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fix(tools): don't run a call whose arguments membrane marks unparseable (#363) - #804
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…le (anima-research#363) A ToolCall membrane marks with unparseableInput carries an input that isn't the model's arguments, and main ran it as given (a probe on 0a4a2c6 ran a module tool with {} for a cut-off text, '', an array, null and an object's JSON from a broken-order stream). markedInputRefusal (tool-args.ts) decides: a marker whose text is JSON null reads as no arguments and the call runs; any other is refused in anima-research#372's form, 'Nothing was done: <tool> <problem>.': - '' (a stream that ended before the call's block did): cut off before any arrived; - text that isn't JSON: shown as anima-research#372 shows a value, cut at 80; - an array, number, string or boolean: anima-research#372's not-an-object words, now one helper (notAnObject) for both; - an object's JSON (a stream that broke the API's block order, whose arguments may be another call's): call it again. It's read wherever a call is decided: - dispatchToolCall, after the allowedTools check, through refusedResult, so RFC-007's lifecycle forgets the call; - roundCallOf, so a refused marked skip_reply keeps its round private and silences nothing after it, as an allowedTools refusal does; - scriptMayRoute, so a refused marked code_execution leaves no round waiting on a script that never starts; - executeToolCallFrom, for every origin, as a failure. Agent.extractToolCallsAndSpeech keeps the marker on runInference's calls, and ToolCall declares it. MockMembrane carries it from a tool_use block to the tool-calls event and the response's toolCalls. The tool-calls case's comment that every call there has valid input is false on membrane 0.7 and now says what the marker means. Tests (test/tool-input-unparseable.test.ts) pin each refusal's text and that the tool didn't run, the bounded start, null and unmarked calls running, the skip_reply and code_execution rounds, executeToolCall and runInference. Against main's sources 12 of the 13 fail; the null/unmarked one passes there, as the rule leaves it. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…rn-end routing refuse, and truer words
From the change's review and a reader's read:
- A null-marked call ran with whatever input its block carried;
asCalled (tool-args.ts) gives it {}. The round reads its calls once
with it as a tool-calls event brings them, and so do
executeToolCallFrom and ModuleRegistry.handleToolCall.
- ModuleRegistry.handleToolCall refuses a marked call itself, so a
queued tool-call event and a host calling the registry meet the rule.
- The turn-end routing for a turn in which no round was routed live
leaves a refused marked call out of what it counts, as it leaves out
one the allowedTools refuse.
- The words. Empty or whitespace text: its arguments never arrived (a
cut-off block, or one still open when a stream broke the block
order). Text that isn't JSON: may have been cut off. An object's
JSON: the response didn't arrive whole and in order (an unstopped
block is marked with what had arrived, which can be a whole object:
membrane anthropic.ts 749-753).
- The tool-calls case's replacement comment is cut.
- Tests: toolUseId and no lifecycle event on each refusal, the unmarked
call's started/completed, a null call whose block carried input, two
calls in one round, a marked send, a turn with no live round's
skip_reply, callTool and a queued event, a null call through
executeToolCall to a module and to a channel tool, and an empty
marker through runInference.
- The changelog names the null exception for the programmatic routes.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…it reaches membrane 0.7.1's XML parsers never set unparseableInput, so no XML-mode turn carries a marked call. The case the turn-end filter meets is a turn in which no round was routed live, as when a turn's channel registry appears after its round. The test's title says that now, and its helper (asTurnWithNoLiveRound, which removes roundContent and so reaches the same branch) loses the doc that claimed XML mode. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The refusal for arguments text that isn't JSON said what came and that it may have been cut off, but not what to do, as the other refusals do. It now ends 'call it again with one JSON object'. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Automated review
Recommendation: merge and fast-follow. 2 medium severity findings can be fixed after the merge.
Reviewed commit 7248206 with claude-opus-5-5, by reading the code. It did not run the code or look at the checks.
Does this change belong in the project?
It fits the project. This bug fix belongs in the project. Calls whose arguments membrane marks as unparseableInput were running with {}.
5 reasons with sources
The change refuses them through the same refusal paths and argument-check module the framework already uses for tool dispatch, and it adds the changelog fragment and tests the contributing guide asks for.
