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Tested a Per-Document Cap at Real Scale — and Found I Had No Ground Truth

Tested a Per-Document Cap at Real Scale — and Found I Had No Ground Truth

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4 min read
NOT IN CORPUS — teaching a local model to abstain instead of hallucinate

NOT IN CORPUS — teaching a local model to abstain instead of hallucinate

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2 min read
Grew the Collection from 5 Entries to 741 Real Chunks

Grew the Collection from 5 Entries to 741 Real Chunks

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2 min read
Knowledge Bases: The Missing Layer That Lets AI Agents Self-Evolve

Knowledge Bases: The Missing Layer That Lets AI Agents Self-Evolve

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10 min read
Reconnected Claude Code Over SSE — and Found the Distance Scores Aren't as Stable as I Thought

Reconnected Claude Code Over SSE — and Found the Distance Scores Aren't as Stable as I Thought

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3 min read
Queried the Local Embeddings Store for the First Time

Queried the Local Embeddings Store for the First Time

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2 min read
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