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What If You Compressed Your Prompts Into Chinese Emoji? (A Token-Saving Thought Experiment)

What If You Compressed Your Prompts Into Chinese Emoji? (A Token-Saving Thought Experiment)

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3 min read
Engineering Agent Memory

Working, semantic, and episodic memory layers

Engineering Agent Memory

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10 min read
Building a harness that makes a small LLM reliable

Building a harness that makes a small LLM reliable

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11 min read
The JSON-Mode Prompt Pattern That Survives Claude Version Bumps

The JSON-Mode Prompt Pattern That Survives Claude Version Bumps

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7 min read
Hybrid Search Is the Phrase You'll Hear at Every RAG Talk in 2026

Hybrid Search Is the Phrase You'll Hear at Every RAG Talk in 2026

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7 min read
Your RAG Eval Set Is Probably Wrong. The Test That Catches It.

Your RAG Eval Set Is Probably Wrong. The Test That Catches It.

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7 min read
Stop Caching the Whole LLM Response. Cache the Embedding.

Stop Caching the Whole LLM Response. Cache the Embedding.

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8 min read
The 3 Alerts Every LLM Team Should Have Set Up by Tomorrow

The 3 Alerts Every LLM Team Should Have Set Up by Tomorrow

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7 min read
GEO / AI Search Thread

GEO / AI Search Thread

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5 min read
Why Apple Is Pivoting Hard Toward On-Device AI in 2026

Why Apple Is Pivoting Hard Toward On-Device AI in 2026

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7 min read
The 100-Line LLM Cache That Pays For Itself in a Week

The 100-Line LLM Cache That Pays For Itself in a Week

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8 min read
The 2-Line Defense That Stops 90% of Real-World Prompt Injection

The 2-Line Defense That Stops 90% of Real-World Prompt Injection

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7 min read
Vibe Coding Just Failed Its First Real Audit

Vibe Coding Just Failed Its First Real Audit

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8 min read
The Single Unit Test Every LLM Prompt Should Have

The Single Unit Test Every LLM Prompt Should Have

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7 min read
Anthropic Skills Is Quietly Killing the Prompt Management Category

Anthropic Skills Is Quietly Killing the Prompt Management Category

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7 min read
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