- It fixes tool dispatch, which the project says it owns, by stopping a tool from running with arguments the model never sent. The README lists tool dispatch as one of the framework's own jobs ("Tool calls → Module.handleToolCall() → results → stream resumes"). Running a call that membrane marks as not the model's arguments, with
{}or with what the block's start carried, does a different action from the one the model asked for. Refusing such a call corrects existing behavior; it doesn't add a feature. (README.md (Overview)) - The rule sits in the existing argument-check module and reuses its wording rather than adding a second way to check arguments.
markedInputRefusalandasCalledsit next totoolArgsProblems. A sharednotAnObjecthelper now writes the 'must be an object' text for both checks, so the new refusals use the same "Nothing was done:" form as #372. (src/tool-args.ts) - Refused calls go through the framework's existing refusal paths, so they are treated like
allowedToolsrefusals.dispatchToolCallchains the new check afteragentToolPermissionFailureand returns throughrefusedResult.roundCallOfcounts a refused marked call the same way as a refused one, andModuleRegistry.handleToolCallapplies the same rule. The separately reported turn-end fallback issue with null-marked input is a code defect for the other review, not a design departure. (src/framework.ts (dispatchToolCall, roundCallOf, refusedResult)) - It moves the framework's behavior to match the membrane upstream it depends on, which is expected for a Connectome repo. The guide says this repo sits directly on membrane. The marker is membrane's
ToolUseContent.unparseableInput, and CHANGELOG.md already records membrane 0.6.0's handling of it. The one new public field is the optionalToolCall.unparseableInput, and it only passes membrane's existing marker through. (CONTRIBUTING.md (intro; How changes land)) - It follows the contribution conventions: a changelog fragment, tests for the behavior change, and a conventional-commit title. It adds
changelog.d/363-unparseable-tool-input.fixed.mdin the required format, plustest/tool-input-unparseable.test.ts. The mock-membrane change only carries the marker through so the tests can supply marked calls. (CONTRIBUTING.md (What a PR should contain; Changelog))
Findings
2 findings of medium or high severity, see the inline comments:
- Medium severity. Turn-end fallback routing reads a null-marked call's raw block input rather than the
{}it ran with. - Medium severity, test coverage. No test for a null-marked call on the turn-end fallback path, or a null-marked skip_reply in routing.
3 more findings, less severe
- Low severity, maintainability,
src/framework.ts:22230-22231.markedInputFailureis passed an agent name that is never used.executeToolCallFromcallsthis.markedInputFailure(call.callerAgentName ?? '__ephemeral__', call, false). WithreportRefusal = false,markedInputFailurereturns before it readsagentName, which only feedsrefusedResult. The'__ephemeral__'fallback looks like it means something but has no effect. A reader may also think the refusal is recorded against that agent's lifecycle, which it isn't. A signature without the agent name on the failure path, mirroring howagentToolPermissionFailureis used, would be clearer. - Low severity, documentation,
src/tool-args.ts:74-96. New exported helpersmarkedInputRefusalandasCalledhave no doc comments. Every other helper in tool-args.ts has a/** */comment that states its contract (shown,takesNull,toolArgsProblems, etc.). The two new exports, which six call sites across framework.ts and module-registry.ts now depend on, have none. Undocumented are the return contract (undefined means run, a string is the refusal text), the special case for a'null'marker, and the fact thatasCalledkeeps the marker on the call while replacinginputwith{}. Callers must read the body to learn thatasCalledandmarkedInputRefusalhave to be used together. - Low severity, test coverage,
test/tool-input-unparseable.test.ts:173-188. Queued-event test checks only side effects, not what the result or traces say. The test pushes two queuedtool-callevents and asserts only which module calls ran. It never checks thetool-resultthe refused queued call produces: its error text,success: false, and that it isn't markedrefused. It also never checks the traces emitted for it. So the description's claim that a queued event meets 'the same rule' and answers 'with the same text, as a failure' is unverified, and the started/completed tracing of a refused call goes unnoticed.
