4, 12, 0.75);
    border-color: var(--bd2);
  }

  .ta .cs-dark .eyp strong {
    color: #fff;
  }

  .ta .cs-dark .el {
    background: var(--red);
  }

  .ta .cs-dark .cst {
    color: var(--dx1);
  }

  .ta .cs-dark .csb {
    color: var(--dx2);
  }

  .ta .cs-dark .csr {
    border-color: var(--bd);
  }

  .ta .cs-dark .csn {
    background: var(--ra);
    color: var(--red-l);
    border-color: var(--rb);
  }

  .ta .cs-dark .rbar .rpill {
    background: rgba(255, 255, 255, 0.03);
    border-color: var(--bd);
  }

  .ta .cs-dark .rbar .rpill strong {
    color: var(--red-l);
  }

  .ta .cs-dark .rbar .rpill span {
    color: var(--dx3);
  }

  .ta .cs-dark .btn-g {
    border-color: var(--bd3);
    color: var(--dx1) !important;
  }

  .ta .csr {
    display: flex;
    gap: 20px;
    align-items: flex-start;
    padding: 22px 0;
    border-bottom: 1px solid var(--bd);
  }

  .ta .csr:last-child {
    border-bottom: none;
    padding-bottom: 0;
  }

  .ta .csn {
    width: 40px;
    height: 40px;
    border-radius: var(--r10);
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 13.5px;
    font-weight: 850;
    flex-shrink: 0;
    background: var(--ra);
    color: var(--red-l);
    border: 1px solid var(--rb);
    transition: transform 0.3s;
  }

  .ta .csr:hover .csn {
    transform: scale(1.08) rotate(3deg);
  }

  .ta .cst {
    font-size: 16px;
    font-weight: 800;
    margin-bottom: 8px;
    color: var(--dx1);
    letter-spacing: -0.01em;
  }

  .ta .csb {
    font-size: 13.8px;
    line-height: 1.7;
    color: var(--dx2);
  }

  .ta .rbar {
    display: flex;
    gap: 14px;
    flex-wrap: wrap;
    margin-top: 26px;
  }

  .ta .rpill {
    padding: 16px 20px;
    border-radius: var(--r10);
    text-align: center;
    background: rgba(255, 255, 255, 0.03);
    border: 1px solid var(--bd);
    transition: all 0.28s var(--ease);
  }

  .ta .rpill:hover {
    border-color: rgba(167, 13, 42, 0.4);
    background: rgba(167, 13, 42, 0.08);
    transform: translateY(-3px);
    box-shadow: 0 8px 20px rgba(167, 13, 42, 0.12);
  }

  .ta .rpill strong {
    display: block;
    font-size: 24px;
    font-weight: 800;
    color: var(--red-l);
    letter-spacing: -0.03em;
    line-height: 1.1;
  }

  .ta .rpill span {
    display: block;
    font-size: 11px;
    color: var(--dx3);
    margin-top: 4px;
    font-weight: 700;
    text-transform: uppercase;
    letter-spacing: 0.08em;
  }

  .ta .cs-dark .btn-g:hover {
    border-color: var(--red);
    background: var(--ra);
  }

  /* Left-right symmetry card boxes */
  .ta .cs-grey .testi {
    background: var(--l0);
    border-color: var(--bl2);
    box-shadow: 0 8px 30px rgba(12, 7, 22, 0.03);
    border-radius: var(--r20);
    padding: 36px;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .tlbl {
    color: var(--red);
    font-size: 11px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.14em;
    margin-bottom: 16px;
    display: block;
  }

  .ta .cs-grey .tq {
    color: var(--lx1);
    font-size: 16px;
    font-weight: 550;
    line-height: 1.76;
    font-style: italic;
    letter-spacing: -0.01em;
  }

  .ta .cs-grey .tau {
    border-color: var(--bl2);
    padding-top: 20px;
    margin-top: 20px;
    display: flex;
    align-items: center;
    gap: 14px;
    border-top: 1px solid var(--bl2);
  }

  .ta .cs-grey .tav {
    width: 44px;
    height: 44px;
    border-radius: 50%;
    background: var(--ra);
    border: 1px solid var(--rb);
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 14px;
    font-weight: 850;
    color: var(--red);
  }

  .ta .cs-grey .tnm {
    color: var(--lx1);
    font-weight: 850;
    font-size: 15px;
  }

  .ta .cs-grey .trl {
    color: var(--lx3);
    font-size: 12.8px;
    margin-top: 2px;
    font-weight: 550;
  }

  .ta .cs-grey .tvfy {
    margin-top: 20px;
    padding: 14px 18px;
    background: var(--l1);
    border-radius: var(--r10);
    font-size: 13.8px;
    font-weight: 700;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .proj-brief {
    background: var(--l0);
    border-color: var(--bl2);
    box-shadow: 0 8px 30px rgba(12, 7, 22, 0.03);
    border-radius: var(--r20);
    padding: 26px 30px;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .pb-title {
    color: var(--red);
    font-size: 11px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.14em;
    margin-bottom: 16px;
  }

  .ta .cs-grey .pb-row {
    border-color: var(--bl2);
    display: flex;
    align-items: center;
    justify-content: space-between;
    padding: 10px 0;
    border-bottom: 1px solid var(--bl2);
  }

  .ta .cs-grey .pb-row:last-child {
    border-bottom: none;
  }

  .ta .cs-grey .pb-label {
    color: var(--lx3);
    font-weight: 600;
    font-size: 13.5px;
  }

  .ta .cs-grey .pb-val {
    color: var(--lx1);
    font-weight: 700;
    font-size: 13.5px;
  }

  .ta .cs-grey .pm-item {
    background: var(--l0);
    border-color: var(--bl2);
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.02);
    border-radius: var(--r12);
    padding: 16px;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .pm-num {
    color: var(--red-d);
    font-size: 24px;
    font-weight: 850;
    letter-spacing: -0.02em;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .cs-grey .pm-lbl {
    color: var(--lx3);
    font-weight: 700;
    font-size: 10.5px;
    margin-top: 4px;
    text-transform: uppercase;
    letter-spacing: 0.08em;
  }

  /* ══ S13 REVIEWS REDESIGN ══ */
  .ta .rev-card {
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.06);
    border-radius: var(--r20);
    padding: 34px;
    transition: all 0.35s var(--ease);
    box-shadow: 0 8px 30px rgba(0, 0, 0, 0.25);
    backdrop-filter: blur(12px);
    -webkit-backdrop-filter: blur(12px);
  }

  .ta .rev-card:hover {
    background: rgba(255, 255, 255, 0.05);
    border-color: rgba(167, 13, 42, 0.35);
    transform: translateY(-8px);
    box-shadow: 0 30px 60px rgba(167, 13, 42, 0.12), 0 10px 30px rgba(0, 0, 0, 0.45);
  }

  .ta .rev-stars {
    color: #ffd700;
    font-size: 16px;
    letter-spacing: 2px;
    margin-bottom: 14px;
    text-shadow: 0 0 10px rgba(255, 215, 0, 0.3);
  }

  .ta .rev-source {
    color: var(--dx3);
    font-size: 11.5px;
    font-weight: 750;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    margin-bottom: 16px;
  }

  .ta .rev-quote {
    color: var(--dx2);
    font-size: 15px;
    line-height: 1.76;
    font-style: italic;
    font-weight: 500;
  }

