Standalone script to validate the "main-interp worker-thread
forkserver + subint-hosted trio" arch proposed as a workaround
to the CPython-level refusal doc'd in
`ai/conc-anal/subint_fork_blocked_by_cpython_post_fork_issue.md`.
Deliberately NOT a `tractor` test — zero `tractor` imports.
Uses `_interpreters` (private stdlib) + `os.fork()` directly so
pass/fail is a property of CPython alone, independent of our
runtime. Requires py3.14+.
Deats,
- four scenarios via `--scenario`:
- `control_subint_thread_fork` — the KNOWN-BROKEN case as a
harness sanity; if the child DOESN'T abort, our analysis
is wrong
- `main_thread_fork` — baseline sanity, must always succeed
- `worker_thread_fork` — architectural assertion: regular
`threading.Thread` attached to main interp calls
`os.fork()`; child should survive post-fork cleanup
- `full_architecture` — end-to-end: fork from a main-interp
worker thread, then in child create a subint driving a
worker thread running `trio.run()`
- exit code 0 on EXPECTED outcome (for `control_*` that means
"child aborted", not "child succeeded")
- each scenario prints a self-contained pass/fail banner; use
`os.waitpid()` of the parent + per-scenario status prints to
observe the child's fate
Also, log NLNet provenance for this session's three-sub-phase
work (py3.13 gate tightening, `pytest-timeout` + marker
refactor, `subint_fork` prototype → CPython-block finding).
Prompt-IO: ai/prompt-io/claude/20260422T200723Z_797f57c_prompt_io.md
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit de4f470b6c)
Empirical finding: the WIP `subint_fork_proc` scaffold
landed in `cf0e3e6f` does *not* work on current CPython.
The `fork()` syscall succeeds in the parent, but the
CHILD aborts immediately during
`PyOS_AfterFork_Child()` →
`_PyInterpreterState_DeleteExceptMain()`, which gates
on the current tstate belonging to the main interp —
the child dies with `Fatal Python error: not main
interpreter`.
CPython devs acknowledge the fragility with an in-source
comment (`// Ideally we could guarantee tstate is running
main.`) but expose no user-facing hook to satisfy the
precondition — so the strategy is structurally dead until
upstream changes.
Rather than delete the scaffold, reshape it into a
documented dead-end so the next person with this idea
lands on the reason rather than rediscovering the same
CPython-level refusal.
Deats,
- Move `subint_fork_proc` out of `tractor.spawn._subint`
into a new `tractor.spawn._subint_fork` dedicated
module (153 LOC). Module + fn docstrings now describe
the blockage directly; the fn body is trimmed to a
`NotImplementedError` pointing at the analysis doc —
no more dead-code `bootstrap` sketch bloating
`_subint.py`.
- `_spawn.py`: keep `'subint_fork'` in `SpawnMethodKey`
+ the `_methods` dispatch so
`--spawn-backend=subint_fork` routes to a clean
`NotImplementedError` rather than "invalid backend";
comment calls out the blockage. Collapse the duplicate
py3.14 feature-gate in `try_set_start_method()` into a
combined `case 'subint' | 'subint_fork':` arm.
- New 337-line analysis:
`ai/conc-anal/subint_fork_blocked_by_cpython_post_fork_issue.md`.
Annotated walkthrough from the user-visible fatal
error down to the specific `Modules/posixmodule.c` +
`Python/pystate.c` source lines enforcing the refusal,
plus an upstream-report draft.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 0f48ed2eb9)
Experimental third spawn backend: use a fresh
sub-interpreter purely as a trio-free launchpad from
which to `os.fork()` + exec back into
`python -m tractor._child`. Per issue #379's
"fork()-workaround/hacks" thread.
Intent is to sidestep both,
- the trio+fork hazards hitting `trio_proc` (python- trio/trio#1614 et
al.), since the forking interp is guaranteed trio-free.
- the shared-GIL abandoned-thread hazards hitting `subint_proc`
(`ai/conc-anal/subint_sigint_starvation_issue.md`), since we don't
*stay* in the subint — it only lives long enough to call `os.fork()`
Downstream of the fork+exec, all the existing `trio_proc` plumbing is
reused verbatim: `ipc_server.wait_for_peer()`, `SpawnSpec`, `Portal`
yield, soft-kill.
Status: NOT wired up beyond scaffolding. The fn raises
`NotImplementedError` immediately; the `bootstrap` fork/exec string
builder and the `# TODO: orchestrate driver thread` block are kept
in-tree as deliberate dead code so the next iteration starts from
a concrete shape rather than a blank page.
Docstring calls out three open questions that need
empirical validation before wiring this up:
1. Does CPython permit `os.fork()` from a non-main
legacy subint?
2. Can the child stay fork-without-exec and
`trio.run()` directly from within the launchpad
subint?
3. How do `signal.set_wakeup_fd()` handlers and other
process-global state interact when the forking
thread is inside a subint?
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit eee79a0357)
Add two more tests to the catalog in
`conc-anal/subint_sigint_starvation_issue.md` — same
signal-wakeup-fd-saturation fingerprint (abandoned legacy-subint driver
threads → shared-GIL starvation → `write() = EAGAIN` on the wakeup pipe
→ silent SIGINT drop), different load patterns.
Deats,
- `test_cancel_while_childs_child_in_sync_sleep[subint-False]`: nested
actor-tree + sync-sleeping grandchild. Under `trio`/`mp_*` the "zombie
reaper" is a subproc `SIGKILL`; no equivalent exists under subint, so
the grandchild persists in its abandoned driver thread. Often only
manifests under full-suite runs (earlier tests seed the
abandoned-thread pool).
