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How to Evaluate LLM Output Quality Programmatically

How to Evaluate LLM Output Quality Programmatically

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5 min read
I let Claude and Codex argue about my code for a week. Here's what they caught.

I let Claude and Codex argue about my code for a week. Here's what they caught.

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5 min read
Claude Fable 5 is currently unavailable , here's what actually happened

Claude Fable 5 is currently unavailable , here's what actually happened

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2 min read
How to Cheat LLM Context: A Lightweight AI Doc Assistant Architecture

How to Cheat LLM Context: A Lightweight AI Doc Assistant Architecture

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3 min read
Lum1104 — Understand-Anything

Lum1104 — Understand-Anything

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3 min read
Stop Writing Bigger Prompts. Start Writing Better Task Contracts

Stop Writing Bigger Prompts. Start Writing Better Task Contracts

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5 min read
Hermes Agent: First Contact

Hermes Agent: First Contact

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5 min read
I kept rewriting the same quiz + spaced-repetition code. So I packaged it into an API.

I kept rewriting the same quiz + spaced-repetition code. So I packaged it into an API.

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1 min read
Why AI Agents Forget by Design

Why AI Agents Forget by Design

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12 min read
I built Huiyu Pi — a self-hosted AI coding agent that starts at ~80 tokens.

I built Huiyu Pi — a self-hosted AI coding agent that starts at ~80 tokens.

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1 min read
GrepSeek Trains a Search Agent to Use Shell Commands: GRPO-Trained Shell-Command Search

GrepSeek Trains a Search Agent to Use Shell Commands: GRPO-Trained Shell-Command Search

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6 min read
GPT-5.6 Is Real (a Codex Log Says So) — Everything Else Is Made Up

GPT-5.6 Is Real (a Codex Log Says So) — Everything Else Is Made Up

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6 min read
Self-Hosted AI Risk Gate in 10 Minutes: Meet ITTE – Your Pre-Deploy Risk Brain with Self-Evolving Memory

Self-Hosted AI Risk Gate in 10 Minutes: Meet ITTE – Your Pre-Deploy Risk Brain with Self-Evolving Memory

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1 min read
Your AI Agent's Logs Are More Important Than Its Prompt

Your AI Agent's Logs Are More Important Than Its Prompt

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4 min read
Intel Arc B580 for Local AI: 12 GB at $249, With a Software Tax

Intel Arc B580 for Local AI: 12 GB at $249, With a Software Tax

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5 min read
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