  .ta .rev-author {
    display: flex;
    align-items: center;
    gap: 16px;
    padding-top: 20px;
    margin-top: 20px;
    border-top: 1px solid rgba(255, 255, 255, 0.06);
  }

  .ta .rev-av {
    width: 42px;
    height: 42px;
    border-radius: 50%;
    background: rgba(255, 255, 255, 0.08);
    border: 1px solid rgba(255, 255, 255, 0.12);
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 14px;
    font-weight: 850;
    color: #fff;
  }

  .ta .rev-name {
    color: #fff;
    font-weight: 800;
    font-size: 14.5px;
  }

  .ta .rev-role {
    color: var(--dx3);
    font-size: 12.5px;
    margin-top: 2px;
    font-weight: 500;
  }

  .ta .rev-tag {
    font-size: 11px;
    color: var(--red-l);
    font-weight: 750;
    margin-top: 16px;
    text-transform: uppercase;
    letter-spacing: 0.06em;
  }

  .ta .sR .rev-card {
    background: rgba(255, 255, 255, 0.05);
    border-color: rgba(255, 255, 255, 0.1);
  }

  .ta .sR .rev-card:hover {
    background: rgba(255, 255, 255, 0.1);
    border-color: rgba(255, 255, 255, 0.25);
  }

  .ta .sR .rev-stars {
    color: #ffe644;
  }

  .ta .sR .rev-source {
    color: rgba(255, 255, 255, 0.7);
  }

  .ta .sR .rev-quote {
    color: #fff;
  }

  .ta .sR .rev-author {
    border-color: rgba(255, 255, 255, 0.14);
  }

  .ta .sR .rev-av {
    background: rgba(255, 255, 255, 0.15);
    border-color: rgba(255, 255, 255, 0.24);
  }

  .ta .sR .rev-role {
    color: rgba(255, 255, 255, 0.65);
  }

  .ta .sR .rev-tag {
    color: #ffe644;
  }

  .ta .rev-summary {
    display: flex;
    align-items: center;
    gap: 32px;
    flex-wrap: wrap;
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r14);
    padding: 24px 36px;
    box-shadow: 0 8px 24px rgba(12, 7, 22, 0.02);
  }

  .ta .rev-sum-item {
    display: flex;
    flex-direction: column;
  }

  .ta .rev-sum-item strong {
    font-size: 24px;
    font-weight: 850;
    color: var(--red-d);
    letter-spacing: -0.02em;
    line-height: 1.1;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .rev-sum-item span {
    font-size: 11.5px;
    color: var(--lx3);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 5px;
    font-weight: 700;
  }

  .ta .rev-sum-sep {
    width: 1px;
    height: 42px;
    background: var(--bl2);
    flex-shrink: 0;
  }

  /* ══ S14 RELATED SERVICES REDESIGN ══ */
  .ta .rcrd {
    display: flex;
    align-items: center;
    gap: 18px;
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r14);
    padding: 22px 24px;
    transition: all 0.35s var(--spring);
    text-decoration: none !important;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .rcrd:hover {
    transform: translateX(6px);
    border-color: rgba(167, 13, 42, 0.35);
    box-shadow: 0 16px 36px rgba(167, 13, 42, 0.08);
  }

  .ta .rict {
    width: 44px;
    height: 44px;
    border-radius: var(--r10);
    display: flex;
    align-items: center;
    justify-content: center;
    background: var(--ra);
    border: 1px solid var(--rb);
    flex-shrink: 0;
    transition: transform 0.3s var(--spring);
  }

  .ta .rcrd:hover .rict {
    transform: scale(1.1) rotate(4deg);
    background: rgba(167, 13, 42, 0.1);
  }

  .ta .rict svg {
    width: 20px;
    height: 20px;
    color: var(--red);
  }

  .ta .rcat {
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    color: var(--lx3);
    margin-bottom: 5px;
  }

  .ta .rtit {
    font-size: 15px;
    font-weight: 800;
    color: var(--lx1);
    letter-spacing: -0.01em;
  }

  /* ══ S15 FAQ REDESIGN ══ */
  .ta .fitem {
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r14);
    overflow: hidden;
    transition: border-color 0.3s var(--ease), box-shadow 0.3s var(--ease);
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.01);
  }

  .ta .fitem:hover {
    border-color: rgba(167, 13, 42, 0.28);
    box-shadow: 0 12px 28px rgba(12, 7, 22, 0.05);
  }

  .ta .fq {
    font-size: 16px;
    font-weight: 800;
    line-height: 1.35;
    color: var(--lx1);
    padding: 24px 28px 0;
    letter-spacing: -0.02em;
  }

  .ta .faq-a {
    font-size: 14px;
    line-height: 1.74;
    color: var(--lx2);
    padding: 12px 28px 24px;
    font-weight: 500;
  }

  /* ══ S16 CTA BANNER REDESIGN ══ */
  .ta .ctawrap {
    display: flex;
    align-items: center;
    justify-content: space-between;
    gap: 64px;
    flex-wrap: wrap;
  }

  .ta .ctal {
    flex: 1;
    min-width: 280px;
  }

  .ta .ctar {
    display: flex;
    flex-direction: column;
    gap: 14px;
    flex-shrink: 0;
    min-width: 260px;
  }

  .ta .ctapr {
    display: flex;
    gap: 36px;
    margin-top: 32px;
    flex-wrap: wrap;
  }

  .ta .ctapr strong {
    display: block;
    font-size: 28px;
    font-weight: 850;
    color: var(--red-d);
    letter-spacing: -0.03em;
    line-height: 1.1;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .ctapr span {
    display: block;
    font-size: 11.5px;
    color: var(--lx3);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 6px;
    font-weight: 700;
  }

  .ta .ctanote {
    font-size: 12.8px;
    color: var(--lx3);
    text-align: center;
    font-weight: 600;
  }

  /* Responsive adjustments */
  @media(max-width:1100px) {

    .ta .hi,
    .ta .sp5050a {
      grid-template-columns: 1fr;
    }

    .ta .hr {
      display: block;
      margin-top: 48px;
      width: 100%;
    }

    .ta .hl {
      padding-bottom: 0;
    }

    .ta .sp5050 {
      grid-template-columns: 1fr;
      gap: 56px;
    }

    .ta .g4 {
      grid-template-columns: 1fr 1fr;
    }

    .ta .g5 {
      grid-template-columns: 1fr 1fr 1fr;
      gap: 30px;
    }

    .ta .procl {
      display: none;
    }

    .ta .ctawrap {
      flex-direction: column;
      align-items: flex-start;
      gap: 40px;
    }

    .ta .ctar {
      width: 100%;
    }

    .ta .hsr {
      flex-wrap: wrap;
      justify-content: center;
      gap: 20px 24px;
    }

    .ta .hsep {
      display: none;
    }

    .ta .tbrow {
      display: grid;
      grid-template-columns: repeat(3, 1fr);
      gap: 24px 32px;
      justify-items: center;
    }

    .ta .tsep {
      display: none;
    }
  }

  @media(max-width:900px) {
    .ta .stack16 {
      grid-template-columns: repeat(3, 1fr);
    }