- `test_multierror_fast_nursery[subint-25-0.5]`: 25 concurrent subactors
all go through teardown on the multierror. Bounded hard-kills run in
parallel — so the total budget is ~3s, not 3s × 25. Leaves 25
abandoned driver threads simultaneously alive, an extreme pressure
multiplier. `strace` shows several successful `write(16, "\2", 1) = 1`
(GIL round-robin IS giving main brief slices) before finally
saturating with `EAGAIN`.
Also include a `pstree -snapt <pid>` capture showing
16+ live `{subint-driver[<interp_id>}` threads at the
moment of hang — the direct GIL-contender population.
(this commit msg was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit f3cea714bc)
Add a hard process-level wall-clock bound on the two
known-hanging subint-backend tests so an unattended
suite run can't wedge indefinitely in either of the
hang classes doc'd in `ai/conc-anal/`.
Deats,
- New `testing` dep: `pytest-timeout>=2.3`.
- `test_stale_entry_is_deleted`:
`@pytest.mark.timeout(3, method='thread')`. The
`method='thread'` choice is deliberate —
`method='signal'` routes via `SIGALRM` which is
starved by the same GIL-hostage path that drops
`SIGINT` (see `subint_sigint_starvation_issue.md`),
so it'd never actually fire in the starvation case.
- `test_subint_non_checkpointing_child`: same
decorator, same reasoning (defense-in-depth over
the inner `trio.fail_after(15)`).
At timeout, `pytest-timeout` hard-kills the pytest
process itself — that's the intended behavior here;
the alternative is the suite never returning.
(this commit msg was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 189f4e3ffc)
(MTF-only portion: kept tests/test_subint_cancellation.py)
Log the `claude-opus-4-7` collab that produced `e92e3cd2` ("Doc `subint`
backend hang classes + arm `dump_on_hang`"). Substantive bc the two new
`ai/conc-anal/` docs were jointly authored — user framed the two-class
split + set candidate-fix ordering for the class-2 (Ctrl-C-able) hang;
claude drafted the prose and the test-side cross-linking comments.
`.raw.md` is in diff-ref mode — per-file pointers via `git diff
e92e3cd2~1..e92e3cd2 -- <path>` rather than re-embedding content that
already lives in `git log -p`.
Prompt-IO: ai/prompt-io/claude/20260420T192739Z_5e8cd8b2_prompt_io.md
(this commit msg was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit a65fded4c6)
Classify and write up the two distinct hang modes hit during Phase
B subint bringup (issue #379) so future triage doesn't re-derive them
from scratch.
Deats, two new `ai/conc-anal/` docs,
- `subint_sigint_starvation_issue.md`: abandoned legacy-subint thread
+ shared GIL → main trio loop starves → signal-wakeup-fd pipe fills
→ `SIGINT` silently dropped (`strace` shows `write() = EAGAIN` on the
wakeup-fd). Un- Ctrl-C-able. Structurally a CPython limit; blocked on
`msgspec` PEP 684 (jcrist/msgspec#563)
- `subint_cancel_delivery_hang_issue.md`: parent-side trio task parks on
an orphaned IPC channel after subint teardown — no clean EOF delivered
to the waiting receive. Ctrl-C-able (main loop iterates fine); OUR bug
to fix. Candidate fix: explicit parent-side channel abort in
`subint_proc`'s hard-kill teardown
Cross-link the docs from their test reproducers,
- `test_stale_entry_is_deleted` (→ starvation class): wrap
`trio.run(main)` in `dump_on_hang(seconds=20)` so a future regression
captures a stack dump. Kept un- skipped so the dump file is
inspectable
- `test_subint_non_checkpointing_child` (→ delivery class): extend
docstring with a "KNOWN ISSUE" block pointing at the analysis
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 4a3254583b)
(MTF-only portion: kept ai/conc-anal/subint_cancel_delivery_hang_issue.md ai/conc-anal/subint_sigint_starvation_issue.md tests/test_subint_cancellation.py)
Lock in the escape-hatch machinery added to `tractor.spawn._subint`
during the Phase B.2/B.3 bringup (issue #379) so future stdlib
regressions or our own refactors don't silently re-introduce the
mid-suite hangs.
Deats,
- `test_subint_happy_teardown`: baseline — spawn a subactor, one portal
RPC, clean teardown. If this breaks, something's wrong unrelated to
the hard-kill shields.
- `test_subint_non_checkpointing_child`: cancel a subactor stuck in
a non-checkpointing Python loop (`threading.Event.wait()` releases the
GIL but never inserts a trio checkpoint). Validates the bounded-shield
+ daemon-driver-thread combo abandons the thread after
`_HARD_KILL_TIMEOUT`.
Every test is wrapped in `trio.fail_after()` for a deterministic
per-test wall-clock ceiling (an unbounded audit would defeat itself) and
arms `tractor.devx.dump_on_hang()` so a hang captures a stack dump
— pytest's stderr capture swallows `faulthandler` output by default.
Gated via `pytest.importorskip('concurrent.interpreters')` and
a module-level skip when `--spawn-backend` isn't `'subint'`.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 2ed5e6a6e8)
The private `_interpreters` C module ships since 3.13, but that vintage
wedges under our `threading.Thread` + multi-trio usage pattern
—> `_interpreters.exec()` silently never makes progress. 3.14 fixes it.
So gate on the presence of the public `concurrent.interpreters` wrapper
(3.14+ only) even tho we still call into the private module at runtime.
Deats,
- `try_set_start_method('subint')` error msg + `_subint` module
docstring/comments rewritten to document the 3.14 floor and why 3.13
can't work.