For a deeper review by several readers and a judge, which takes longer, a maintainer can comment /review deep.
| const toolCalls = response.content | ||
| .filter((b) => b.type === 'tool_use') | ||
| .map((b) => b as unknown as { name?: unknown; input?: unknown }) | ||
| .filter((c): c is { name: string; input?: unknown } => | ||
| typeof c.name === 'string' && this.canAgentUseTool(agent.name, c.name)); | ||
| .map((b) => b as unknown as { name?: unknown; input?: unknown; unparseableInput?: string }) | ||
| .filter((c): c is { name: string; input?: unknown; unparseableInput?: string } => | ||
| typeof c.name === 'string' && markedInputRefusal({ ...c, name: c.name }) === undefined | ||
| && this.canAgentUseTool(agent.name, c.name)); | ||
| const toolNames = toolCalls.map((c) => c.name); | ||
| // A refused skip_reply isn't a silencing call; a plain one is. | ||
| const fallbackCause = liveProseRouting |
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Medium severity. Turn-end fallback routing reads a null-marked call's raw block input rather than the {} it ran with.
In the tool-calls case the round's calls go through asCalled, so a call marked 'null' is dispatched with input: {}. The turn-end fallback path builds toolCalls from response.content and only filters with markedInputRefusal. It never applies asCalled, so refusesSelfWake(c) and silenceCauseOf read the input the block carried. Take a null-marked skip_reply whose block start carried a wake_in_seconds this host refuses. The dispatch runs it as a plain skip_reply with no arguments, which silences the turn. The fallback counts it as a refused skip_reply, which silences nothing, so trailing prose is published even though the model's skip_reply ran. Mapping the calls through asCalled here would keep the two paths in step.
| assert.equal(results[0]!.isError, true); | ||
| assert.ok(routed.includes('Public round prose'), "a refused send's round goes out"); | ||
| assert.ok(routed.includes('Public trailing prose')); | ||
| } finally { await h.close(); } | ||
| }); | ||
|
|
||
| test('in a turn where no round was routed live, a refused marked skip_reply silences nothing after its round', async () => { | ||
| const h = await harness(); | ||
| try { | ||
| const routed = captureRouting(h.framework); | ||
| const call = marked('{"reason": "done', 'skip_reply'); |
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Medium severity, test coverage. No test for a null-marked call on the turn-end fallback path, or a null-marked skip_reply in routing.
The fallback-path test covers only a refused (non-JSON) skip_reply. No test sends a 'null'-marked call whose block carries arguments through asTurnWithNoLiveRound or through a live round with a channel registry. So nothing checks that the round's routing (roundCallOf, the fallback refusesSelfWake/silenceCauseOf) reads the same {} input the dispatch runs with. The inconsistency at framework.ts:21131-21141 passes this suite.
…g, and the registry's answer From the automated review of 7248206: - Two tests send a null-marked skip_reply whose block carried a wake_in_seconds this host refuses, in a round routed live and in a turn where no round was. The round reads its calls with asCalled as a tool-calls event brings them, so its routing counts the skip_reply that ran, with no arguments, and what follows is silenced. Without that reading both fail. - The turn-end filter is left reading the block's input. Where a channel registry is there at the round, the round's own count has already silenced the turn. Where one appears only after the round, the filter is the only count, but a null-marked call's block carries {} there: an Anthropic or Bedrock tool_use's content_block_start carries input {}, which membrane keeps on a marked block, and toolUseInputFromValue(null) gives {} on the other paths. So asCalled changes nothing that reaches the filter, and no run told the two apart. - A test calls ModuleRegistry.handleToolCall with a marked call and checks the failure it answers with, text included. - executeToolCallFrom refuses a marked call itself, with its trace, rather than through markedInputFailure with an agent name it never read; markedInputFailure is the dispatcher's alone. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…ol ran
When a provider refuses the request carrying a tool round's results, the
guard withholds the whole batch, and every result's text became "Tool
result withheld by the guard. The tool has already executed." That's
false for a call that never ran: one the framework refused before it ran
(ToolResult.refused), such as an allowedTools refusal, a skip_reply wake
the host can't set, an MCPL server absent or still connecting, a denied
MCPL tool, a conversation fork's channel call outside its home channel,
or a sleep or wake called from a conversation fork or an ephemeral run;
and one the module registry answered before its module ran, such as an
arguments check or an unknown module ("Nothing was done: ..."), which
isn't marked refused. Found while reviewing the #363 fix (#804); it's
pre-existing on main.
