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Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)

Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)

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3 min read
DeepClaude Merges Two AI Models Into One Agent Loop

DeepClaude Merges Two AI Models Into One Agent Loop

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6 min read
Most RAG Problems Are Retrieval Problems. Here Are 8 Fixes That Worked for Me

Most RAG Problems Are Retrieval Problems. Here Are 8 Fixes That Worked for Me

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4 min read
The Most Dangerous Bias of Your AI Assistant Is That It Agrees With You

Transcript history as a reward signal

The Most Dangerous Bias of Your AI Assistant Is That It Agrees With You

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6 min read
XML Tags Don't Help Short Prompts — Here's When They Actually Matter (2026)

XML Tags Don't Help Short Prompts — Here's When They Actually Matter (2026)

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4 min read
Building an MCP server — lessons from thunderbit-mcp

Building an MCP server — lessons from thunderbit-mcp

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8 min read
ProxyFace: Give Your AI a Face & Emotions (100% Local, Zero Telemetry)

ProxyFace: Give Your AI a Face & Emotions (100% Local, Zero Telemetry)

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2 min read
Why Prompts Fail in Production (and the 4 Failure Vectors)

Why Prompts Fail in Production (and the 4 Failure Vectors)

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4 min read
Apple’s On-Device AI: The Quiet Revolution for Edge Computing and Local-First Apps

Apple’s On-Device AI: The Quiet Revolution for Edge Computing and Local-First Apps

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16 min read
Beyond Keywords: Mastering HyDE for Smarter Retrieval đź§ 

Beyond Keywords: Mastering HyDE for Smarter Retrieval đź§ 

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4 min read
LangChain ChromaDB Metadata Priority Injection — RAG Poisoning Vulnerability

LangChain ChromaDB Metadata Priority Injection — RAG Poisoning Vulnerability

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1 min read
Structured output from LLMs: JSON mode, function calling, and grammar-constrained decoding

Structured output from LLMs: JSON mode, function calling, and grammar-constrained decoding

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7 min read
Debugging confidently wrong answers from LLM-powered features

Debugging confidently wrong answers from LLM-powered features

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4 min read
Query Rewriting Before Retrieval: The Cheap Recall Win Most Skip

Query Rewriting Before Retrieval: The Cheap Recall Win Most Skip

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7 min read
AI Cited a URL That Didn't Contain the Claim. I Built the Tooling to Measure How Often

AI Cited a URL That Didn't Contain the Claim. I Built the Tooling to Measure How Often

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16 min read
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