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# llm

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How I Cut Token Costs 60% During Agent Development with Dependency-Aware Replay

How I Cut Token Costs 60% During Agent Development with Dependency-Aware Replay

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5 min read
An LLM Walks Into General Relativity - Lessons from a Devoxx Talk

An LLM Walks Into General Relativity - Lessons from a Devoxx Talk

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3 min read
Mistral's Codestral Isn't Another Generalist Model

Mistral's Codestral Isn't Another Generalist Model

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3 min read
6 months solo on a multi-agent PR reviewer. 10.93 vs 3.80 blockers/PR (claude alone) on my benchmark — please test on real PRs and tell me where it's wrong

6 months solo on a multi-agent PR reviewer. 10.93 vs 3.80 blockers/PR (claude alone) on my benchmark — please test on real PRs and tell me where it's wrong

Comments 1
2 min read
Your prompt is getting longer without you knowing it (and it's killing your margins)

Your prompt is getting longer without you knowing it (and it's killing your margins)

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2 min read
Speed, caching, and the 40x cost wall

Speed, caching, and the 40x cost wall

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3 min read
Hermes Agent Skill Authoring — SKILL.md Structure and Best Practices

Hermes Agent Skill Authoring — SKILL.md Structure and Best Practices

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10 min read
I Built a Free Daily AI News Engine Using Claude Code CLI — No API Key Needed

I Built a Free Daily AI News Engine Using Claude Code CLI — No API Key Needed

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3 min read
When a scraping platform is too much for an LLM workflow

When a scraping platform is too much for an LLM workflow

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4 min read
Should You Use RAG or Fine-Tune Your LLM?

Should You Use RAG or Fine-Tune Your LLM?

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13 min read
Building a Tokenizer 9.5x Faster than SentencePiece Unigram in Pure Rust 🦀

Building a Tokenizer 9.5x Faster than SentencePiece Unigram in Pure Rust 🦀

Comments 1
5 min read
Context Governance for Coding Agents

Context Governance for Coding Agents

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25 min read
Snapshot tests caught a regression in my agent that the unit tests missed

Snapshot tests caught a regression in my agent that the unit tests missed

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3 min read
Why output-stage PII masking is the wrong protective surface for data exfiltration in RAG

Why output-stage PII masking is the wrong protective surface for data exfiltration in RAG

Comments 1
8 min read
I caught my LLM agent calling a random URL it had no business calling

I caught my LLM agent calling a random URL it had no business calling

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3 min read
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