    .ta .approach-cards {
      grid-template-columns: 1fr 1fr 1fr;
    }

    .ta .proj-metrics {
      grid-template-columns: 1fr 1fr 1fr;
    }

    .ta .two-col {
      grid-template-columns: 1fr;
    }

    .ta .tc-panel {
      padding: 68px 32px;
    }

    .ta .tc-panel .tc-inner {
      max-width: none;
      margin: 0;
    }

    .ta .qsteps {
      grid-template-columns: 1fr;
      gap: 16px;
    }
  }

  @media(max-width:768px) {
    .ta .W {
      padding: 0 24px;
    }

    .ta .S {
      padding: 80px 0;
    }

    .ta .hero {
      padding-bottom: 80px;
    }

    .ta h2 {
      font-size: 28px;
      letter-spacing: 0;
      line-height: 1.16;
    }

    .ta h3 {
      font-size: 18px;
      letter-spacing: 0;
    }

    .ta .lead {
      font-size: 16px;
      line-height: 1.7;
    }

    .ta .body {
      font-size: 14.5px;
      line-height: 1.72;
    }

    .ta .hh1 {
      font-size: 38px;
      line-height: 1.35;
      letter-spacing: 0;
    }

    .ta .sh {
      display: block;
      margin-bottom: 34px;
    }

    .ta .pill {
      margin-bottom: 20px;
    }

    .ta .eyp {
      max-width: 100%;
      white-space: normal;
      line-height: 1.35;
    }

    .ta .cbody {
      white-space: pre-wrap;
      overflow-wrap: anywhere;
      font-size: 11.5px;
      line-height: 1.75;
      padding: 20px 18px;
    }

    .ta .revl,
    .ta .revr {
      transform: none;
    }

    /* Symmetrical 1-column layouts for 3-card blocks (Services, Pricing, Reviews, Related) */
    .ta .g3 {
      grid-template-columns: 1fr;
      max-width: 600px;
      margin-left: auto;
      margin-right: auto;
      gap: 24px;
    }

    .ta .g2 {
      grid-template-columns: 1fr;
    }

    .ta .g4,
    .ta .g5 {
      grid-template-columns: 1fr 1fr;
      gap: 16px;
    }

    .ta .hsr {
      display: grid;
      grid-template-columns: 1fr 1fr;
      gap: 12px;
    }

    .ta .hsi {
      width: 100%;
      min-height: 92px;
      padding: 16px;
      border: 1px solid var(--bl2);
      border-radius: var(--r14);
      background: var(--l0);
      box-shadow: 0 6px 18px rgba(12, 7, 22, 0.04);
    }

    .ta .hsi strong {
      font-size: 18px;
      line-height: 1.2;
    }

    .ta .hsi span {
      font-size: 10px;
      line-height: 1.35;
    }

    .ta .hsep,
    .ta .tsep {
      display: none;
    }

    .ta .sgrid {
      grid-template-columns: 1fr 1fr;
      gap: 14px;
    }

    .ta .scard {
      padding: 22px 18px;
    }

    .ta .sn {
      font-size: 30px;
    }

    .ta .sl {
      font-size: 12.5px;
    }

    .ta .tech-adv {
      padding: 22px 18px;
    }

    .ta .fadv-row {
      align-items: flex-start;
      gap: 6px;
    }

    .ta .fadv-label,
    .ta .fadv-val {
      line-height: 1.45;
    }

    /* Trust Bar: Transform into vertical list of horizontal rows matching Miracuves.com mobile layout */
    .ta .tbrow {
      grid-template-columns: 1fr;
      gap: 12px;
      justify-items: stretch;
      max-width: 600px;
      margin: 0 auto;
    }

    .ta .titem {
      display: flex !important;
      flex-direction: row !important;
      align-items: center !important;
      gap: 16px !important;
      background: rgba(255, 255, 255, 0.02) !important;
      border: 1px solid rgba(255, 255, 255, 0.06) !important;
      border-radius: var(--r14) !important;
      padding: 16px 20px !important;
      width: 100% !important;
      text-align: left !important;
    }

    .ta .titem .ico {
      width: 40px !important;
      height: 40px !important;
      border-radius: 8px !important;
      flex-shrink: 0 !important;
      background: rgba(167, 13, 42, 0.08) !important;
      border-color: rgba(167, 13, 42, 0.2) !important;
    }

    .ta .titem .ico svg {
      width: 18px !important;
      height: 18px !important;
      color: var(--red-l) !important;
    }

    .ta .titem h4 {
      font-size: 14.5px !important;
      color: #ffffff !important;
      font-weight: 700 !important;
      margin: 0 !important;
    }

    .ta .titem p {
      font-size: 12px !important;
      color: rgba(255, 255, 255, 0.6) !important;
      text-transform: none !important;
      letter-spacing: 0 !important;
      margin-top: 3px !important;
      font-weight: 500 !important;
    }

    .ta .approach-cards {
      grid-template-columns: 1fr 1fr;
    }

    .ta .cs-right {
      gap: 14px;
    }

    .ta .rev-summary {
      flex-direction: column;
      align-items: center;
      gap: 20px;
      padding: 24px;
      text-align: center;
    }

    .ta .rev-sum-sep {
      display: none;
    }

    /* Mobile card view for comparison table */
    .ta .ctw {
      overflow: visible;
      border: none;
      border-radius: 0;
      margin-top: 28px;
      box-shadow: none;
    }

    .ta .ct,
    .ta .ct thead,
    .ta .ct tbody,
    .ta .ct tr,
    .ta .ct th,
    .ta .ct td {
      display: block;
      width: 100%;
    }

    .ta .ct thead {
      display: none;
    }

    .ta .ct tbody {
      display: grid;
      gap: 16px;
    }

    .ta .ct tr {
      border: 1px solid var(--bd2);
      border-radius: var(--r14);
      overflow: hidden;
      background: rgba(255, 255, 255, 0.03);
      box-shadow: 0 16px 36px rgba(0, 0, 0, 0.22);
    }

    .ta .ct th,
    .ta .ct td {
      min-width: 0 !important;
      border: 0 !important;
      padding: 15px 18px;
    }

    .ta .ct td {
      border-top: 1px solid var(--bd) !important;
      font-size: 13.5px;
      line-height: 1.55;
    }

    .ta .ct td:first-child {
      border-top: 0 !important;
      background: rgba(255, 255, 255, 0.05);
      color: #fff !important;
      font-size: 15px;
      font-weight: 850 !important;
    }

    .ta .ct td:not(:first-child)::before {
      display: block;
      margin-bottom: 5px;
      font-size: 10px;
      font-weight: 850;
      line-height: 1.3;
      letter-spacing: 0.08em;
      text-transform: uppercase;
      color: rgba(255, 255, 255, 0.52);
    }

    .ta .ct td:nth-child(2)::before {
      content: 'Python - Miracuves Default';
      color: var(--red-l);
    }

    .ta .ct td:nth-child(3)::before {
      content: 'React Native';
    }

    .ta .ct td:nth-child(4)::before {
      content: 'Native Swift / Kotlin';
    }

    .ta .ct .ch {
      border-left: 0 !important;
      border-right: 0 !important;
      background: rgba(167, 13, 42, 0.08) !important;
    }
  }

  @media(max-width:600px) {
    .ta .stack16 {
      grid-template-columns: repeat(2, 1fr);
    }

    .ta .tc-panel {
      padding: 48px 20px;
    }

    .ta .sgrid,
    .ta .g4,
    .ta .g5 {
      grid-template-columns: 1fr;
    }

    .ta .scard,
    .ta .scrd,
    .ta .vcrd,
    .ta .pcrd,
    .ta .rev-card,
    .ta .fitem {
      border-radius: var(--r14);
    }

    .ta .fadv-row {
      flex-direction: column;
      align-items: flex-start;
      padding: 13px 0;
    }

