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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
Per-Customer LLM Cost Reports (Without Rearchitecting Your Billing Pipeline)

Per-Customer LLM Cost Reports (Without Rearchitecting Your Billing Pipeline)

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8 min read
Eval Set Drift: How to Know When Your Golden Set Went Stale

Eval Set Drift: How to Know When Your Golden Set Went Stale

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8 min read
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

Comments
3 min read
I ran Flux Schnell + LLMs on a $50 GPU. No CUDA. No cloud. No ROCm.

I ran Flux Schnell + LLMs on a $50 GPU. No CUDA. No cloud. No ROCm.

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2 min read
Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy

Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy

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8 min read
Hallucination Detection at the Trace Layer: 4 Detectors You Can Ship Today

Hallucination Detection at the Trace Layer: 4 Detectors You Can Ship Today

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10 min read
When Your Tool Returns Garbage, Agents Loop Forever. Here's the 30-Line Guard.

When Your Tool Returns Garbage, Agents Loop Forever. Here's the 30-Line Guard.

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7 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
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
Architecting for Speed and Precision: My Blueprint for a Production-Ready RAG System

Architecting for Speed and Precision: My Blueprint for a Production-Ready RAG System

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4 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
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
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