- `_subint._has_subints` gate now imports `concurrent.interpreters` (not
`_interpreters`) as the version sentinel.
Also, reshuffle `pyproject.toml` deps into
per-python-version `[tool.uv.dependency-groups]`:
- `subints` group: `msgspec>=0.21.0`, py>=3.14
- `eventfd` group: `cffi>=1.17.1`, py>=3.13,<3.14
- `sync_pause` group: `greenback`, py>=3.13,<3.14
(was in `devx`; moved out bc no 3.14 yet)
Bump top-level `msgspec>=0.20.0` too.
(this commit msg was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 34d9d482e4)
(MTF-only portion: kept tractor/spawn/_spawn.py tractor/spawn/_subint.py)
Unbounded `trio.CancelScope(shield=True)` at the
soft-kill and thread-join sites can wedge the parent
trio loop indefinitely when a stuck subint ignores
portal-cancel (e.g. bc the IPC channel is already
broken).
Deats,
- add `_HARD_KILL_TIMEOUT` (3s) module-level const
- wrap both shield sites with
`trio.move_on_after()` so we abandon a stuck
subint after the deadline
- flip driver thread to `daemon=True` so proc-exit
also isn't blocked by a wedged subint
- pass `abandon_on_cancel=True` to
`trio.to_thread.run_sync(driver_thread.join)`
— load-bearing for `move_on_after` to actually
fire
- log warnings when either timeout triggers
- improve `InterpreterError` log msg to explain
the abandoned-thread scenario
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 99541feec7)
Log the `claude-opus-4-7` session that produced
the `_subint.py` dedicated-thread fix (`26fb8206`).
Substantive bc the patch was entirely AI-generated;
raw log also preserves the CPython-internals
research informing Phase B.3 hard-kill work.
Prompt-IO: ai/prompt-io/claude/20260418T042526Z_26fb820_prompt_io.md
(this commit msg was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit c041518bdb)
`trio.to_thread.run_sync(_interpreters.exec, ...)` runs `exec()` on
a cached worker thread — and when that thread is returned to the
cache after the subint's `trio.run()` exits, CPython still keeps
the subint's tstate attached to the (now idle) worker. Result: the
teardown `_interpreters.destroy(interp_id)` in the `finally` block
can block the parent's trio loop indefinitely, waiting for a tstate
release that only happens when the worker either picks up a new job
or exits.
Manifested as intermittent mid-suite hangs under
`--spawn-backend=subint` — caught by a
`faulthandler.dump_traceback_later()` showing the main thread stuck
in `_interpreters.destroy()` at `_subint.py:293` with only an idle
trio-cache worker as the other live thread.
Deats,
- drive the subint on a plain `threading.Thread` (not
`trio.to_thread`) so the OS thread truly exits after
`_interpreters.exec()` returns, releasing tstate and unblocking
destroy
- signal `subint_exited.set()` back to the parent trio loop from
the driver thread via `trio.from_thread.run_sync(...,
trio_token=...)` — capture the token at `subint_proc` entry
- swallow `trio.RunFinishedError` in that signal path for the case
where parent trio has already exited (proc teardown)
- in the teardown `finally`, off-load the sync
`driver_thread.join()` to `trio.to_thread.run_sync` (cache thread
w/ no subint tstate → safe) so we actually wait for the driver to
exit before `_interpreters.destroy()`
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 31cbd11a5b)
Expand the comment block above the `_interpreters`
import explaining *why* we use the private C mod
over `concurrent.interpreters`: the public API only
exposes PEP 734's `'isolated'` config which breaks
`msgspec` (missing PEP 684 slot). Add reference
links to PEP 734, PEP 684, cpython sources, and
the msgspec upstream tracker (jcrist/msgspec#563).
Also,
- update error msgs in both `_spawn.py` and
`_subint.py` to say "3.13+" (matching the actual
`_interpreters` availability) instead of "3.14+".
- tweak the mod docstring to reflect py3.13+
availability via the private C module.
Review: PR #444 (copilot-pull-request-reviewer)
https://github.com/goodboy/tractor/pull/444
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit 8a8d01e076)
Replace the B.1 scaffold stub w/ a working spawn
flow driving PEP 734 sub-interpreters on dedicated
OS threads.
Deats,
- use private `_interpreters` C mod (not the public
`concurrent.interpreters` API) to get `'legacy'`
subint config — avoids PEP 684 C-ext compat
issues w/ `msgspec` and other deps missing the
`Py_mod_multiple_interpreters` slot
- bootstrap subint via code-string calling new
`_actor_child_main()` from `_child.py` (shared
entry for both CLI and subint backends)
- drive subint lifetime on an OS thread using
`trio.to_thread.run_sync(_interpreters.exec, ..)`
- full supervision lifecycle mirrors `trio_proc`:
`ipc_server.wait_for_peer()` → send `SpawnSpec`
→ yield `Portal` via `task_status.started()`
- graceful shutdown awaits the subint's inner
`trio.run()` completing; cancel path sends
`portal.cancel_actor()` then waits for thread
join before `_interpreters.destroy()`
Also,
- extract `_actor_child_main()` from `_child.py`
`__main__` block as callable entry shape bc the
subint needs it for code-string bootstrap
- add `"subint"` to the `_runtime.py` spawn-method
check so child accepts `SpawnSpec` over IPC
Prompt-IO: ai/prompt-io/claude/20260417T124437Z_5cd6df5_prompt_io.md
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit b8f243e98d)
(MTF-only portion: kept ai/prompt-io/claude/20260417T124437Z_5cd6df5_prompt_io.md ai/prompt-io/claude/20260417T124437Z_5cd6df5_prompt_io.raw.md tractor/spawn/_subint.py)
Land the scaffolding for a future sub-interpreter (PEP 734
`concurrent.interpreters`) actor spawn backend per issue #379. The
spawn flow itself is not yet implemented; `subint_proc()` raises a
placeholder `NotImplementedError` pointing at the tracking issue —
this commit only wires up the registry, the py-version gate, and
the harness.
