feat(lucebox): hub CLI + autotune/sweep/profile + harness adapters + shell wrapper by easel · Pull Request #335 · Luce-Org/lucebox-hub

easel · 2026-06-03T21:29:59Z

Summary

Adds the lucebox hub CLI (autotune, sweep, profile, smoke, models, config, download, host-check, docker_run) plus the lucebox.sh wrapper and install.sh bootstrap. Also lands the harness/ adapter package (claude_code, codex, hermes, openclaw, opencode, pi) and the run_lucebench.sh shim that lucebox bench-style flows shell out to. Additive only — no existing source files modified outside CI workflow edits, README touch-ups, and a lefthook.yml for the new packages.

Files

lucebox/ — new Python package: CLI entrypoint, autotune/sweep/profile/smoke/config/download/host-check/docker_run modules, full pytest suite under lucebox/tests/.
harness/ — new Python package: harness.bench + per-agent client adapters (claude_code.py, codex.py, hermes.py, openclaw.py, opencode.py, pi.py) and the run_lucebench.sh operator shim.
lucebox.sh + install.sh — top-level shell wrapper and bootstrap installer.
scripts/check_lucebox_wrapper_sandbox.sh, scripts/test_lucebox_sh.sh — wrapper-shape integration tests.
.github/workflows/ci.yml — wires the new packages into CI.
harness/clients/README.md, lefthook.yml — supporting docs/config.

Single commit, ~10.5k LOC added across 49 files.

Dependencies

build(docker): lucebox-hub container image + CI release pipeline #334 (docker-stack) — lucebox.docker_run shells out to docker run against the lucebox-hub image and reads the IMAGE_INFO produced by the docker build. The CLI cannot exercise a real run path until docker-stack lands.
feat(luce-bench): in-tree bench harness + multi-turn agent_recorded + LLM judge #337 (luce-bench) — harness/bench.py invokes python -m lucebench.cli ... as a subprocess; harness/clients/run_lucebench.sh is the operator shim around the same package. Both require the lucebench package to be importable.
refactor(server): shared layer-split backend + GGUF inspection + c2-gate plumbing #336 (server-layer-split) — autotune candidate configs assume the layer-split build flags surfaced by the server build artifacts; without refactor(server): shared layer-split backend + GGUF inspection + c2-gate plumbing #336 the configs reduce to no-ops on real hardware.

Unit tests in lucebox/tests/ and harness/ mock the external surfaces and pass standalone, but end-to-end validation requires the three siblings above.

Test plan

cd lucebox && uv run pytest (standalone — mocks docker/lucebench surfaces)
cd harness && uv run pytest (standalone)
./lucebox.sh --help resolves once build(docker): lucebox-hub container image + CI release pipeline #334 lands and the image is available
lucebox host-check reports GPU + driver facts on a fresh host
lucebox autotune --dry-run enumerates candidate configs without launching a sweep
End-to-end lucebox bench-style flow once feat(luce-bench): in-tree bench harness + multi-turn agent_recorded + LLM judge #337 (luce-bench) is mergeable and refactor(server): shared layer-split backend + GGUF inspection + c2-gate plumbing #336 (server layer-split) is exposing the expected build flags

Note: this PR's CLI/adapter code is self-contained and unit-tests pass standalone, but full integration validation requires the docker, luce-bench, and server-layer-split siblings to land together.

Generated with Claude Code

## What Containerization stack for lucebox-hub. Dockerfile + docker-bake.hcl build the lucebox-hub image (build-env and runtime stages); scripts/build_image.sh drives local builds; server/scripts/entrypoint.sh emits IMAGE_INFO / HOST_INFO sidecars consumed by /props. GitHub Actions add .github/workflows/docker.yml (build & publish), update ci.yml, and add release-luce-bench.yml for tagging. Workspace-root files (pyproject.toml, uv.lock, Makefile, lefthook.yml, .gitignore, README) live here because the Dockerfile uv-syncs the workspace at build time. ## Why Provides the reproducible image and CI pipeline every other split PR deploys into. Centralizing build/publish here keeps Dockerfile, entrypoint, and workspace-root pinning in one reviewable change. ## Dependencies - Luce-Org#335 (lucebox-cli): Dockerfile COPYs lucebox/ into the image - Luce-Org#337 (lucebench-harness): Dockerfile COPYs luce-bench/ into the image

cubic-dev-ai

29 issues found across 52 files

Prompt for AI agents (unresolved issues)


Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="lucebox/src/lucebox/docker_run.py">

<violation number="1" location="lucebox/src/lucebox/docker_run.py:231">
P3: Several newly added helper functions are dead code (defined but never called anywhere in the codebase).</violation>
</file>

_{Reply with feedback, questions, or to request a fix.