    .ta .fadv-val {
      font-size: 14px;
    }

    .ta .pb-row {
      flex-direction: column;
      align-items: flex-start;
      gap: 3px;
    }

    .ta .rbar {
      display: grid;
      grid-template-columns: 1fr 1fr;
      gap: 10px;
    }

    .ta .rpill {
      width: 100%;
      padding: 14px 12px;
    }
  }

  @media(max-width:480px) {
    .ta .W {
      padding: 0 16px;
    }

    .ta .S {
      padding: 60px 0;
    }

    .ta .hero {
      padding: 76px 0 100px;
    }

    .ta .hi {
      gap: 34px;
    }

    .ta .hr {
      margin-top: 34px;
    }

    .ta .hh1 {
      font-size: 34px;
      line-height: 1.4;
      letter-spacing: 0;
    }

    .ta .hh1 .h1s {
    display: block;
  }

  .ta .hh1 .dim {
      margin-top: 10px;
      font-size: 0.72em;
      letter-spacing: 0;
    }

    .ta .hdim {
      margin-top: 16px;
      font-size: 20px;
      letter-spacing: 0;
    }

    .ta .hh1 em {
      padding: 0;
      border-radius: 0;
    }

    .ta h2 {
      font-size: 25px;
      letter-spacing: 0;
    }

    .ta .lead {
      font-size: 15.5px;
    }

    .ta .htrust {
      gap: 8px;
      margin: 22px 0;
    }

    .ta .htr {
      width: 100%;
      justify-content: flex-start;
      border-radius: var(--r10);
    }

    .ta .hsr {
      grid-template-columns: 1fr;
    }

    .ta .hsi {
      min-height: 0;
      padding: 15px 16px;
    }

    .ta .hsch {
      padding: 18px 18px 14px;
      align-items: flex-start;
      flex-direction: column;
      gap: 4px;
    }

    /* Hero Stats Card: Rework into perfect 2x2 grid matching Miracuves.com mobile layout */
    .ta .hscg {
      grid-template-columns: 1fr 1fr;
      gap: 16px;
      padding: 24px 16px;
    }

    .ta .hsci {
      border: none !important;
      padding: 0 !important;
      text-align: center;
    }

    .ta .hscn {
      font-size: 26px !important;
      font-weight: 800 !important;
      color: #ffffff !important;
      -webkit-text-fill-color: #ffffff !important;
    }

    .ta .hscll {
      font-size: 9px !important;
      color: rgba(255, 255, 255, 0.6) !important;
      text-transform: uppercase !important;
      letter-spacing: 0.08em !important;
      font-weight: 700 !important;
      margin-top: 3px !important;
    }

    .ta .hshow {
      grid-template-columns: 1fr;
    }

    .ta .hstatus-grid {
      grid-template-columns: 1fr;
    }

    /* Force S02 Trust Bar cards to full width */
    .ta .tbrow {
      max-width: 100%;
    }

    .ta .approach-cards {
      grid-template-columns: 1fr;
    }

    .ta .stack16 {
      grid-template-columns: 1fr;
    }

    .ta .proj-metrics {
      grid-template-columns: 1fr;
      gap: 12px;
    }

    .ta .anote,
    .ta .hnote,
    .ta .wcall {
      padding: 18px 16px;
    }

    .ta .mrow {
      align-items: flex-start;
    }

    .ta .mrow span {
      min-width: 0;
    }

    .ta .ck {
      font-size: 13.8px;
      padding: 6px 0;
    }

    .ta .pcrd {
      padding: 32px 20px;
    }

    .ta .pamt {
      font-size: 34px;
    }

    .ta .vbody,
    .ta .sb,
    .ta .rev-card,
    .ta .cs-grey .testi,
    .ta .cs-grey .proj-brief {
      padding: 22px 18px;
    }

    .ta .fq {
      padding: 20px 18px 0;
      font-size: 15px;
    }

    .ta .faq-a {
      padding: 10px 18px 20px;
      font-size: 13.5px;
    }

    .ta .rbar {
      grid-template-columns: 1fr;
    }

    .ta .ctapr {
      display: grid;
      grid-template-columns: 1fr 1fr;
      gap: 14px;
      width: 100%;
    }

    .ta .ctar {
      min-width: 0;
    }

    .ta .ctar .btn {
      width: 100%;
      justify-content: center;
      white-space: normal;
      text-align: center;
    }

    /* Hero Button Stacking: full-width block buttons easy for thumbs */
    .ta .hctas {
      flex-direction: column;
      width: 100%;
    }

    .ta .hctas .btn {
      width: 100%;
      justify-content: center;
      padding: 18px 24px;
      font-size: 15px;
    }

    .ta .rcrd {
      width: 100%;
    }
  }

  
  
    
    
    
    
      
      
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              NDA Day One
          

          
            [WhatsApp — Talk to Our Team](https://wa.me/919830009649)
            [Explore Clone Solutions](https://miracuves.com/schedule-consultation/)
          

          
            Clutch Reviewed 4.9★
            ·
            Starting from $3,699
            ·
            [View live deployments](https://miracuves.com/portfolio/)
          
        

        
        
          
          
            
            
            
              
            
            
              
#### Python 3.12+ Powered

              
AI/ML Backend Engine with Django & FastAPI Performance Layer

            
          

          
            
              Miracuves Delivery RecordPython Team
              
              
                
                  3–9d
                  Delivery timeline
                
                
                  $3,699
                  Starting price
                
                
                  90+
                  Clone solutions
                
                
                  100%
                  IP assignment
                
              
              
                Python developers active right now
              
            
          

                    
          
            [Generative AI

              
#### ChatGPT Clone

              
Deployed in 5 days · From $3,699](https://miracuves.com/chatgpt-clone/)
            [Food Delivery

              
#### UberEats Clone

              
Deployed in 7 days · From $3,699](https://miracuves.com/ubereats-clone/)
          

          
          
            
              
                
              
              Python Engine Console
              ACTIVE (3.12+)
            
            
              
                FRAMEWORK
                Django + FastAPI
              
              
                STATE STANDARD
                Django ORM / Pydantic
              
              
                ML PIPELINE
                TensorFlow / PyTorch
              
              
                CI/CD PIPELINE
                Docker + GitHub Actions
              
            
          
        
      
    
  

  
  
    
      
        **Django · FastAPI · Flask**Full-stack Python backend
        
        **90+ Python Apps**Deployed by Miracuves
        
        **Django ORM · Pydantic**Our enforced architecture standard
        
        **3–9 Days**Brief to live deployment
        
        **100% Source Code**Delivered to you on handoff
      
    
  

  
  
    
      
        
          
              
              
              
            
          
            
#### White-Label Ready

            
Fully rebrandable on delivery

          
        
        
        
          
              
            
          
            
#### NDA Day One

            
IP protected first call

          
        
        
        
          
              
              
            
          
            
#### Full Source Code

            
Delivered at handoff

          
        
        
        
          
              
              
            
          
            
#### 60-Day Support

            
Post-launch included

          
        
        
        
          
              
              
            
          
            
#### 100% IP Ownership

            
Yours — always

          
        
        
        [#### Clutch Reviewed 4.9★

            
Third-party verified](https://miracuves.com/reviews-awards/)
      
    
  

		
			
				
				
					More than 6,000+ Companies Trust us Worldwide				
				
				
				
					        
            
                
					                            
                                
									                                    
										[![Miracuves Ranked among top 1000 companies globally by Clutch](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-Clutch-top-1000-company.webp "Python Development 1")](https://clutch.co/profile/miracuves-solutions#reviews)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is a top-minus service provider in the United States by Clutch](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-clutch-top-managed-service-provider-US.webp "Python Development 2")](https://clutch.co/profile/miracuves-solutions#reviews)                                    
									                                
                            
						                            
                                
									                                    
										![MediaCube is the best managed IT service provider in New York City by Expertise.com](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-Expertise-Provider.webp "Python Development 3")                                    
									                                
                            
						                            
                                
									                                    
										![MiraQs as an official member of Forbes Business Council ](https://miracuves.com/wp-content/uploads/2024/03/Mircuves-Official-Memeber-Forbes-Council.webp "Python Development 4")                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is a verified agency with design rush. ](https://miracuves.com/wp-content/uploads/2024/03/DesignRush-Top-Design-Agencies-in-India.webp "Python Development 5")](https://www.designrush.com/agency/profile/miracuves#reviews)                                    
									                                
                            
						                            
                                
									                                    
										[![MiraQs is ranked as a trustworthy service provider with Trustpilot. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-TrustPilot-Top-Software-Development-Company.webp "Python Development 6")](https://www.trustpilot.com/review/miracuves.com)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is one of the top managed service providers, companies by themanifest. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-The-Manifest-Top-Managed-Software-Development-Company.webp "Python Development 7")](https://themanifest.com/company/miracuves-solutions)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves ranked as a top software development company by Design Rush. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-Designrush-Top-Software-Development-Company.webp "Python Development 8")](https://www.designrush.com/agency/profile/miracuves#reviews)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is recognized as top software developed company by goodfirms. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-GoodFirms-Top-Software-Development-Company.webp "Python Development 9")](https://www.goodfirms.co/company/miracuves-solution)                                    
									                                
                            
						                
            
			        
						
				
				
				
		

  
  
    
      
        
        
          
            
              **Our Python Approach**
            
          
          
## How Miracuves delivers Python projects — from 9,000+ projects of real experience

          
After deploying 9,000+ projects and publishing 3,900+ apps, Miracuves
            has a specific way of working with Python. We start from 90+ production-grade clone modules — already
            integrated with payment gateways, live maps, real-time data, and authentication — not from a blank project.

          
Python's ecosystem powers everything from Django-based admin panels to FastAPI microservices
            to TensorFlow ML pipelines and Pandas data pipelines. For white-label deployments, Python's
            versatility eliminates separate technology stacks — one delivery language, multiple deployment
            targets, full source code yours on handoff.

          
**Who this service is built for:** Founders and product
            teams building AI-powered apps, data-intensive platforms, SaaS backends, fintech systems, or
            marketplace platforms who need a robust Python backend with fast time-to-market. Miracuves Python development
            fits when you want a readymade clone base or a custom backend product with published pricing,
            full IP ownership, and a company accountable for delivery — not individual contractors. If your product
            requires ultra-low-latency systems at the hardware level, memory-managed environments for HFT,
            or platform-specific native SDKs, we will say so upfront and recommend the right alternative.

          
            Django REST framework or FastAPI async endpoints on every project — type hints, Pydantic validation, and OpenAPI docs generated automatically
            Celery or background task queues for long-running processes — ML model training, bulk data ETL, report generation
            PostgreSQL or MySQL with SQLAlchemy ORM — typed queries, migrations, connection pooling, and Redis caching layer
            Docker containerization with docker-compose for every deployment — environment parity from dev to production
            CI/CD pipeline via GitHub Actions or GitLab CI — automated tests, linting, and deploy from first commit
          

          
            
From our Python team — Singapore EdTech AI project, 6 weeks

            
"AI-powered adaptive learning platform with 50K+ student records. We used Django REST framework with a FastAPI real-time grading engine, Pandas for analytics pipelines, and Celery for async ML model inference. The client's previous PHP monolith couldn't handle the data volume — we migrated the entire backend to Python in 6 weeks with zero downtime. Delivered month 5."

          

          
            
              
              
            
            Written by the Miracuves Python Team · May 2026 · [View
                Deployed Portfolio →](https://miracuves.com/portfolio/)
          
        

        
        
          
          
            
              8.2M+
              Active Python developers worldwide
            
            
              #1
              Most popular language — TIOBE Index 2025
            
            
              45%
              Of all data science and ML workloads run on Python
            
            
              400K+
              Python packages on PyPI for every use case
            
            
              3–9d
              Miracuves MVP delivery for scoped clone projects
            
            
              #1
              Backend language for AI/ML — Stack Overflow Survey
            
          

          
          
            
              
                  
                  
                  
                
              Web App
              Django admin + React/Vue front
            
            
              
                  
                  
                  
                
              API Backend
              FastAPI / Django REST
            
            
              
                  
                  
                
              ML / Data
              TensorFlow · PyTorch
            
          

          
          
            
#### Why Python at Miracuves

            Time to first MVP3–9
                days
            Backend + ML from one stackWeb
                · API · ML
            Cost saving vs multi-stack teamsUp
                to 35%
            Clone solutions ready to ship90+ solutions
            ML model performanceGPU-optimized
                pipelines
            Source code ownership100%
                yours
          
        
      
    
  

  
    
    
      
        
          
            
              **90+ Python-Powered Solutions**
            
          
          
## What Miracuves has deployed — what you can launch today

        
        [View All 90+ Solutions →](https://miracuves.com/solutions/)
      

      
        
                                                        [10 Days
            01
          
          
            
Crypto Exchange

            
### Binance Clone

            
Full cryptocurrency exchange with spot/futures trading, wallet, staking, P2P.

            From $6,999Web + MobileSpot + Futures](https://miracuves.com/binance-clone/)

        
                                                        [7 Days
            02
          
          
            
Food Delivery

            
### UberEats Clone

            
Real-time order tracking, restaurant dashboards, delivery partner interfaces.

            From $3,3993 AppsMulti-Restaurant](https://miracuves.com/ubereats-clone/)

        
                                                        [6 Days
            03
          
          
            
Streaming

            
### Netflix Clone

            
Video streaming platform with tiered subscriptions, user profiles, content library.

            From $3,699iOS + Android + WebMulti-Profile](https://miracuves.com/netflix-clone/)

        
                                                        [12 Days
            04
          
          
            
Fintech

            
### Wise Clone

            
Money transfer platform with real exchange rates, multi-currency accounts, low fees.

            From $21,999iOS + AndroidMulti-Currency](https://miracuves.com/wise-clone/)

        
                                                        [14 Days
            05
          
          
            
Fintech

            
### Revolut Clone

            
All-in-one financial app with banking, crypto, stocks, currency exchange, budgeting.

            From $27,999iOS + AndroidMulti-Currency](https://miracuves.com/revolut-clone/)

        
                                                        [10 Days
            06
          
          
            
Professional Network

            
### LinkedIn Clone

            
Professional networking platform with jobs, messaging, feed, recommendations, recruiting.

            From $6,699iOS + Android + WebProfessional Network](https://miracuves.com/linkedin-clone/)
      

      **Honest note:** Python is right for most of our backend and AI clone solutions. For real-time 3D rendering or hardware-level integrations, Miracuves may recommend native Swift, Kotlin, or Rust. We tell you which fits before any commitment.
    