Deats,
- bump `pyproject.toml` `requires-python` to `>=3.12, <3.15` and
list the `3.14` classifier — the new stdlib
`concurrent.interpreters` module only ships on 3.14
- extend `SpawnMethodKey = Literal[..., 'subint']`
- `try_set_start_method('subint')` grows a new `match` arm that
feature-detects the stdlib module and raises `RuntimeError` with
a clear banner on py<3.14
- `_methods` registers the new `subint_proc()` via the same
bottom-of-module late-import pattern used for `._trio` / `._mp`
Also,
- new `tractor/spawn/_subint.py` — top-level `try: from concurrent
import interpreters` guards `_has_subints: bool`; `subint_proc()`
signature mirrors `trio_proc`/`mp_proc` so the Phase B.2 impl can
drop in without touching the registry
- re-add `import sys` to `_spawn.py` (needed for the py-version msg
in the gate-error)
- `_testing.pytest.pytest_configure` wraps `try_set_start_method()`
in a `pytest.UsageError` handler so `--spawn-backend=subint` on
py<3.14 prints a clean banner instead of a traceback
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
(cherry picked from commit d318f1f8f4)
(MTF-only portion: kept tractor/spawn/_spawn.py tractor/spawn/_subint.py)
Copilot's 2nd-pass review (PR #468) caught a regression I landed in
the uds fix: `UDSAddress.get_random()` put the per-call token AFTER
`@{pid}` (`no_runtime_*@{pid}.{token}.sock`), which breaks the
`tractor._testing._reap` matcher
`^(?P<name>.+)@(?P<pid>\d+)\.sock$` — so no-runtime orphan socks
stopped matching and never got reaped/attributed. Move the token
INTO the name (`{prefix}.{token}@{pid}.sock`) so the canonical
`@{pid}.sock` suffix stays intact for both that regex and the
`spawn._reap` reconstruction; also bump the token to 8 hex chars.
Also two robustness nits from the same review,
- `tests.conftest._measure_sustained_headroom()`: guard `frac <= 0`
before `1./frac` — a 0/parked-core freq read would
`ZeroDivisionError`, get swallowed by the broad `except` into a
1.0 (no-throttle), defeating the probe on the exact broken box it
should flag; read 0 as max throttle.
- `scripts/cpu-perf-check`: mark the burn procs `daemon=True` and
wrap sampling in `try/finally` so a Ctrl-C / error reaps them
instead of leaving stray CPU hogs.
Regressed-by: 09c50f49 (uds no-runtime token placed after `@pid`)
Found-via: Copilot review #4595803812 (`_testing._reap` regex)
Review: PR #468 (Copilot)
https://github.com/goodboy/tractor/pull/468#pullrequestreview-4595803812
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Finish TODO #2 from PR #468: the last raw `cpu_scaling_factor()`
call-sites still used the static-only check (blind to the
sustained-load power-cap). Point them at the `cpu_perf_headroom()`
SUPERSET — it calls `cpu_scaling_factor()` internally + the
session-cached throttle probe, so it's always >= the old factor
(never LESS headroom, so CI stays green).
Migrated,
- `test_spawning`: the `fail_after(1 * ...)` smoke deadline
(#465-added).
- `test_inter_peer_cancellation`: `this_fast` budget.
- `test_docs_examples`: example-run `timeout`.
- `test_resource_cache`: fan-out `timeout`.
`test_cancellation` already used `cpu_perf_headroom()`; only its
explanatory comments still name the static helper.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
W/o a live runtime `get_random()` named UDS socks purely by
`(prefix, pid)`, so two calls in one proc returned the SAME
`no_runtime_*@{pid}.sock` — the 2nd `.bind()` then tripped
`EADDRINUSE`. Append a per-call `uuid4().hex[:6]` token so
each call yields a distinct sockpath.
This fixes the 3 `tests.discovery.test_tpt_bind_addrs` uds
failures (one registrar + disjoint-bind, two non-registrar
binds) where `reg_addr` and a "random" bind addr aliased —
the uds CI job's only red, surfaced when this branch rebased
onto the newer base that carries those tests.
Scoped to the no-runtime branch ON PURPOSE: the runtime
`{name}@{pid}` convention stays deterministic so
`spawn._reap.unlink_uds_bind_addrs()` can still reconstruct
+ unlink a SIGKILL'd subactor's sock (#454).
Deats,
- `_uds.py`: add `uuid4` import + token in the no-runtime
branch
- `_testing.addr`: tighten `get_rando_addr()` docstring re the
intra-proc per-call token (not just pid-keyed namespacing)
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Both `_burn()` impls (the `cpu-perf-check` script + the
`_measure_sustained_headroom()` probe in `tests.conftest`) grew `x`
~x**2 per iter, so the loop quickly went bigint alloc/mul-bound — a
noisy CPU load + needless memory across N procs. Mask each step to
64-bit for a steady, fixed-width ALU burn (still pegs every core,
which is all the freq probe needs).
Also, `_read_mhz()` opened the sysfs freq files without a ctx-mgr;
`with open(...)` so the FD closes deterministically (matches the
script's own `_read()`).