Re-trigger cubic}

cubic-dev-ai · 2026-06-04T19:33:00Z

+# ── subprocess helpers ─────────────────────────────────────────────────────
+
+
+def run(argv: list[str], *, check: bool = True) -> subprocess.CompletedProcess[str]:


P3: Several newly added helper functions are dead code (defined but never called anywhere in the codebase).

Prompt for AI agents

Check if this issue is valid — if so, understand the root cause and fix it. At lucebox/src/lucebox/docker_run.py, line 231: <comment>Several newly added helper functions are dead code (defined but never called anywhere in the codebase).</comment> <file context> @@ -0,0 +1,270 @@ +# ── subprocess helpers ───────────────────────────────────────────────────── + + +def run(argv: list[str], *, check: bool = True) -> subprocess.CompletedProcess[str]: + """Run a command, streaming stdout/stderr to the user. `check=False` to + inspect exit codes manually.""" </file context>

Fixed in 73f04f4: removed the unused run(), docker_inspect_running(), host_path_visible(), and stderr() helpers from docker_run.py, plus the now-unused sys import.

Thanks for the update!

Containerization stack for lucebox-hub. Dockerfile + docker-bake.hcl build the lucebox-hub image (build-env and runtime stages); scripts/build_image.sh drives local builds; server/scripts/entrypoint.sh emits IMAGE_INFO / HOST_INFO sidecars consumed by /props. GitHub Actions add .github/workflows/docker.yml (build & publish), update ci.yml, and add release-luce-bench.yml for tagging. Workspace-root files (pyproject.toml, uv.lock, Makefile, lefthook.yml, .gitignore, README) live here because the Dockerfile uv-syncs the workspace at build time. Provides the reproducible image and CI pipeline every other split PR deploys into. Centralizing build/publish here keeps Dockerfile, entrypoint, and workspace-root pinning in one reviewable change. - Luce-Org#335 (lucebox-cli): Dockerfile COPYs lucebox/ into the image - Luce-Org#337 (lucebench-harness): Dockerfile COPYs luce-bench/ into the image

…R + personal refs Strip forward-references to lucebox-cli (Luce-Org#335) and luce-bench (Luce-Org#337) plus the contributor's personal repos so the docker stack stands alone: - delete .github/workflows/release-luce-bench.yml (luce-bench PyPI publish; fires only on luce-bench-v* tags, needs a luce-bench/ dir not in this repo) - Makefile: drop test/smoke/bench/profile targets (invoke lucebench/lucebox modules absent here) and their now-unused vars - .gitignore: drop luce-bench/snapshots and external baseline-repo URLs - pyproject.toml / Dockerfile / docker.yml: de-reference Luce-Org#335/Luce-Org#337/luce-bench in comments No functional change: deps, workspace members, ruff config, and every build instruction are untouched, so CI stays green. The siblings re-add their own scaffolding when they land. Co-Authored-By: WOZCODE <contact@withwoz.com>

cubic-dev-ai

1 issue found across 2 files (changes from recent commits).

Prompt for AI agents (unresolved issues)


Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="lucebox/src/lucebox/docker_run.py">

<violation number="1" location="lucebox/src/lucebox/docker_run.py:231">
P3: Several newly added helper functions are dead code (defined but never called anywhere in the codebase).</violation>
</file>

_{Tip: Review your code locally with the cubic CLI to iterate faster.

