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@alignment-farm

alignment farm

Independent AI-safety research on agent harness design, governed memory, and adversarial robustness. Experiment stations, tools, and field notes.
README.md

Alignment Farm

Independent AI-safety research on agent harness design: what changes when a harness grants a model authority over real data, tools, and decisions. Run by Dan Macon. Field notes and articles at alignment.farm.

Selected results

  • Adversarial air gap: a cold white-box adversary found two reproducible breaches in a memory-governance layer; one was closed by a built defense
  • Prune to cold store: 57% less hot state at matched answer quality on two engines
  • Governed continuity: active-promise recovery without stale revival in a small release fixture

Tools

  • materialize: fail-closed, hash-audited workspaces from a read manifest
  • substrate: a local, turn-based room where humans, agents, and tools share one conversation

Start with construct or the field notes.

Popular repositories Loading

  1. genetic-prompt-programming genetic-prompt-programming Public

    Evolve better LLM prompts using genetic algorithms — selection, crossover, and mutation, all powered by an LLM.

    Python 3

  2. agentic-memory-fabric agentic-memory-fabric Public

    Governed agent memory control plane: append-only lineage, trust-gated retrieval, and honest snapshot vs provenance exports—enforced at the system layer, not ad hoc prompt engineering.

    Python 1

  3. substrate substrate Public

    Local-first shared rooms for humans, agents, and tools.

    Go 1

  4. entropy-os entropy-os Public

    Software that expires.

    Python

  5. memory-half-life memory-half-life Public

    Agent memory that decays unless used — memories with a half-life, built on entropy-os.

    Python

  6. the-unaskable-question-machine the-unaskable-question-machine Public

    Experiments on structurally impossible questions for language models.

    Python

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