Review: PR #468 (Copilot)
https://github.com/goodboy/tractor/pull/468
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
`cpu_perf_headroom()` is a strict SUPERSET of `cpu_scaling_factor()`
— it folds in static cpu-freq scaling + the slow-CI bump AND the
sustained-load power-cap throttle probe. Point the timing-deadline
call sites at it so they're robust to sustained throttling too (the
gremlin behind mass `trio` deadline-miss flakes),
- `test_legacy_one_way_streaming`: `time_quad_ex` cancel-deadline +
`test_a_quadruple_example`'s `this_fast` smoke bound.
- `test_cancellation`: `test_cancel_via_SIGINT_other_task` +
`test_fast_graceful_cancel_*` deadlines.
`cpu_perf_headroom >= cpu_scaling_factor` always, so never less
headroom (CI stays green); `cpu_scaling_factor()` remains the
internal static component.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Standalone CLI companion to `cpu_perf_headroom()` (20cb99ec): idle
freq snapshots LIE — every static knob (`governor`, EPP,
`platform_profile`, `scaling_max_freq`) can read "performance"
while a firmware/EC power cap (AMD PPT/STAPM + friends) clamps the
package to ~30% the moment a sustained multi-core load lands,
masquerading as a `trio`-backend deadline-miss "regression" on
byte-identical code.
Deats,
- burns every core for `CPU_PERF_SECS` (default 4s) and samples the
ACHIEVED `scaling_cur_freq` steady-state (post boost-ramp) vs the
package max ceiling,
- exits 0 when the sustained fraction clears
`CPU_PERF_HEALTHY_FRAC` (default 0.45), 1 when throttled — so it
gates a suite run: `scripts/cpu-perf-check && pytest tests/ ...`,
- prints the static knobs first (to show they all read fine) then
the remediation list on failure (`platform_profile` bounce, USB-C
PD replug, `ryzenadj`, reboot) w/ the key reminder: do NOT bump
test budgets — the box is slow, not the code.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Mass `trio` deadline-miss failures on byte-identical code turned
out to be a firmware/EC power-cap (AMD PPT/STAPM) clamping the
all-core sustained clock while every static knob (`governor`,
`scaling_max_freq`, EPP, platform-profile) still read "performance"
— invisible to the existing `cpu_scaling_factor()` check. See
`scripts/cpu-perf-check` + the
`ai/conc-anal/trio_033_cancel_cascade_slowdown_depth3_issue.md`
notes.
Deats,
- add `_measure_sustained_headroom()` to `tests/conftest.py`: a
one-shot ~0.9s all-core burn (explicit `fork`-ctx `mp` procs)
sampling achieved-vs-max freq AFTER the boost window; under a 0.6
gate it returns the full inverse fraction (capped 4x), else 1.0;
best-effort 1.0 on non-linux or any error,
- add `cpu_perf_headroom()`: `max()` of the static scaling factor
and the (session-cached) sustained probe,
- inflate deadline budgets by it in `test_dynamic_pub_sub`, both
`test_clustering` cases, the
`test_multi_nested_subactors_error_through_nurseries` pexpect
waits + `test_nested_multierrors`,
- `xfail(strict=False)` `test_nested_multierrors` depth=3 under
throttle: the deep tree trips tractor's INTERNAL reap deadlines
(`soft_kill`/`hard_kill` `terminate_after=1.6`) minting a
`Cancelled` inside the runtime — not fixable by test-budget
inflation; auto-clears once the box un-throttles.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
`uds_transport_actor_tree.py` (new in 759d46dd) reliably fails on
macOS CI with a bare `returncode 1`. The example forces
`enable_transports=['uds']`, and UDS-on-macOS is otherwise
un-exercised by the matrix (there's no `tpt_proto=uds` macOS job),
so it's the first thing to surface a macOS UDS-path issue.
It passes cleanly on Linux, and the peer-cred paths are already
platform-guarded + graceful (`get_peer_info`/SO_PEERCRED on linux
vs `get_peer_pid`/LOCAL_PEERPID elsewhere) - so the crash is deeper
in the macOS UDS stack. The test swallows the subproc stderr (only
re-raises when the last line has "Error"), so the exact failure
can't be pinned from CI logs; needs a macOS box to root-cause.
Skip it on `_friggin_macos and ci_env` (same shape as the existing
`full_fledged_streaming_service` skip) so #460 lands green; the
macOS UDS root-cause is a follow-up.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
The `context_handshake` sequence diagram only showed the graceful
`Return` ending - underselling the whole SC pitch (errors + cancels
propagate *both* ways across the wire). Add a "... or, instead of a
graceful Return" group with the non-graceful endings,
- parent-initiated: `ctx.cancel()` (or a parent-side error) ->
child relays `Error: ContextCancelled`,
- child-initiated: child ships `Error: <raised>` (or
`ContextCancelled`).
Labelled `Error: ...` since `ContextCancelled` is an exception that
rides inside an `Error` wire msg, not its own msg type - keeping
the diagram's wire-level labels honest. Re-render the committed
`_diagrams/context_handshake.svg` fallback (CI has no `d2` bin) to
match.
Also cache-bust d2 images in `d2diagrams.py`: sphinx tags css/js
with `?v=<hash>` but not images, so an edited diagram kept serving
the browser's stale copy at the stable `_images/<stem>.svg` url
(cost us a manual hard-refresh). Hash each rendered svg + rewrite
only the d2 `<img src>` to `...svg?v=<hash8>` via the
`html-page-context` hook - content-addressed, so unchanged diagrams
keep their query.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Continuing the README slim-down: stop inlining content that now
lives (and renders better) on the GitHub Pages site, and just
point readers there.
- "Where do i start" drops the SC reading-list links in favor of
a single nudge to the docs quickstart.
