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Your AI Memory System is Broken. Here's the 44-Line Fix.
OpenAI just published what I've been doing for months
Jan 11
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Tyler Folkman
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I Automated My Own AI Prompts. Here's What Broke.
Why treating prompts like code changed everything
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The $0.10 vs $5.00 Decision That Changed How I Build AI Features
How one YAML file revealed I was paying 50x too much for worse results
Dec 28, 2025
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AI Agent Fine-Tuning Wastes 70x More Data (Research Proves It)
New research from 12 institutions proved what I learned by building: Simple, modular agents beat complex, monolithic ones. 70x more efficient.
Dec 21, 2025
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Tyler Folkman
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STOP Using AI Coding Tools Like It's 2022
Most developers are using Stage 5 tools with Stage 2 thinking
Dec 14, 2025
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Tyler Folkman
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My Exact Research Agent Workflow
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Your CLAUDE.md should grow, not shrink
Oct 12, 2025
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Tyler Folkman
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Steal My $0.16 AI Newsletter Agent
Aug 24, 2025
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STOP Using AI Coding Tools Like It's 2022
Dec 14, 2025
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5 Tasks Where AI Makes You Slower (Not Faster)
5 tasks where deterministic code wins every time
Dec 7, 2025
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Tyler Folkman
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Opus 4.5 vs Sonnet 4.5: Same task. No clear winner.
Same spec. Same tooling. 1,170 lines vs 851 lines. Different tradeoffs. Here's what actually matters.
Nov 30, 2025
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Tyler Folkman
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I tested Gemini 3 vs Sonnet 4.5 on the same task. Only one shipped production-ready code.
Same 15-point spec. One delivered 15/15 requirements. The others? 10/15 and 8/15. The difference wasn't the model.
Nov 23, 2025
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Tyler Folkman
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29
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You're Using AI Wrong. Here's How I Ship 5 Features Daily Now
How I eliminated my velocity bottleneck and shipped features while competitors wait on single AI sessions
Nov 16, 2025
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Tyler Folkman
26
4
Cursor 2.0 vs Claude Code: Same Bug, 2 Hours, Surprising Winner
A 26-minute real-world test on an AutoGPT bug. Multi-agent features, Haiku vs Sonnet performance, and the pricing difference nobody mentions.
Nov 9, 2025
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Tyler Folkman
18
3
The AI coding tool that lets you switch models mid-project
The open-source framework that gives you model choice without sacrificing MCP integration
Nov 2, 2025
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Tyler Folkman
25
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Claude Skills Solve the Context Window Problem (Here's How They Work)
What they are, how they work, and when to use them over MCP
Oct 26, 2025
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Tyler Folkman
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11
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Context rot is real. MIT just found the workaround.
Recursive Language Models let AI explore code iteratively instead of loading everything at once
Oct 19, 2025
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Tyler Folkman
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Your CLAUDE.md should grow, not shrink
Stop writing context that collapse. Start building contexts that evolve.
Oct 12, 2025
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Tyler Folkman
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