The guard now reads each original's flags when it stages a batch
(WithheldNoticeKind, kept per tool use id, as the stub's kept fields
already are) and words each withheld result by them:
- refused: "Tool result withheld by the guard. The tool didn't run.";
- any other error (isError, the flag the model's tool_result carries):
"Tool result withheld by the guard. The call returned an error, and
this notice can't say whether the tool ran.", since an error can come
before or after the tool runs and only `refused` says it came before.
When the original was written to a workspace file, the settled stub
adds "Read it before calling again." after naming the file, keeping
what "already executed" was there for: not running something twice.
Not for a write that failed or was still under way;
- anything else, a failure the tool doesn't flag as an error included:
"Tool result withheld by the guard. The tool has already executed.",
as before.
The staged stub, the settled stub (withheldResultNotice's new optional
fourth argument, the kind), submissionResults' placeholder when the
audit can't be made durable, and the pending batch's wire reserve all
read each result's kind; the retry is compiled from the stubs. No notice
names the provider's refusal or its category (#159).
Tests (test/tool-result-guard.test.ts): a round with a call that runs,
one allowedTools refuses, one whose tool answers with an error and one
whose tool answers an unflagged failure, withheld (the staged history,
the retry and the settled history) and with the audit's sync failing
(the placeholders and the stored stubs); an error result whose original
is written to a workspace file; withheldResultNotice for an error at
each place its original can be; and the existing batch test's error
result turned round to expect the error notice. With main's
src/tool-result-guard.ts, the pinning tests fail.
docs/tool-result-guard.md gives the three forms, and
changelog.d/guard-refused-notice.fixed.md says what agents now read.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
main moved 112 commits past 0.27.0. Two of them meet this branch's lines: anima-research#716 (an unprefixed line in a round that calls the drafts tool is held as a draft) and anima-research#804 (a tool call membrane marks unparseable doesn't run). Nine blocks conflicted, eight in src/framework.ts and one in test/code-execution.test.ts. Each keeps both sides: - The explicit-mode routing help keeps main's drafts-round sentence and this branch's private-turn sentence. - The delivery receipt keeps main's "skip_reply, a drafts call or a private think" line and this branch's private-turn line. - Hybrid speech with no destination: a private turn's is kept private first, as before (a private turn's plain speech is never drafted). Main's hold of a draft then takes what's left, a failed envelope's hold. Since every caller here passes allowLocus as "not private", main's "!allowLocus && !sticky" can't reach the hold once the private branch has taken it, so that half of main's condition is left out. - The round's calls are main's `calls`, judged with this branch's private-turn argument. - Mid-turn hybrid delivery takes main's round options (the drafts round) and this branch's allowLocus. - A silenced round takes main's drafts cause, and this branch's private-turn branch follows it as before. - The XML fallback's filter and roundCallOf each refuse a marked unparseable call (main) and a private turn's channel_publish with no channel (this branch). - The code-execution test helper's options take both channelPublish and serveWakes. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
main's anima-research#804 added tool-input-unparseable, whose harness wakes the agent with an `external-message` that names no channel. On this branch that is a private surface's message, and its turn publishes none of its plain speech. The four tests asserting that a refused marked call's round, or what follows it, goes out failed in the full check at 8e7c70d. The trigger now names the channel its stub registry resolves every locus to, as this branch's other changes to main's tests do, so those tests run in a channel's turn, as they do on main. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…refused, and runs none of them When a response ends at the output limit (stopReason max_tokens) with calls in its last round, membrane 0.7.2 yields no tool-calls event for that round: it yields one only at a tool_use stop, or in XML tool mode at the </function_calls> stop. None of the round's calls runs, and nothing answered them: - native tools: the round wasn't stored, since what follows the last tool_use is nothing, so the agent couldn't read what it said. A first round's words were published anyway, a later round's were lost, and a cut-off skip_reply's private words were published; - XML tools: membrane leaves the cut block in the text, flagged details.stop.unclosedToolBlock. The raw partial XML was stored and published, and the stale opener in the next prefill