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andyzoujm/representation-engineering

Representation Engineering: A Top-Down Approach to AI Transparency observed · 2026-08-28

github.com/andyzoujm/representation-engineering · homepage · Jupyter Notebook · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

18/100

  • Activity 0
  • Release rhythm 8
  • Longevity 76
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 1072
  • days_rel: n/a
  • days_push: 750
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1024 stars · 132 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Official library for Representation Engineering (RepE), a top-down approach to AI transparency that monitors and manipulates population-level representations in large language models. It provides RepReading and RepControl pipelines registered as Hugging Face transformers pipeline tasks.

Use cases

  • monitor honesty and truthfulness of llm internal representations
  • steer llm behavior via representation control vectors
  • study memorization and power-seeking tendencies in language models
  • run interpretability research on large language models
  • detect safety-relevant cognitive states in neural networks

When to choose

  • you want to analyze or control LLM internal representations using Hugging Face models
  • you are doing AI transparency or safety research based on the RepE paper

When to avoid

  • you need production LLM serving or inference optimization
  • you work with non-Hugging Face model ecosystems

Facets

library · maturity active

machine-learning llm-inference monitoring testing large-language-models artificial-intelligence machine-learning python interpretability ai-safety representation-engineering llm-steering huggingface research

2 sources

Member repositories

RepositoryRoleHealth v2
andyzoujm/representation-engineeringmain18

For agents

markdown · JSON · MCP: product_card(name="andyzoujm/representation-engineering")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem