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Generalist Reasoning vs Scoped Autonomy: Why Claude Opus 4.7 and OpenAI Codex Aren't Competing — and Why That Should Change How You Build

Generalist Reasoning vs Scoped Autonomy: Why Claude Opus 4.7 and OpenAI Codex Aren't Competing — and Why That Should Change How You Build

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3 min read
Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously

Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously

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17 min read
Why AI feature rollouts fail before the model does

Why AI feature rollouts fail before the model does

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8 min read
LLM Trace Storage Cost: Why Your S3 Bill Exploded, and 3 Fixes

LLM Trace Storage Cost: Why Your S3 Bill Exploded, and 3 Fixes

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8 min read
OpenClaw Skills Ecosystem and Practical Production Picks

OpenClaw Skills Ecosystem and Practical Production Picks

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11 min read
OpenClaw Plugins — Ecosystem Guide and Practical Picks

OpenClaw Plugins — Ecosystem Guide and Practical Picks

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13 min read
7 Production RAG Mistakes I Made (And How to Fix Them)

7 Production RAG Mistakes I Made (And How to Fix Them)

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5 min read
Two engines for AI slide decks: HTML output vs gpt-image-2 (and how we solved CJK rendering)

Two engines for AI slide decks: HTML output vs gpt-image-2 (and how we solved CJK rendering)

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3 min read
I Built an Offline AI Career Advisor Using Gemma 4 — Here's Exactly How It Works

I Built an Offline AI Career Advisor Using Gemma 4 — Here's Exactly How It Works

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6 min read
Lakera Guard Was Acquired for $300M. Here Is the Free Alternative We Built for Developers.

Lakera Guard Was Acquired for $300M. Here Is the Free Alternative We Built for Developers.

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4 min read
MCP Security in 2026: How to Protect Your AI Agents from Prompt Injection

MCP Security in 2026: How to Protect Your AI Agents from Prompt Injection

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7 min read
Is That Really 'a'? How Homoglyph Attacks Bypass LLM Security Filters (with Python examples)

Is That Really 'a'? How Homoglyph Attacks Bypass LLM Security Filters (with Python examples)

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6 min read
qwen2.5-coder is too slow for Claude Code on a Mac. Here's the fix.

qwen2.5-coder is too slow for Claude Code on a Mac. Here's the fix.

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8 min read
Two architectures that didn't help small-model agent memory on a free T4

Two architectures that didn't help small-model agent memory on a free T4

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12 min read
When Your LLM Provider Pulls the Rug: Lessons from Anthropic's OAuth Shutdown

When Your LLM Provider Pulls the Rug: Lessons from Anthropic's OAuth Shutdown

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2 min read
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