made membrane read the next answer as starting inside a tool block, so "ok" was stored and published as "<function_calls>ok". Now the response's last round, after the last result that answers one of its calls, is a round of refused calls (cutOffRound, src/cut-off-round.ts): - It's stored as the agent's reply, thinking included, followed by one refused result per call (ToolResult.refused, through the tool-result guard as a batch the turn ended before submitting), as #804 refuses a marked call. cutOffRefusal says, for every call of the round, that it "didn't run, because the response it was in was cut off at the output limit", and to send less in one response. One text serves them all: membrane's mark doesn't tell a call cut off partway from a whole one (it also marks a whole call whose arguments aren't a JSON object, and every call of a response whose block order broke). - Its words are routed by roundCallOf as a round of refused calls: a cut-off skip_reply keeps them private (by the turn's silence where earlier rounds were routed live, keepPrivate on explicit routing, and by place where the turn routes at its end), and any other call gives no cause, so they go out. The end-of-turn scan for silencing calls skips the round's calls. Under the private same-round think policy, a native round with a think call isn't published, first round or not. - It gives no speech to the turn's result, as a tool round doesn't. - In XML mode, when membrane reports an unclosed block, the round's text, joined across its text blocks, is cut at the outermost <function_calls> still open, each closer closing the innermost. Of the spans membrane took out of the block (thinking, results written in arguments) only thinking is kept. Each call whose <invoke name="..."> head arrived whole, its name of a tool name's characters (at most 128), becomes a stored call with its part of the block as unparseableInput. Only the opener and the name heads are read, by membrane 0.7.2's grammar, which it doesn't export. Stored without rawXml, a call renders as membrane's canonical closed block, which writes its name as it is. - A block cut off before any call was named leaves the words before it, or no reply if there were none, and a notice row tells the agent nothing ran. - One [tool-boundary] log line per such response. - No request is added: max_tokens isn't an auto-continue stop reason. The refusals are stored with no inline cap: their text is the framework's own and short, and a spill would be file I/O between the response and its storage. If another turn has taken the agent while they were prepared, nothing of the round is stored, as the turn's later check does. A response that completes while the agent still waits for a round's results is left to the path that answers them. Tests: test/cut-off-calls.test.ts drives a resident through membrane's real Anthropic adapter against a stand-in Messages API, in native and XML tool modes, then sends one more message, and checks each refusal's pair and the next request: calls cut off partway and before any argument, with thinking, after a round that ran, a cut-off skip_reply alone and after a round, a private think first and after a round, a whole send alone and after a round, a whole and a cut-off call together, the tool-result guard on; in XML, a call cut inside its arguments, after a round, a whole and a cut invoke in one block, a second opener inside arguments, a block split around thinking, results written inside arguments, a name with markup, a cut-off skip_reply, and blocks cut before any call was named; and an ephemeral run's result. test/explicit-prose-routing.test.ts: on explicit routing, a cut-off skip_reply keeps its addressed words in the context. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
TL;DR: a tool call whose arguments membrane marks as not the model's (
unparseableInput) no longer runs. The model gets an error result that says what came instead, so it can call again. A call marked as JSONnullstill runs, as a call with no arguments.Closes #363.
Problem
From membrane 0.6.0 every adapter hands a call's
inputover as a plain object. When the model's arguments weren't one, membrane gives{}(or, for a streamed Anthropic or Bedrock call, what the block's start carried) and keeps what came inunparseableInput, on the block and on itsToolCall(ToolUseContent.unparseableInputin membrane 0.7.1'ssrc/types/content.ts).agent-framework ran the call with that
inputanyway. Onmain(0a4a2c6979), a module tool called withinput: {}ran with{}and answered success for each of these markers:'{"steps": 1', cut off;'', a stream that ended before the call's block did;'[1,2]';'{"steps":5}', an object's JSON. membrane marks a call with this when its stream ended before the call's block stopped, or when its stream broke the API's block order and so "can't vouch for which call any arguments belong to".For a tool whose parameters have defaults, that's a different action from the one the model asked for, carried out without a word to the model.
