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📰 Dev.to · Hashevolution

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Why output-stage PII masking is the wrong protective surface for data exfiltration in RAG
Dev.to · Hashevolution 1w ago
Why output-stage PII masking is the wrong protective surface for data exfiltration in RAG
"The output filter runs after the LLM has already seen the confidential data. By then, three classes...
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🔬 Direction 1 closure on JAMES — when the hypothesis fails but the data turns "7-tier monotonic natural-stop gradient"
Dev.to · Hashevolution 2w ago
🔬 Direction 1 closure on JAMES — when the hypothesis fails but the data turns "7-tier monotonic natural-stop gradient"
G Two weeks ago I shipped core/reasoning/budget.py to test whether per-call dynamic token budgets...
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Building a Mini Palantir: A Local Graph-RAG Engine with Ontology, Security, and Self-Evolution (Alpha)
Dev.to · Hashevolution 4w ago
Building a Mini Palantir: A Local Graph-RAG Engine with Ontology, Security, and Self-Evolution (Alpha)
How I built PROJECT JAMES — a security-focused, locally-runnable Graph-RAG knowledge engine in Python, MIT-licensed. Inspired by Palantir's ontology approach, b
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