- "Example codez" drops the full `we_are_processes.py` listing -
keep the one-minute pitch prose + the docs/examples links.
- "What's on the TODO" collapses the inline bullet list down to a
link to the docs roadmap ("what the future holds").
Also,
- prune the now-dead RST link targets (`blog post`, `trio docs`,
`SC`, `libdill-docs`, `async sandwich`, `messages`, ..).
- swap the `|docs|` badge from readthedocs over to the GitHub
Pages `docs.yml` action badge + `goodboy.github.io` target.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Continuing the README slim-down: stop inlining content that now
lives (and renders better) on the GitHub Pages site, and just
point readers there.
- "Where do i start" drops the SC reading-list links in favor of
a single nudge to the docs quickstart.
- "Example codez" drops the full `we_are_processes.py` listing -
keep the one-minute pitch prose + the docs/examples links.
- "What's on the TODO" collapses the inline bullet list down to a
link to the docs roadmap ("what the future holds").
Also,
- prune the now-dead RST link targets (`blog post`, `trio docs`,
`SC`, `libdill-docs`, `async sandwich`, `messages`, ..).
- swap the `|docs|` badge from readthedocs over to the GitHub
Pages `docs.yml` action badge + `goodboy.github.io` target.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
The reworked `we_are_processes.py` (now `Context`-API based) prints
different stdout, so the hardcoded expected-output block went
stale: swap the old `Yo, i'm 'worker_N'...` / "self-destruct in 1
sec" lines for the real run - "self-destruct in 2s.." then the
per-worker `Started ep-task in subactor,` / `N::'worker_N'@<pid>`
blocks.
Also retell the prose to match: subs spawn concurrently from bg
`trio` tasks, each runs a `@tractor.context` `endpoint()` that
`ctx.started()`-hands its name + pid back through
`Portal.open_context()`, then parks in `trio.sleep_forever()`
before the root crashes + the tree is reaped.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
The README inlined six example scripts; per our own "point at
`examples/`, don't duplicate" philosophy that's a lot of rot
surface. Drop all but the showcase and rework it onto the modern
`Context` API to mirror the docs landing + `we_are_processes.py`:
spawn a subactor per core, `open_context()` each, crash the root,
reap the tree.
Replace the rest with a short "want more?" pointer to the docs site
+ the `examples/` dir (where the debugger, streaming, cancellation,
`asyncio`, msging + cluster demos all live, CI-run).
Also tidy a few nits while here,
- fix the title typo "structurred" -> "structured",
- close the unterminated quote in the `UV_PROJECT_ENVIRONMENT`
install snippet,
- add the blank line a nested `trionics` bullet list needs so the
PyPI long-desc (this file) renders as valid RST.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
`run_in_actor()` is slated to become a hilevel wrapper
(`runtime/_supervise.py` "TODO: DEPRECATE THIS"), so the showcase
`we_are_processes.py` shouldn't lead with it. Move it to the modern
API: each `worker_<i>` subactor runs a `@tractor.context`
`endpoint()` that `started()`-hands its name + pid back over
`Portal.open_context()` and parks; the root sleeps then raises on
purpose so the runtime reaps the whole tree (zero zombies).
The subs spawn concurrently from bg `trio.Task`s so each child's
cold `import tractor` (~0.4s, see #470) overlaps instead of
stacking; a comment flags the coming `main_thread_forkserver`
backend (#463) which'll make serial spawns cheap enough to just
loop.
Match the landing prose to the snippet — name the `Context` +
`started()` handshake it now leads with.
Also, document `--watch examples` on the `sphinx-autobuild` cmds so
edits to `literalinclude`-d example scripts (which live outside
`docs/`) live-reload too.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
The gh-pages deploy workflow already exists (build on PR + main,
deploy on main push via `actions/deploy-pages`); wire up the sphinx
side,
- `sphinx.ext.githubpages`: emits a `.nojekyll` so Pages serves the
`_static/` + `_images/` dirs (Jekyll otherwise drops `_`-prefixed
paths, breaking every asset),
- `html_baseurl`: the canonical site root
(`https://goodboy.github.io/tractor/`) for the `<link
rel="canonical">` + `og:url` tags.
The one remaining (one-time, manual) step is the repo setting:
Settings -> Pages -> Source = "GitHub Actions".
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Rework the landing top into a left-anchored hero row and match the
navbar branding to it.
- `index.rst` + new `tractor_hero.html`: an inline-svg hero
(`[logo] distributed structured concurrency`) with a full-width
sub-tagline, plus a single screen-reader-only `<h1>` ("tractor")
so the section headings become proper `<h2>` (was 4x `<h1>`), and
the intro prose reflowed into 3 bullets,
- `conf.py`: a `logo.text` ("tractor") beside the navbar wireframe,
polars-style,
- `custom.css`: the hero-row layout (logo + tagline + sub-line,
single row on desktop / stack on mobile), the navbar brand styled
like the centered nav tabs with `display:inline-block` to kill
the parent link's propagated hover-underline, and smaller landing
section headings w/ their `tl;dr` margin-note pulled level.