  

  
  
    
    
      
        
          
            **Technology Comparison**
          
        
        
## Python vs Node.js vs Go — which is right for your backend?

        
Most development companies avoid this question because
          they only know one stack. Miracuves answers it honestly — your technology choice determines long-term cost,
          performance, and maintenance.

      

      
        
| Metric | Python · Django + FastAPI  
← MIRACUVES DEFAULT | Node.js · Express + Nest | Go · Gin + gRPC |
| --- | --- | --- | --- |
| Backend Performance | FastAPI async — sub-10ms response, uvicorn workers | Single-threaded event loop — CPU tasks block | Blazing — compiled, goroutine concurrency |
| Ecosystem Libraries | 400K+ PyPI packages — every use case covered | 250K+ npm packages — web-focused ecosystem | Growing — smaller but high-quality packages |
| Dev Speed | Fast — Django ORM + FastAPI scaffolding, pip | Fast — npm ecosystem, rapid prototyping | Moderate — strict typing, longer compile |
| AI / ML Ecosystem | Best — TensorFlow, PyTorch, scikit-learn native | Limited — JS-based ML, not production-grade | Minimal — small ML library ecosystem |
| Best For | AI/ML · SaaS · data-heavy · backend | Real-time apps · JS teams · full-stack | High-concurrency · microservices · performance |

      

      
        
          
Choose Python if…

          
You need AI/ML integration · data-intensive backend · SaaS platform with rapid prototyping · one language for API, ML, and automation scripts · Django admin for quick CMS.

        
        
          
Consider an alternative if…

          
Your product is a real-time 3D mobile game · you need bare-metal hardware performance · your entire team is Go or Rust-native. [See React Native →](https://miracuves.com/service/react-native-development/)

        
      
    
  

  
  
    
      
        
        
          
            
              **Technical Architecture**
            
          
          
## How Miracuves engineers structure Python projects for production

          
These are the specific decisions our engineering team makes on every
            Python project — choices that determine whether a backend scales cleanly or becomes a codebase that needs to
            be rewritten.

          
            
              
### Architecture — Clean, Feature-First Django Modules

              
Strict separation: URLs → Views → Services → Models. Every Django app
                owns its serializers, business logic services, repository interfaces, and data models independently. This is how
                Miracuves adds a new clone module in 2 days without breaking existing functionality.

            
            
              
### State — Celery Tasks and Redis Caching

              
Celery keeps background jobs predictable and trackable. The most
                common problem inherited from other agencies: synchronous API calls inside request handlers. We
                eliminate this on day one as a hard standard — not a suggestion.

            
            
              
### Performance — Async FastAPI Endpoints and Query Optimization

              
Every endpoint that can be async is declared async. Heavy ML
                inference runs in separate worker processes to keep the API thread free. We profile every release build with
                Django Debug Toolbar and locust load tests —
                debug settings are never used as a performance benchmark.

            
            
              
                
What most Python agencies get wrong

                
Delivering monolithic Django projects with no module separation. No CI pipeline. Bare queries in views. Hardcoded
                  API keys in settings. No load testing before production deployment. Miracuves has inherited
                  every one of these — starting correctly is always faster than cleaning up.

              
            
          
        

        
        
          
            
              
              
              
              services/ml_inference.py — FastAPI Endpoint
            
            # Async ML inference endpoint
                // Used in ChatGPT Clone + all AI-powered products

              from fastapi import APIRouter
              from celery import shared_task

              router = APIRouter()

              @router.post("/api/v1/predict")
              async def predict(data: PredictRequest):
              result = await run_model.delay(
              data.features
              )
              return {"task_id": result.id}

              @shared_task
              def run_model(features):
              model = load_model()
              return model.predict(features)
            
            Offloads ML inference to Celery worker processes without blocking the FastAPI async loop — keeping API response times under 50ms. Used in every AI-powered product Miracuves ships.
          
        
      
    
  

  
  
    
      
        
          
            **Our Service Models**
          
        
        
## Three ways Miracuves delivers your Python project

        
Every engagement is with Miracuves as a company — a complete team, a
          defined process, and full delivery accountability. Choose the model that matches your project stage.

      

      
        
        
          Most Popular
          
            
              
              
                
                
                  
                  
                  
                  
                
              
              
              
                
                
                  
                  
                  
                  
                
              
              
              
                
                
                  
                  
                  
                  
                
              
              
              Customer
              Driver App
              Admin
            
          
          
            
Readymade Clone · Fixed Price

            
### White-Label Clone Delivery

            
Miracuves deploys a production-grade clone under your brand — iOS + Android + Admin Panel —
              in 3–9 days. Source code fully yours.

            Starting from $2,499 — fixed price, no surprises
            90+ solutions matched to your vertical
            Branding, configuration, white-labelling applied
            Admin panel included in every delivery
            Full source code · NDA · 60-day support
          
        

        
        
          
            
              
                
                
                Django App
                
                
                
                
                
                
                
                
                Views
                
                Services
                
                Models
                
                
                
                
                
                URLs
                
                Tasks
                
                ORM
              
            
          
          
            
Custom Development · Scoped

            
### Custom Python Build

            
Miracuves builds from your specification — custom architecture, custom flows, unique
              features. Full team: engineer, backend, QA, PM.

            Scoped and priced before development begins
            Clean architecture designed specifically for your product
            Weekly sprint demos — working software every sprint
            App Store and Play Store submission managed
            Full source code · IP 100% yours
          
        

        
        
          
            
              
                
                  Wk 1
                  
                    
                  
                  
                
                
                  Wk 2
                  
                    
                  
                  
                
                
                  Wk 3
                  
                    
                  
                  
                
                
                  Wk 4
                  
                    
                  
                  
                
              
            
          
          
            
Ongoing Retainer · Monthly

            
### Ongoing Python Development

            
Miracuves works as your ongoing development partner — new features, releases, maintenance
              on a monthly retainer with weekly sprint demos.

            From $2,299/month — cancel with 2 weeks notice
            Dedicated Miracuves team assigned to your product
            Direct communication — no account manager relay
            Weekly sprint demos — deliverables every cycle
            Scales up or down as your product evolves
          
        
      
    
  

  
  
    
    
      
        
          
            **Quality Standards**
          
        
        
## How Miracuves ensures every Python delivery meets production standard

        
Every project passes through Miracuves' quality gates before handoff —
          not as a checklist, as a non-negotiable delivery standard applied to every codebase we ship.

        
          Clean architecture — URLs / Views / Services / Models separatedArchitecture
          Celery + Redis — no synchronous calls in request handlersState
          FastAPI async — sub-10ms response on release buildsPerformance
          Load testing — locust profiles on staging before deployQA
          Docker-ready — containerized from dev to productionDevOps
          No secrets in source — env vars and .env onlySecurity
          API documentation — OpenAPI/Swagger auto-generatedDelivery
        
      
    

    
    
      
        
          
            **Enforced QA Gates**
          
        
        
## Our 6 Continuous Delivery Gateways

        
Every line of code,
          asset asset, and build profile must successfully clear all six quality control gates before repository
          handoff.

        
          
            01
            
              
#### Code Review on Every Pull Request

              
Every line merged into your main branch is reviewed by a senior Miracuves engineer. No untested code
                reaches your production environment under any circumstances.

            
          
          
            02
            
              
#### Automated Test Coverage Required

              
Unit tests for business logic, API integration tests for endpoints, and E2E tests for critical user
                flows. Minimum coverage enforced before any deployment is created.

