darwinian-evolver

Evolve prompts, regex, SQL, or code with an LLM loop.

Repositório: s1366560/agi-demos
Última atividade na origem: 29 de maio de 2026 às 01:38
Idioma detectado do SKILL.md: inglês
Estrelas: 5
Forks: 2

Opções de instalação

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npx skills add https://github.com/s1366560/agi-demos --skill darwinian-evolver

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export DE_CACHE="${DARWINIAN_EVOLVER_CACHE_DIR:-$HOME/.memstack/cache/darwinian-evolver}"
mkdir -p "$DE_CACHE"
cd "$DE_CACHE"
[ -d darwinian_evolver ] || git clone --depth 1 https://github.com/imbue-ai/darwinian_evolver.git
cd darwinian_evolver
uv sync

cd "${DARWINIAN_EVOLVER_CACHE_DIR:-$HOME/.memstack/cache/darwinian-evolver}/darwinian_evolver"
uv run darwinian_evolver --help | head -5

PLUGIN_DIR="$(pwd)/.memstack/plugins/darwinian-evolver"
DE_DIR="${DARWINIAN_EVOLVER_CACHE_DIR:-$HOME/.memstack/cache/darwinian-evolver}/darwinian_evolver"

cd "$DE_DIR" && \
  EVOLVER_MODEL="${EVOLVER_MODEL:-openai/gpt-4o-mini}" \
  uv run --with openai python "$PLUGIN_DIR/darwinian-evolver/scripts/parrot_openrouter.py" \
    --num_iterations 3 \
    --num_parents_per_iteration 2 \
    --mutator_concurrency 2 \
    --evaluator_concurrency 2 \
    --output_dir /tmp/parrot_or

DE_DIR="${DARWINIAN_EVOLVER_CACHE_DIR:-$HOME/.memstack/cache/darwinian-evolver}/darwinian_evolver"
PLUGIN_DIR="$(pwd)/.memstack/plugins/darwinian-evolver/darwinian-evolver"

uv run python "$PLUGIN_DIR/scripts/evaluate_local_parrot.py" \
  --de-dir "$DE_DIR" \
  --hermes-skill-dir /Users/tiejunsun/github/hermes-agent/optional-skills/research/darwinian-evolver

cd "$DE_DIR" && \
  uv run --with openai python "$PLUGIN_DIR/darwinian-evolver/scripts/show_snapshot.py" \
  /tmp/parrot_or/snapshots/iteration_3.pkl \
  --i-trust-this-file

cd "${DARWINIAN_EVOLVER_CACHE_DIR:-$HOME/.memstack/cache/darwinian-evolver}/darwinian_evolver"
OPENROUTER_API_KEY=... EVOLVER_MODEL=openai/gpt-4o-mini \
  uv run --with openai python /path/to/custom_problem.py \
    --num_iterations 5 \
    --num_parents_per_iteration 2 \
    --output_dir /tmp/my_evolution

flag	default	when to change
`--num_iterations`	3	Increase after the evaluator is trusted.
`--num_parents_per_iteration`	2	Increase for broader exploration.
`--mutator_concurrency`	2	Keep low to avoid provider rate limits.
`--evaluator_concurrency`	2	Match provider and scorer capacity.
`--batch_size`	1	Raise only when the mutator handles multiple failures.
`--verify_mutations`	off	Enable when many mutations are invalid.

DE_DIR="${DARWINIAN_EVOLVER_CACHE_DIR:-$HOME/.memstack/cache/darwinian-evolver}/darwinian_evolver"
test -f "$DE_DIR/darwinian_evolver/lineage_visualizer.html" && \
cd "$DE_DIR" && uv run darwinian_evolver --help >/dev/null && \
echo "darwinian-evolver: OK"

name	darwinian-evolver
description	Evolve prompts, regex, SQL, or code with an LLM loop.
version	0.1.0
author	Bihruze (Asahi0x), Hermes Agent, MemStack
license	MIT
compatibility	Python 3.11+, git, uv, macOS or Linux
tools	["terminal"]
metadata	{"tags":["evolution","optimization","prompt-engineering","research"]}

name	darwinian-evolver
description	Evolve prompts, regex, SQL, or code with an LLM loop.
version	0.1.0
author	Bihruze (Asahi0x), Hermes Agent, MemStack
license	MIT
compatibility	Python 3.11+, git, uv, macOS or Linux
tools	["terminal"]
metadata	{"tags":["evolution","optimization","prompt-engineering","research"]}

darwinian-evolver

Opções de instalação

Revise os arquivos de origem