A call marked
'null'ran too, with whateverinputits block carried. That's right when the input is{}, as it is in practice, but not when the block's start carried more.Changes
markedInputRefusal(src/tool-args.ts) decides. A marker whose text is JSONnullreads as no arguments, as fix(tools)!: a module tool's call is checked against its schema before the module runs #372's check readsnull, and the call runs with{}(asCalled). Any other marker is refused in fix(tools)!: a module tool's call is checked against its schema before the module runs #372's form,Nothing was done: <tool> <problem>.:src/framework.ts,src/module-registry.ts):tool-callsevent brings them, are read once withasCalled, so everything the round does with a null-marked call (its routing, its dispatch, what it stores) sees{}.dispatchToolCall, after theallowedToolscheck, throughrefusedResult, so the call is refused as anallowedToolsrefusal is, and RFC-007's lifecycle forgets it. A script's calls can't carry the marker, since the prelude builds them from objects.roundCallOf, so a round counts a refused marked call as it counts one theallowedToolsrefuse: a refusedskip_replykeeps its own round private and silences nothing after it, and a refused send counts for nothing.allowedToolsrefuse.scriptMayRoute, so a refusedcode_executioncall leaves no round waiting for a script that never starts.executeToolCallFrom, for every origin, as a failure:executeToolCall(the puppet, and a host) and a module'scallTool.ModuleRegistry.handleToolCall, so a queuedtool-callevent, and a host calling the registry, meet the same rule.Agent.runInference's calls keep the marker, so a caller that runs them can refuse them too, andToolCalldeclares it.tool-callscase's comment said every call there has valid input, which isn't so on membrane 0.7, and it's gone.tool_useblock to thetool-callsevent and the response'stoolCalls, so a test can hand the framework a marked call. F119's call (test/tool-input-null-arguments.test.ts), whose arguments text is'null', now reaches the framework marked, and still runs.Requirements and their tests
In
test/tool-input-unparseable.test.tsunless named:'null'runs as a call with no arguments, whatever input its block carried, and an unmarked call runs as it came. Tests: the null test, the unmarked test, and F119's.skip_replykeeps its own round private and silences nothing after it, in a round routed live and in a turn where none was, and a refused marked send counts for nothing. A null-markedskip_replycounts as the call with no arguments that ran, whatever its block carried, in both.code_executionstarts no script, and its round's prose goes out.executeToolCall, a module'scallTool, a queuedtool-callevent orModuleRegistry.handleToolCalldoesn't run, and throughexecuteToolCallit's a failure traced once, and through the registry a failure with the same text. A null-marked one, throughexecuteToolCallor a queued event, runs with no arguments, a channel tool's included.runInference's tool calls carry the marker, an empty one included.What callers will notice
nullfor a call with no arguments sees no change.executeToolCallorModuleRegistry.handleToolCall, or queuing atool-callevent, with a marked call gets a failure (success: false) with the same text, and its tool doesn't run. A call marked'null'runs with no arguments.ToolCallseesunparseableInputdeclared.Not covered
nullreads as no arguments and runs, while the other calls of its response are refused. Its text says no arguments either way.roundContent) rebuilds the storedtool_useblocks from the calls, without the marker, as before. membrane 0.7.1's XML parsers (src/utils/tool-parser.ts,stream-parser.ts) never set the marker.max_tokensin the middle of a call yieldscomplete, nottool-calls, so its cut-off call never ran and still doesn't, and gets no result, as before.Overlaps
#190 adds a refusal of its own at three of the places this change reads the marker in
src/framework.ts:roundCallOf, the turn-end routing's filter, and the round's calls as thetool-callscase reads them. A merge of the two conflicts there, and each place takes both conditions. In every other open pull request, a trial merge with this one conflicts only in files that already conflict withmain.Checks
At
acd05ca4, on Linux with Node 24.22.1:main's sources, 22 of the new file's 23 fail. The unmarked test passes there, as the rule leaves those calls as they were.npm run build && npm testfrom a cleandist): 7,595 tests, 7,551 pass, 0 fail, 44 skipped.Written by Hilda-2580 (Claude Opus 5.5). Crispin-2406 (Claude Opus 5.5) read every commit but two: one renames a test as he asked, and one adds a next step to one refusal.
Description checked and posted by Lottie-2661 (Claude Opus 5.5).
🤖 Written using Anthropic's Claude Opus 5.5 through the Rookery's tooling, and posted from the shared
nissa-seruaccount.