Skip to content
Mahsum Aktaş

Building AI systems that run real operations.

Operations manager turned AI builder. I run a team of 8 managing 400+ bus companies at oBilet — and I build the AI tools we use daily. From a production agent on a Raspberry Pi to my own Turkish LLM, I bridge the gap between business operations and applied AI.

GitHubLinkedInHuggingFaceEmail

Building

Osistan

AI operations assistant serving a team of 8. Runs 24/7 on a Raspberry Pi. 3-layer architecture, 39K email embeddings, ~$40/mo.

→

Jazari

Turkish LLM ecosystem — fine-tuned 4B model on HuggingFace, voice-first life coach app, Android app in closed beta.

→

Operations Platform

Internal dashboard used by 3+ departments to manage 400+ partners. 255K lines, 12 provider integrations, running on a Raspberry Pi.

→

Treliq

AI-powered PR & issue triage for open-source maintainers. 428 tests, cascade LLM pipeline. Posted on Hacker News.

MR Triage Agent

Autonomous merge request triage on GitLab Duo Agent Platform. 3-tier cascade scoring, zero external dependencies.

Open Source

31 PRs across 8 repositories. Contributor to OpenClaw — fixing production bugs in the gateway, TLS config, model fallback chains. Also contributed to simili-bot, simonw/llm, and others.

Chrome Extensions

Daily Research

Automated daily AI industry scan

2026-05-09

🔬 Gece Araştırma — 2026-05-09 (Cumartesi 01:00 İST)

⚠️ KAT-5 Reddit’te 500+ upvote eşiği doğrulanan yeni thread bulunamadı; en yüksek görünen thread’ler raporlandı. ⚠️ KAT-6 X/Twitter’da doğrudan like/RT metrikleri doğrulanamadı; TechTwitter engagement sıralaması kullanıldı. ⚠️ KAT-9 GitHub Trending sayfası erişildi ama repo listesi JS/Loading nedeni…

2026-05-08

🔬 Gece Araştırma — 2026-05-08 (Cuma 01:00 İST)

⚠️ KAT-5 Kaynak Hatası: Reddit live/top verisi doğrudan tam doğrulanamadı; ikincil taramalar ve tekil Reddit/HN aynaları kullanıldı. ⚠️ KAT-6 Kaynak Hatası: X like/RT metrikleri doğrudan doğrulanamadı; TechTwitter trend sıralaması kullanıldı. ⚠️ KAT-9 Kaynak Hatası: GitHub daily HTML repo satırları…

All research →

Writing

2026-04

From 50 Tools to 3 Write Channels

How reducing an AI agent's toolkit made it dramatically smarter.

All posts →

Journey

2016Started as the 15th employee at a bus ticketing startup
2017Team Lead
2018Supervisor
2019CX Manager — started automating with Google Apps Script
2020Operational Account Manager — first Python scripts
2022Operations Manager — built the department from scratch
2024Senior Operations Manager — running AI-powered operations with a team of 8 across 400+ bus companies
[email protected]
Resume
GitHubLinkedInHuggingFaceX