            
          
          
            03
            
              
#### Release Builds Profiled — Not Debug Builds

              
Miracuves profiles performance using Django Debug Toolbar and locust load tests on every release build. Debug settings performance
                is not representative of what users experience and is never accepted as sufficient.

            
          
          
            04
            
              
#### Handoff Package — Not Just a Repository

              
Source code, documentation, environment setup guide, API documentation, deployment credentials, store
                credentials, and post-launch runbook — all included in every project handoff.

            
          
          
            05
            
              
#### Docker Deployment — Full Environment Parity Managed

              
Miracuves handles docker-compose configurations, environment variable management, database migrations, and deployment to AWS/GCP/DigitalOcean. Containerized deployments ensure dev-to-prod parity.

            
          
          
            06
            
              
#### Post-Launch Monitoring — 60-Day Active Support

              
Crashlytics and Firebase Analytics configured pre-launch. Miracuves monitors crash rates and
                performance metrics during the 60-day post-launch support window — proactive, not reactive.

            
          
        
      
    
  

  
  
    
      
        
          
            
              **Technology Stack**
            
          
          
## The Python stack Miracuves ships with

        
        
Matched to your architecture and delivery
          requirements — not a one-size-fits-all default.

      

      
        
          Py
          Python 3.12+
          Core language · type hints · async
        
        
          Dj
          Django 5.x
          Full-stack framework · ORM · admin
        
        
          Fa
          FastAPI
          Async API framework · Pydantic
        
        
          Dr
          Django REST / DRF
          Serializers · ViewSets · auth
        
        
          Pg
          PostgreSQL
          Primary database · JSONB · full-text
        
        
          Rd
          Redis
          Caching · sessions · Celery broker
        
        
          💳
          Stripe / Razorpay
          Payments · wallets · subscriptions
        
        
          Ws
          WebSockets
          Real-time · chat · live tracking
        
        
          GQ
          GraphQL / REST
          Flexible API integration layer
        
        
          Cl
          Celery
          Background tasks · ML inference
        
        
          Dk
          Docker
          Containerization · CI/CD pipelines
        
        
          Rc
          React / Vue.js
          Frontend for custom builds
        
        
          S3
          AWS S3 / CloudFront
          Storage · CDN · media delivery
        
        
          TF
          TensorFlow / PyTorch
          ML models · AI inference
        
        
          Sn
          Sentry
          Error tracking · performance monitoring
        
        
          Gh
          GitHub Actions
          CI/CD · automated testing
        
      
    
  

  
  
    
      
        
          
            **Our Process**
          
        
        
## From brief to deployed Python project — what happens and when

        
Every Python engagement follows the same delivery spine — whether you
          start from a readymade clone or a custom spec. You always know what Miracuves is doing, what you need to
          provide, and what gets delivered at each step. Timelines below reflect our standard clone sprint; custom builds
          run milestone-based with the same checkpoints.

      

      
        

          
          
            
            
              
              
            

            
            
              
                
                  
                
              
              
### Brief & NDA

              
Share your concept via WhatsApp. NDA signed same day. We ask 6 specific questions.

            

            
            
              
              Step 01
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                
              
              
### Scope & Plan

              
Right solution base, stack, and model confirmed. No payment before scope is agreed.

            

            
            
              Step 02
              
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                  
                
              
              
### Build & Demo

              
Repo created, architecture set. First commit in 24h. Weekly working demo runs.

            

            
            
              
              Step 03
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                  
                
              
              
### QA & Polish

              
Tested on real iOS/Android devices. Profiles optimized for Store guidelines.

            

            
            
              Step 04
              
            
          

          
          
            
            
              
            

            
            
              
                
                  
                
              
              
### Launch & Handoff

              
Full code and docs delivered. Store submissions handled. 60 days active support.

            

            
            
              
              Step 05
            
          
        
      

      
        **Same Day**NDA turnaround
        **3–9 Days**MVP Sprint delivery
        **24 Hours**First commit after scope
        **60 Days**Post-launch support
      
    
  

  
  
    
      
        
          
            **Transparent Pricing**
          
        
        
## What Python development costs at Miracuves

        
We publish prices because we are confident in what we deliver. No
          "contact us for pricing" pages. No hidden fees after scope is agreed.

      

      
        
        
          
### Readymade Clone

          $2,499
              from
          
Fixed price · 3–9 day delivery · scoped

          
- Python backend — API + Admin + Deployment
- Admin panel included as standard
- Branding and white-label applied
- Full source code on handoff
- 60-day post-launch support
- NDA protected from day one

          [Start a
            Clone Project](https://wa.me/919830009649)
        

        
        
          Most Requested
          
### Custom Python Build

          Custom Quote
          
Scoped before build · milestone billing

          
- Full Python team — engineer + backend + QA
- Custom architecture for your spec
- Weekly sprint demos — working software
- App Store and Play Store submission
- Full source code · complete IP transfer
- Milestone billing — no pay before delivery

          [Get a
            Scope & Quote](https://miracuves.com/contact/)
        

        
        
          
### Ongoing Development

          $2,299/mo
          
Monthly retainer · cancel with 2 weeks notice

          
- Miracuves team assigned to your product
- New features, releases, and maintenance
- Weekly demos and sprint planning
- Direct communication — no relay
- Scales up or down as needed
- All code remains 100% yours

          [Discuss
            Ongoing Work](https://wa.me/919830009649)
        
      

      **Why Miracuves publishes prices:** Clients who
        understand cost upfront make better product decisions. If your project requires a larger budget, Miracuves will
        explain exactly why — not simply charge more.

      
        
          
What affects Python project cost at Miracuves

          
Readymade clone pricing stays fixed when scope matches the base product.
            Custom Python builds scale with: number of user roles (customer, driver, admin, vendor), real-time features
            (live GPS, chat, video), payment and compliance integrations (BaaS, KYC, multi-currency), ML model complexity, and third-party API integrations beyond the standard stack.

        
        
          
Typical Python budget ranges

          
**Readymade clone:** from $2,499 · 3–9 days.  

            **Custom MVP:** $8,000–$25,000 · 4–10 weeks depending on scope.  

            **Ongoing retainer:** from $2,299/month for feature work and maintenance.  

            Every quote is written before payment — no surprise invoices after kickoff.

        
      
    
  

  
  
    
    
      
        
          
            **Client Reference**
          
        
        
## What a real Python project looks like at Miracuves

        
A US-based healthcare analytics startup needed an AI-powered patient risk
          scoring platform with HIPAA-compliant data pipelines, TensorFlow model inference, and a Django admin dashboard —
          within 8 weeks before their Series A pitch.

        
          
            01
            
              
The Challenge

              
Processing 2M+ patient records across 12 hospitals with HIPAA compliance, real-time risk scoring
                via custom TensorFlow models, and a clinician-facing dashboard — all from scratch with no existing codebase.

            
          
          
            02
            
              
What Miracuves Delivered

              
Built a Django REST API backend with FastAPI async endpoints for real-time inference, Celery workers
                for batch ML processing, PostgreSQL with encrypted columns for PHI, and a React admin dashboard with role-based
                access control — fully HIPAA compliant.

            
          
          
            03
            
              
Outcome

              
Delivered on week 7. Full API documentation, model training pipeline, and deployment scripts included.
                Client presented working platform at Series A pitch and closed funding. 14 hospitals onboarded within 90 days.

