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nulone/README.md

nulone

Building CLI tools and AI integrations.

Projects

sae-consciousness-steering-pitfalls — Reproducible null result in SAE steering for "consciousness" features (Gemma 3 4B/12B). Includes delta-steering method and FP scaling law.

claude-rules-doctor - Catch dead Claude rules before they silently do nothing.

jq-by-example — Generate jq filters from input/output examples. No more guessing syntax.

pytest-adversarial — LLM-powered adversarial test generation for Python.

mcp-learning-memory — MCP server for AI agent memory that learns from feedback.

doc-drift-guard — CLI to verify Python imports in markdown docs still exist in source code.

Stack

Python • TypeScript • CLI tools • LLM integrations

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  1. sae-consciousness-steering-pitfalls sae-consciousness-steering-pitfalls Public

    Reproducible case study of pitfalls in contrastive SAE discovery and steering for "consciousness" features (GemmaScope SAEs, Gemma 3 4B/12B): reconstruction confound, delta-steering fix, matched co…

    Python 1

  2. claude-rules-doctor claude-rules-doctor Public

    Catch dead Claude rules before they silently do nothing.

    TypeScript 8 2

  3. jq-by-example jq-by-example Public

    AI-powered jq filter synthesis from input/output JSON examples

    Python 2