Re-trigger cubic}

… adapters New lucebox/ Python package exposing the hub CLI (autotune, sweep, profile, smoke, models, config, download, host-check, docker_run) plus the lucebox.sh launcher wrapper and install.sh. Adds the harness/ adapter package wrapping external coding agents (claude_code, codex, hermes, openclaw, opencode, pi) that autotune sweeps drive. Ships scripts/check_lucebox_wrapper_sandbox.sh and scripts/test_lucebox_sh.sh for wrapper validation, full pytest coverage under lucebox/tests/, and the bragi autotune profile-sweep protocol docs. This is the user-facing surface of lucebox-hub: one CLI to launch the image, tune layer-split / pflash settings against a host, run sweeps, and dispatch bench runs. Splitting it out keeps Python-side review independent of the C++ server and Docker stack reviews. - Luce-Org#334 (docker-stack): docker_run.py launches the lucebox-hub image - Luce-Org#337 (lucebench-harness): lucebox bench delegates to luce-bench (workspace dep) - Luce-Org#336 (server-layer-split): autotune presumes layer-split build artifacts

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…to-auto-pick entrypoint.sh:write_host_info() bailed loudly when /opt/lucebox-hub/ did not exist on the host (unit tests, plain docker run without bind mount), because bash refuses the > redirect before the command runs and 2>/dev/null does not suppress the redirect's own error. Guard with an upfront [ -d ] check. test_lucebox_sh.sh:test_entrypoint_multi_target was asserting against the pre-Luce-Org#334 multi-target semantics (auto-pick + warn + exec shim). PR Luce-Org#334 (merged) changed that to refuse-to-auto-pick + exit non-zero. Update the assertion: still drives the auto-detect block (so any DRAFT_FAMILY_GLOB set -u regression trips), but now requires the refuse warn to fire and the shim to NOT exec. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

Adds the missing rc != 0 assertion to test_entrypoint_multi_target. The previous fix updated the test to look for the "Refusing to auto-select" warn and a non-exec'd shim, but didn't check the exit code. A regression where the entrypoint logged the warn but still exited 0 (silently auto-picking under the covers) would have slipped through. The container MUST fail to start on multi-target ambiguity — that is the whole point of the policy added in Luce-Org#334. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…e CI Behavior-preserving cleanup of the lucebox hub CLI surfaced by review: - cli.py: delete dead _pick_variant_from_driver; collapse the six near-identical Typer client subcommands into a factory loop. - harness adapters: rewire claude_code onto _common; add build_base_parser + run_main so the six main() arg-parsers stop duplicating (per-client differences preserved); hoist KNOWN_AREAS in bench.py. - Unify DFLASH_ALLOWLIST in types.py (was duplicated with a silent one-field divergence between cli.py and sweep.py). - config.py: extract _atomic_write_doc. - Shell: shared _append_host_env / _append_scalar_env / _set_tty_flags helpers in lucebox.sh, _trim in entrypoint.sh, sandbox factory in the test runner. - FIX a tty regression introduced while sharing the docker interactive flags: the helper ran behind `< <(...)`, so `[ -t 1 ]` tested the pipe and forced -i even on a real tty (breaking interactive client TUIs). Now runs in caller scope via nameref; added a PTY-based regression test. - Add unit tests for the previously-untested harness adapters + bench, and wire lucebox + harness pytest into CI (it previously never ran pytest). 116 -> 156 tests; bash wrapper 54 -> 55; ruff + mypy clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

…oad core Defer second-order features to follow-up PRs so this PR is just the host wrapper and the CLI needed to install, launch/serve, configure, and download models. Cuts the PR from ~11.2k to ~6.2k added lines. Deferred out of this PR (land as stacked follow-ups): - Agent-client adapters + bench: the entire net-new harness/ package (bench.py, the six clients, run_lucebench.sh) and the client launcher verbs. harness/ reverts to main's loose-scripts state; the root pyproject no longer adds harness as a workspace member/dep. - Autotune sweep + profiles: candidate_configs, the Profile registry and per-arch brackets, sweep.py, and the `autotune` command. The host-derived DFLASH_* heuristic (runtime_from_host) STAYS — config.live_config needs it to bake serve defaults — slimmed into autotune.py. - profile + smoke commands and their modules. Coupling fixes: - recommend_preset moved autotune.py -> download.py (models sub-app uses it). - Wrapper: drop the autotune --sweep exec-routing special case and trim usage/completion/exec-set to the core verbs. Tests/CI follow the surface: deferred-feature tests removed; runtime_from_host heuristic tests kept; new guard asserts the deferred verbs are NOT registered. CI pytest step scoped to lucebox. lucebox 72 passed, wrapper 53 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

cubic-dev-ai

1 issue found across 37 files (changes from recent commits).