            
          
        

        
          **7 Weeks**Full delivery
          **HIPAA**Compliant
          **100%**Source owned
        
        [View All Case Studies →](https://miracuves.com/portfolio/)
      
    

    
    
      
        
        
          
Client Testimonial

          
"We had 2M patient records and no working platform eight weeks before our Series A pitch. Miracuves not only delivered the full backend — they built our ML inference pipeline and HIPAA-compliant data layer in parallel. The
            Python codebase is clean enough that our in-house developer could read and extend it immediately."

          
            DM
            
              
D.M., CTO

              
US Healthcare Analytics · AI Risk Platform

            
          
          [⭐ Read Clutch & Google Reviews →](https://miracuves.com/reviews-awards/)
          
        

        
        
          
Project Brief

          Solution usedChatGPT Clone
              (Python)
          Delivery timeline5 days
          Stack deliveredFastAPI + LangChain +
              PostgreSQL
          Key integrationsOpenAI API · Pandas · Redis
          ComplianceHIPAA data layer
          
          Source code100% client-owned
          
        

        
        
          
            14
            Hospitals · Month 3
          
          
            4.8★
            Clinician rating
          
          
            60d
            Support included
          
        
      
    
  

  
  
    
      
        
          
            **Client Reviews**
          
        
        
## What clients say about Miracuves Python development

        
Across AI platforms, data pipelines, SaaS backends, and fintech systems — from solo
          founders to funded startups — verified on Clutch and Google.

      

      
        
        
          ★★★★★
          
Clutch · On-Demand Platform

          
"Miracuves delivered a fully functional AI chatbot platform for our Nigerian campus market in
            under two weeks. The Python codebase was clean — our local developer onboarded in a day. The API
            integration and admin dashboard worked flawlessly from launch. Nothing like what we expected at this price
            point."

          
            EO
            
              
E.O., Founder

              
Campus AI Platform · Lagos, Nigeria

            
          
          Python · ChatGPT Clone · API Integration
        

        
        
          ★★★★★
          
Google Reviews · Fintech API

          
"We needed a multi-currency wallet API with biometric auth and real-time transaction processing — live in 10 days.
            Miracuves not only hit the deadline, they handled a BaaS integration we thought would take weeks separately.
            The Django architecture is production-grade. Our CTO reviewed the codebase and had no complaints."

          
            AH
            
              
A.H., Co-Founder

              
NeoBank Platform · UAE

            
          
          Python · Revolut Clone · BaaS · REST API
        

        
        
          ★★★★★
          
Clutch · SaaS Analytics

          
"We launched a regional analytics platform serving three countries from one Python codebase.
            Real-time dashboards were pre-integrated, the admin panel gave us full data control, and Miracuves handled the full
            deployment pipeline. Seven weeks from briefing to production. Exceptional delivery for the budget."

          
            RS
            
              
R.S., CTO

              
Analytics Platform · South-East Asia

            
          
          Python · Data Pipeline · Pandas · Multi-Region
        
      

      
      
        
          **4.9 / 5.0**
          Clutch average rating
        
        
        
          **4.8 / 5.0**
          Google average rating
        
        
        
          **Top Developer**
          Clutch recognition · 2024–2025
        
        
        [Read All Reviews
          →](https://miracuves.com/reviews-awards/)
      
    
  

  
  
    
      
        
          
            **Related Services**
          
        
        
## Also building with these technologies at Miracuves

      
      
        
        [Native iOS

            
iOS App Development](https://miracuves.com/service/ios-app-development/)

        
        [Native Android

            
Android App Development](https://miracuves.com/service/android-app-development/)

        
        [Custom Build

            
Mobile App Development](https://miracuves.com/service/custom-mobile-app-development/)

        
        [Cross-Platform

            
React Native Development](https://miracuves.com/service/react-native-development/)

        
        [Apple Ecosystem

            
Swift Development](https://miracuves.com/service/swift-development/)

        
        [JavaScript Backend

            
Node.js Development](https://miracuves.com/service/nodejs-development/)

        
        [Hybrid Framework

            
Ionic App Development](https://miracuves.com/service/ionic-app-development/)

        
        [Multi-Platform

            
Cross-Platform App Development](https://miracuves.com/service/software-development/)
      
    
  

  
  
    
      
        
          
            **Frequently Asked**
          
        
        
## Questions about Python development at Miracuves

      

      
        
          
Can Python handle high-traffic production applications?

          
Absolutely. Django with Gunicorn/uvicorn workers handles millions of requests per day — Instagram, Pinterest, and Spotify all run Python in production. FastAPI async endpoints deliver sub-10ms response times. Miracuves deploys every backend with proper load testing and horizontal scaling.

        
        
          
Does Miracuves deliver the full source code?

          
Yes — completely. Miracuves delivers the full Python codebase, repository with complete commit
            history, environment configuration, API documentation, and all deployment credentials. Zero lock-in. Your
            team or any other development company can continue the work immediately after handoff.

        
        
          
How fast can a Python project realistically be delivered?

          
A scoped readymade clone deployment — covering REST API, admin panel, ML pipeline, and white-label
            configuration — ships in 3–9 days. Custom builds take 4–10 weeks depending on scope. All timelines are
            stated in writing before any payment is requested.

        
        
          
Python vs Node.js — which does Miracuves recommend for backends?

          
For most clone solutions — AI/ML, data-heavy, SaaS, fintech — Python is right. Deeper ML ecosystem, better data processing with Pandas/NumPy, stronger ORM with Django, and native TensorFlow/PyTorch integration. Miracuves recommends Node.js honestly when your product needs real-time streaming at extreme scale or your team is JavaScript-native.

        
        
          
What is included in the admin panel with every delivery?

          
A Django admin dashboard with user management, order and booking management, analytics dashboard,
            content control, payout and commission management, and platform configuration settings — delivered as a
            separate web application that works in any browser.

        
        
          
Does Miracuves handle deployment to cloud infrastructure?

          
Yes, as part of every delivery engagement. Miracuves manages Docker containerization, AWS/GCP/DigitalOcean deployment, database migration, SSL certificates, environment configuration, and monitoring setup. Sentry error tracking is configured on every production deploy.

        
        
          
What happens after the project is delivered if there are bugs?

          
Every Miracuves delivery includes 60 days of post-launch technical support. Bugs within the
            delivered scope are fixed at no additional cost. Feature additions beyond scope are quoted separately.
            Monthly maintenance retainers are available at published rates.

        
        
          
How does Miracuves handle NDA and confidentiality?

          
Miracuves signs a bilateral NDA before any project details are shared. The NDA covers all
            technical details, business logic, and IP. An IP assignment agreement confirming 100% ownership transfers to
            the client is signed at project start — not at the end.

        
      
    
  

  
  
    
      
        
        
          
            
              **Get Started**
            
          
          
## Ready to build your Python project with Miracuves?

          
Tell Miracuves what you are building. We will confirm the right
            solution base, service model, and delivery timeline — in writing, before any commitment is required from
            you.

          
            **9,000+**Projects delivered
            **3–9 Days**MVP delivery
            **100%**Source code yours
            **Same Day**NDA turnaround
          
        

        
        
          [WhatsApp — Start Now](https://wa.me/919830009649)
          [Contact &
              Brief Form](https://miracuves.com/contact/)
          
NDA signed before we discuss your project details

        
      
      
        
          
          
        
        Page reviewed by the Miracuves Python Development Team · Last updated May 2026 · [Clutch & Google Reviews](https://miracuves.com/reviews-awards/)
      
    
  

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