The hero linework stays `fill: currentColor` so the whole thing
flips with the light/dark toggle.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Capture the (easy-to-forget) logo recolour + theme-preview flow,
- new `notes_to_self/svgtool.py`: a headless-firefox svg helper
(`colors`/`recolor`/`preview`/`page`); its `page --theme
dark|light` injects a `localStorage` pin so a pydata `auto`-mode
build renders its dark variant in a screenshot — the only way to
verify theme-adaptive bits headlessly,
- `howtodocs.md`: a "Tweaking the logo" table (which file +
`color:` knob per context) and an `svgtool` section that breaks
down the `--theme` trick for the sphinx-rusty.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Carry the landing hero's transparent-faces wireframe look to the
two other logo contexts. An `<img>`-embedded svg can't read the
page CSS (no `currentColor`), so the colours are baked per target,
- navbar: 2 variants (`tractor_logo_nav_light.svg` near-black
lines, `…_nav_dark.svg` near-white) wired via the pydata
`logo.image_light`/`image_dark` opts so it swaps with the theme
toggle, matching the hero,
- README: `tractor_logo_wire.svg` — one neutral-grey, with INLINE
fills (no `<style>`) so it reads on both GitHub light + dark and
survives GitHub's svg sanitiser.
Faces are `fill: none` throughout; the filled `tractor_logo_side`
stays the recolour source + favicon.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Swap the landing-page hero from a static `<img>` (white-faced —
which glared as a light box on the dark theme) to an INLINE svg
whose linework uses `fill: currentColor` and whose faces are
transparent. The wireframe now inherits the theme text colour
(`svg.hero-logo { color: var(--pst-color-text-base); }`) and the
page background shows through, so it flips correctly with the
light/dark toggle.
- `tractor_logo_hero.html`: the inline svg partial (`.st0` ->
`currentColor`, `.st1` -> `none`), `.. raw:: html :file:`-d into
`index.rst`,
- the shared `tractor_logo_side.svg` is untouched here (navbar +
favicon still ride it).
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Add a "Share on your LAN" blurb to both docs how-to homes
(`notes_to_self/howtodocs.md` + the dev-tips "Building these docs"
section): bind the server to all ifaces — via `sphinx-autobuild
--host 0.0.0.0` (live-reload) or `python -m http.server --bind
0.0.0.0` (static) — so a peer on your subnet can hit
`http://<lan-ip>:8000` (`hostname -I` prints the ip).
Verified a LAN-ip `curl` returns 200 + the socket binds `0.0.0.0`;
includes a trusted-LAN-only caveat since it's an unauthenticated
server on every interface.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Collect the sphinx build + live-preview one-liners (incl. the nix
`.#docs` opt-in shell and the `d2` diagram specifics) so
contributors don't have to reverse-engineer them,
- new `notes_to_self/howtodocs.md` terse cheat-sheet (force-added
past the `notes_to_self/` ignore, same as `howtorelease.md`),
- a rendered "Building these docs" section in the dev-tips guide
(`docs/project/dev-tips.rst`),
- a README pointer to the note.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
The `docs` group (sphinx 9 + `pydata-sphinx-theme` stack) was added
to `pyproject.toml` but its lockfile half never landed — the
committed `uv.lock` still matched `main` and `uv lock --check`
flagged it out-of-sync. Relock to add the (additions-only) docs
deps so `uv sync --locked` and any CI lock-check pass.
(this commit msg was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
The new `api/` reference pages surfaced 22 docutils warnings from
informal reST in public docstrings; fix the markup so the docs
build is warning-free (24 -> 0), clearing the path to a future
`-W`/`nitpicky` flip in CI.
Deats (docstring content only; no code/signature changes),
- give bullet lists a blank line + base-column indent (`Context`,
`Context.cancel_called`/`.cancelled_caught`/ `.outcome`,
`ActorNursery.cancel_called`, `query_actor`,
`open_crash_handler`),
- demote the under-short `Behaviour:` underline in `Context.cancel`
to a `**bold**` label,
- close an unbalanced backtick in the `wait_for_actor` summary and
use the `` `role`\ s `` escaped-plural idiom where a role was
pluralized (`gather_contexts`, `mk_pdb`, `MsgCodec`, msg `Error`,
`open_context_from_portal`),
- make the `|_` method-tree in `ContextCancelled.canceller` a
literal block (the bare `|` was read as a substitution ref),
- same blank-line fix for the `#318` entry in `NEWS.rst`.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Three robustness fixes surfaced by the PR #460 self-review,
- a render that's *attempted and fails* (a `d2` bin is present but
errors on the source) now raises a docutils error instead of
silently serving the stale committed SVG — so `sphinx-build -W`
fails on a broken `.d2` edit. The no-binary case stays a quiet
committed-SVG fallback.
- render into a sibling temp-file then `os.replace()` so a
failed/torn render can never clobber a good committed SVG.
- guard against 2 distinct `.d2` sources colliding on a single
`_diagrams/<stem>.svg` within a build.
`render_svg()` now returns a `RenderResult` tristate that `run()`
maps to error / raw-source-literal / image.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Factor the shared dev-shell toolchain into `basePkgs` + `baseHook`
so extra-tooling shells can extend it, then add a `docs` shell =
base + `pkgs.d2` (the diagram renderer our `.. d2::` sphinx
directive shells out to). Keeps `d2` OUT of the `default` shell so
casual dev envs stay lean.
Enter with `nix develop .#docs`, then build via `uv run --group
docs make -C docs html`.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Address the actionable findings from the `/code-review` pass
(#1-6); the d2-ext + docstring nits (#7-10) are left for a
follow-up.
Deats,
- `uds_transport_actor_tree.py`: `portal.chan.raddr.sockpath` is
the *shared listener* socket (named for the root registrar), NOT
the child's path — relabel it + lead with the per-child peer pid,
and stop claiming it's the child addr in the docstring,
- `docs.yml`: scope the `pages` `concurrency` group to the `deploy`
job w/ `cancel-in-progress: false` so a PR build can't cancel an
in-flight production deploy,
- `architecture.rst`: `'subint'` is not a selectable `start_method`
on this branch (`SpawnMethodKey` lacks it) — reframe as
in-development/roadmap,
- `context.rst`: `StreamOverrun` isn't re-exported from `tractor`;
point at `tractor._exceptions`,
- `debugging/`: sweep the 3 literalinclude'd examples off the
deprecated `.result()` -> `.wait_for_result()`,
- `quickstart.rst`: proc-title is `name@pid` (per `Aid.reprol`),
not `@uuid`.