Prompt for AI agents (unresolved issues)


Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="lucebox.sh">

<violation number="1" location="lucebox.sh:904">
P2: Bash and fish completion lists are missing 'autotune', 'profile', and 'smoke' subcommands that remain valid via the catch-all dispatch in main()</violation>
</file>

_{Tip: Review your code locally with the cubic CLI to iterate faster.

Re-trigger cubic}

cubic-dev-ai · 2026-06-16T18:12:53Z

+    cur="${COMP_WORDS[COMP_CWORD]}"
+    prev="${COMP_WORDS[COMP_CWORD-1]}"
+    cmds="install uninstall start stop restart enable disable status logs \
+          serve pull update check completion config models \


P2: Bash and fish completion lists are missing 'autotune', 'profile', and 'smoke' subcommands that remain valid via the catch-all dispatch in main()

Prompt for AI agents

Check if this issue is valid — if so, understand the root cause and fix it. At lucebox.sh, line 904: <comment>Bash and fish completion lists are missing 'autotune', 'profile', and 'smoke' subcommands that remain valid via the catch-all dispatch in main()</comment> <file context> @@ -901,8 +901,8 @@ _lucebox_complete() { cmds="install uninstall start stop restart enable disable status logs \ - serve pull update check completion config models autotune \ - profile smoke print-run help version" + serve pull update check completion config models \ + print-run help version" config_verbs="get set unset" </file context>

…utotune) The exhaustive VRAM-tier test for recommend_preset lived in the deferred test_autotune_cli.py; since the function moved to download.py in the split, its direct test belongs alongside it. The models auto-recommend path is also covered indirectly by test_models_cli. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

…eftovers The serve-argv builder (docker_run.py) — the core's whole job — was only 50% covered by one test. Add lucebox/tests/test_docker_run.py pinning the argv/printable contract, every DFLASH_* env (always-on + conditional), target/draft path resolution, host-env forwarding, volume mounts, and docker_pull. docker_run.py 50% -> 96%. Includes a regression guard for the preset-cap analysis: a large preset serves at the conservative DflashRuntime() floor (max_ctx=16384), not a high OOM-prone ctx — the VRAM-tier heuristic's higher caps only apply via `autotune --apply` (which threads cfg.model.preset; separate PR). No bug. Also: - Add lucebox/**/*.py to the ruff include set (was mypy-checked but never ruff-linted) and clear the 3 unused imports it surfaced in cli.py. - Drop an orphan `# autotune` section divider and refresh two docstrings that referenced the deferred autotune subcommand. lucebox 89 passed, wrapper 53 passed, ruff + mypy clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the core lucebox CLI (Luce-Org#335). Restores the second-order tuning and diagnostics surface deferred from that PR: - autotune.py: the empirical sweep machinery — candidate_configs, the Profile registry + per-arch coding-agent-loop brackets, get_profile. (recommend_preset stays in download.py from the core split.) - sweep.py: the per-cell config sweep driver (config set -> restart -> luce-bench snapshot -> winner pick). - profile.py / smoke.py + the `autotune`, `profile`, `smoke` CLI commands. - Wrapper: the `autotune --sweep` exec-routing special case (sweeps must stay on docker run, not exec into the container they'd restart) and the autotune/profile/smoke entries in usage + completion + the exec set. Tests: sweep / profile / smoke / autotune-cli / candidate-configs suites and the Profile/bracket tests restored; test_cli guards that the client launcher verbs are still deferred while autotune/profile/smoke register. lucebox 122 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the tuning PR (which is stacked on core Luce-Org#335). Restores the last deferred cluster: the agent-client launch surface. - harness/ becomes an installable package again (bench.py + the six client adapters: claude_code, codex, hermes, openclaw, opencode, pi, plus _common and run_lucebench.sh) and rejoins the uv workspace. - cli.py: the claude/codex/opencode/hermes/pi/openclaw verbs, registered from one factory, plus _detect_server_url / _exec_client (which reuse profile._server_base_urls from the tuning PR — hence this stacks on it). - CI runs the harness pytest suite alongside lucebox again. recommend_preset stays in download.py (core's relocation), so the models sub-app is unaffected. lucebox + harness 156 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Core carried three bits only the deferred follow-ups use. Evict them so the core CLI is just the basic launch/config/download surface: - types.BASE_DFLASH_ALLOWLIST — no core caller; used by the sweep's per-cell bracket. Moves to the tuning PR. - autotune.runtime_from_host preset-awareness (_preset_approx_gb + the ≥20 GB large-model 32K branch) — core always calls runtime_from_host(host) with no preset, so this was unreachable here. The preset-size cap moves to the tuning PR alongside autotune --apply (which threads cfg.model.preset). Behavior for the core's preset-less call is unchanged. - config.live_config(preset_name=...) — dead across the entire tree (every call site passes no arg). Deleted outright, not moved. Their tests move with them. lucebox 87 passed, wrapper 53, ruff + mypy clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the core lucebox CLI (Luce-Org#335). Restores the second-order tuning and diagnostics surface deferred from that PR: - autotune.py: the empirical sweep machinery — candidate_configs, the Profile registry + per-arch coding-agent-loop brackets, get_profile. (recommend_preset stays in download.py from the core split.) - sweep.py: the per-cell config sweep driver (config set -> restart -> luce-bench snapshot -> winner pick). - profile.py / smoke.py + the `autotune`, `profile`, `smoke` CLI commands. - Wrapper: the `autotune --sweep` exec-routing special case (sweeps must stay on docker run, not exec into the container they'd restart) and the autotune/profile/smoke entries in usage + completion + the exec set. Tests: sweep / profile / smoke / autotune-cli / candidate-configs suites and the Profile/bracket tests restored; test_cli guards that the client launcher verbs are still deferred while autotune/profile/smoke register. lucebox 122 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the tuning PR (which is stacked on core Luce-Org#335). Restores the last deferred cluster: the agent-client launch surface. - harness/ becomes an installable package again (bench.py + the six client adapters: claude_code, codex, hermes, openclaw, opencode, pi, plus _common and run_lucebench.sh) and rejoins the uv workspace. - cli.py: the claude/codex/opencode/hermes/pi/openclaw verbs, registered from one factory, plus _detect_server_url / _exec_client (which reuse profile._server_base_urls from the tuning PR — hence this stacks on it). - CI runs the harness pytest suite alongside lucebox again. recommend_preset stays in download.py (core's relocation), so the models sub-app is unaffected. lucebox + harness 156 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

