neuron-explorer
Steering-first neuron explorer for Qwen3.5-4B: push every MLP neuron, keep every rollout, browse the results
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一分钟完成验证An agentic software factory that closes the loop
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取自仓库 README
正在加载完整 README。 以下为已保存的摘录。
bh is a single CLI for managing beads issue tracking across many repositories. Each
repo is its own beads database (a hive) with a short, stable prefix; bh onboards them,
keeps their labels consistent, runs bd/git across one or all of them, and aggregates
every hive into one cross-repo view — even hives whose code isn't checked out.查看完整 README ↗bh)bh is a single CLI for managing beads issue tracking across many repositories. Each
repo is its own beads database (a hive) with a short, stable prefix; bh onboards them,
keeps their labels consistent, runs bd/git across one or all of them, and aggregates
every hive into one cross-repo view — even hives whose code isn't checked out.
It's a thin orchestrator over bd, git, git-workspace, dolt, and docker: bh
encodes the conventions, the registry, validation, and routing. Config and runtime state live
under ~/.beadhive/; no issue data lives there — each hive's issues live in its own Dolt
DB under refs/dolt/data on that repo's own git remote.
bh is the CLI of Beadhive, a bead-machine — a software factory that uses beads.
The process it drives is documented in docs/AGF.md.
This repo is the CLI's source (Python package beadhive on PyPI, command bh). For what
Beadhive is conceptually, rather than how to drive it, see beadhive.ai.
Agents: point your agent at INSTALL.md — the preferred install path. It
carries a structured install: frontmatter block (the agent reads it, discloses the plan,
and asks before each command) plus a prose fallback any agent or human can follow.
Doing it by hand? There are two routes, in this order.
bh doesn't work alone — it drives bd, dolt, gh and git-workspace. This is the only
route that installs and version-pins all of them with it, from flake.lock:
nix profile add github:beadhive/beadhive/latest#default # bd, dolt, gh, git-workspace, git, uv, just
uv tool install --force 'beadhive[otel]' # bh itself (uv came from the line above)
bh --version # must print the released version
--force and that third line are both load-bearing, not decoration: unforced, uv tool install no-ops on a machine that already has bh and still exits 0. Measured on macOS
with 0.7.1 installed, it reported "Installed 2 executables: bh, bh-mcp" and bh --version
still said 0.7.1. This step is done when the version is right, not when the install exits 0.
latest is a release channel branch, not a version: CI moves it onto each release's commit
once that release publishes, so this line never carries a version and never needs a release-day
edit. Don't shorten it to github:beadhive/beadhive#default — that resolves the default
branch, which is not the latest release.
The one precondition is nix, which needs root — a system daemon, and an APFS volume on macOS.
INSTALL.md carries the one-time installer, the ~130s
/ 2–3 GB cold cost, the platform limits (macOS: Apple Silicon only) and the nix ≥ 2.30 that
nix profile add needs.
For machines where you can't install nix, or won't. It works, and it's genuinely one command
— but it installs bh alone, leaving the other four tools to whatever the machine happens
to have, including a bd you then install from HEAD by hand:
uv tool install --force 'beadhive[otel]' # or: pipx install --force 'beadhive[otel]'
brew install beadhive/tap/beadhive # Homebrew — slower, builds native deps from source
bh --version # same check, and for the same reason
bh setup check # reports which of the four tools you're missing
See INSTALL.md for what that leaves you to keep
matched by hand, and for the Docker route.
One laptop, local-only. From a fresh install to a ready list:
bh config init # scaffold ~/.beadhive
bh mcp install # Claude Code: claude mcp add bh --scope user
bh hq init # local-only HQ; no remote wired, deliberately
bh hive onboard <provider>/<org>/<repo> # zero-footprint by default
bh work ready
Run bh setup guide to finish setup — a guided, probe-first walk from a bare install to a
configured workspace. It covers the sequence above plus the parts that aren't one command
(orgs, providers, git-workspace), checking each step's state before it acts, so it is also
safe on a machine that is already half-configured. Reach for it if you installed via
brew, pip or a copy-pasted command and never saw INSTALL.md.
What that costs: HQ is local — no backup, and no second machine yet. That's the posture,
not an omission; wiring a remote is rung 2. See docs/ADOPTION.md for the
four rungs, what each buys, and what staying on this one costs.
bh furnishes seats for Claude Code (--claude) and OpenCode (--opencode) —
pass either to bh hive onboard <provider>/<org>/<repo>. docs/AGF.md carries the
per-harness support matrix, including what does and
doesn't apply for codex. On Claude Code, the bh claude-plugin vends the seat agent defs
and role skills:
claude plugin marketplace add beadhive/claude-plugin
claude plugin install bh@beadhive
One line each, and who it's for:
docs/MCP-PUBLISHING.md — MCP registry and directory upkeep.
Context7 — library documentation for agents.
docs/ADOPTION.md — it works; what's the next rung? The four rungs,
what each buys, and what staying on yours costs.
INSTALL.md — picking a route. Managed path, PyPI and Docker, and the
tradeoffs between them.
docs/ONBOARDING.md — fresh machine, step by step. Zero to a
configured AGF workspace with registered hives.
docs/UPGRADING.md — moving between versions, or between routes.
docs/HQ.md — Factory HQ. What it is and what it stores.
docs/OPERATOR-UI.md — first local operator UI. Start and
troubleshoot the loopback-only, unauthenticated, read-only profile.
docs/COMPLEXITY-ROUTING.md — capability-first dispatch.
Complexity labels, late-bound model selection, availability, and migration recovery.
General questions, feedback, and bug reports go through
GitHub Issues. For security vulnerabilities,
see SECURITY.md instead of filing a public issue.
You don't need any of this to use bh — it's for working on the CLI's own source.
# On a NEW machine you do not have `just` yet — it is pinned in .mise.toml, not the Brewfile:
brew bundle --file=Brewfile # provides mise
mise exec -- just bootstrap # mise installs the pinned just, then runs bootstrap
just bootstrap # brew bundle + mise install + uv sync (once per machine; needs just)
just install # build + install this checkout → ~/.local/bin/bh
just lint # ruff check
just fmt # ruff format
just test # pytest
just build # wheel + sdist into dist/ (stamped local)
just install and just build stamp the artifact with a PEP 440 local
segment — 0.11.5+local.g790ef0d, plus .dirty when the checkout had
uncommitted changes — so bh --version distinguishes your build from the
release it was built from, and the wheel filename says what is under test. PyPI
forbids local segments, so a local build can never be published by accident;
just build-release is the deliberate opt-out that produces a publishable
artifact (and is what CI runs on a v* tag).
See CONTRIBUTING.md for the plain-git contributor path — setup, tests,
and how to submit a change.
Collapsed on purpose, not by oversight. It pairs with "Manual install" on beadhive.ai: both are real content that simply isn't what most readers came for, so it is disclosed rather than deleted. Please leave it closed.
docs/HIVES.mdbeadhive.ai — what Beadhive is, conceptually, if you want the shape before the commands.
docs/OVERVIEW.md — everything else. Design and reasoning,
configuration, the full command surface, component by component.