📰 Dev.to · Hashevolution
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Dev.to · Hashevolution
3d ago
Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)
I shipped two deterministic, pre-registered benchmarks with JAMES — a local-first Graph-RAG. RAB scores audit replayability against EU AI Act record-keeping art

Dev.to · Hashevolution
2w 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...

Dev.to · Hashevolution
3w 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...

Dev.to · Hashevolution
1mo 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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