easel force-pushed the feat/lucebox-cli branch 2 times, most recently from 91276a7 to 62b21f0 Compare June 4, 2026 02:50

This was referenced Jun 4, 2026

feat(luce-bench): in-tree bench harness + multi-turn agent_recorded + LLM judge #337

Open

build(docker): lucebox-hub container image + CI release pipeline #334

Merged

refactor(server): shared layer-split backend + GGUF inspection + c2-gate plumbing #336

Closed

easel force-pushed the feat/lucebox-cli branch from 62b21f0 to 8732b35 Compare June 4, 2026 05:02

easel mentioned this pull request Jun 4, 2026

feat(lucebox): docker stack + CLI + bench/profile + harness + luce-bench in-tree #285

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easel force-pushed the feat/lucebox-cli branch 2 times, most recently from 6c9078b to 360d332 Compare June 4, 2026 17:17

easel force-pushed the feat/lucebox-cli branch 2 times, most recently from 1d588db to 0d8e1ff Compare June 4, 2026 18:38

easel marked this pull request as ready for review June 4, 2026 19:18

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easel force-pushed the feat/lucebox-cli branch from 0d8e1ff to 73f04f4 Compare June 4, 2026 23:30

easel pushed a commit to easel/lucebox-hub that referenced this pull request Jun 5, 2026

docs: refresh auto-integration manifest for PR Luce-Org#335 probe

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easel force-pushed the feat/lucebox-cli branch 2 times, most recently from 1235758 to a731f1d Compare June 15, 2026 03:04

easel and others added 3 commits June 16, 2026 11:18

fix(harness): drop unused subprocess import in codex client (ruff F401)

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Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

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feat(lucebox): autotune sweep + profile/smoke diagnostics (stacked on #335) easel/lucebox-hub#5

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feat(lucebox): agent-client launchers + harness adapter package (stacked on tuning) easel/lucebox-hub#6

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feat(lucebox): hub CLI + autotune/sweep/profile + harness adapters + shell wrapper#335

feat(lucebox): hub CLI + autotune/sweep/profile + harness adapters + shell wrapper#335
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		# ── subprocess helpers ─────────────────────────────────────────────────────


		def run(argv: list[str], *, check: bool = True) -> subprocess.CompletedProcess[str]:

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