NOTE, the `debugging/` examples are pexpect-tested; re-run
`tests/devx/test_debugger.py` for them.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
`docs.yml`: sphinx build on PRs + main pushes (via `uv sync
--no-dev --group docs`), deploying to gh-pages only from main
pushes using the official
`actions/{upload-pages-artifact,deploy-pages}` pair - the
`msgspec`-style flow wished for in #123. No `d2` bin in CI (yet) so
the committed SVGs serve as-is.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Replace the ancient `docs/index.rst` (still teaching
`tractor.run()`, `@stream` + arbiters..) with a full ~32 page tree
teaching ONLY the current api (`.wait_for_result()`, registrar
naming, `@context` + `open_context()` as the core model),
- landing: hero example, feature cards + canon links,
- `start/`: install + a 4-example quickstart on-ramp,
- `explain/`: an "SC across processes" essay distilling the essence
per #157's orig ask + a runtime architecture tour,
- `guide/`: 12 task-focused pages incl the flagship multi-process
debugging walkthrough, `Context` + `MsgStream` deep-dives,
cancellation semantics (self-vs-cross cancel rules), discovery,
infected `asyncio`, typed msging + the #126 testing-tips page,
- `api/`: 10 curated autodoc pages (all targets import-verified vs
the reorg'd subpkg tree),
- `project/`: changelog include, ported dev-tips (drops old
`docs/dev_tips.rst`) + roadmap.
Every code block is a `literalinclude` from `examples/`
- zero duplication, all CI-run - w/ `d2` figs floated
into the RHS margin per the 3-col design. Build is green; the 24
remaining warnings all source from lib docstring rst-isms or legacy
`NEWS.rst` content.
Substantially resolves#157 (refine round pending); chips at #175 +
#126.
Prompt-IO: ai/prompt-io/claude/20260611T175152Z_8526985c_prompt_io.md
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
7 hand-authored `docs/diagrams/*.d2` sources (sketch-mode,
grayscale theme, `elk` layout) w/ their pre-rendered fallback SVGs
committed under `docs/_diagrams/` (served as-is when no `d2` bin is
found, eg. in CI),
- `actor_tree`: the hero supervision-tree,
- `context_handshake`: seq diagram of the
`Start`/`StartAck`/`Started`/`Yield`/`Stop`/`Return` ctx dialog,
- `streaming_pipeline`: 4-actor fan-in topology,
- `runtime_stack`: the per-actor layer cake,
- `debug_lock`: root-tty-lock REPL serialization,
- `error_propagation`: one-cancels-all boxed-err flow,
- `infected_aio`: guest-mode loop nesting.
Rendered w/ `d2` v0.7.1 via `nix run nixpkgs#d2`.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Full `docs/conf.py` rewrite targeting `pydata-sphinx-theme` 0.18
(3-col layout: nav-index left, content middle, page-toc right)
skinned to a minimal b&w look via `_static/css/custom.css`, keeping
the `algol_nu` pygments style.
Also add 2 local sphinx exts under `docs/_ext/`,
- `d2diagrams.py`: a `.. d2::` directive rendering `d2lang` sources
at build time when a `d2` bin is found (`D2_BIN` env supports
argful values eg. `'nix run nixpkgs#d2 --'`), falling back to any
git-committed SVG, else emitting the raw source as a literal
block; no pypi ext was usable (all stubs or returncode-swallowing
per the #157 research),
- `marginalia.py`: a theme-agnostic `.. margin::` directive
(`sphinx-book-theme` style `Sidebar` subclass) for prose-anchored
RHS asides; the custom css floats these (and `:margin:` d2 figs)
into the right gutter on wide screens.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Fill in the long-TODO'd `[dependency-groups]` entry: `sphinx>=9.1`
+ `pydata-sphinx-theme>=0.18` +
design/copybutton/opengraph/togglebutton exts; relock.
Build via, `uv run --group docs make -C docs html`
Theme choice per the #157 research: `numpy`, `ray` + `polars` all
ride `pydata-sphinx-theme` these days (`ray` migrated off
`sphinx-book-theme`, which now hard-pins a stale pydata 0.16.1
anyway).
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
New runnable (and so CI-auto-tested) scripts backing the new docs
guides, each following the `test_docs_examples.py` runner
conventions,
- `typed_payloads.py`: `@tractor.context(pld_spec=)` typed
`started()`/stream roundtrip + a deliberate `MsgTypeError` catch
demoing send-side validation,
- `nested_actor_tree.py`: 3-level tree w/ fan-out rpc through a
mid-tier supervisor actor,
- `service_daemon_discovery.py`: registered daemon located via
`find_actor()`/`wait_for_actor()` sans any spawn-portal ref,
- `uds_transport_actor_tree.py`: `enable_transports=['uds']` tree
printing the filesystem sockaddr + kernel peer-pid creds,
- `streaming_broadcast_fanout.py`: one ipc stream fanned out to N
local tasks via `MsgStream.subscribe()`.
All gaps were mined from in-code TODOs + the docs recon pass; see
#175 for the orig tutorial wishlist.
(this patch was generated in some part by [`claude-code`][claude-code-gh])
[claude-code-gh]: https://github.com/anthropics/claude-code
Gud Boi
Bd