Close all live ACP sessions on interpreter shutdown.

Build Aider CLI command for a sanity fix invocation. All .py files in workspace are editable; GUIDANCE.md, EXPERIMENT_PLAN.yaml, and

Detect NaN/Inf in metrics and extract stderr warnings from sandbox run. Returns a formatted string describing all runtime issues, or empty string

Generate a directory tree string showing the actual file layout.

S11 CODE_GENERATION — delegates to the refactored codegen package. The full implementation lives in ``researchclaw.pipeline.codegen``, struct

Search for reusable codebases based on the experiment plan. Reads exp_plan.yaml, asks LLM to identify relevant GitHub repos or papers-with-co

S15 ITERATIVE_REFINE — delegates to the refactored iterative_refine package. The full implementation uses a claw-code agentic turn loop to analyz

Summarize experiment findings into the shared knowledge base. Reads analysis, decision, and experiment plan, then produces a structured knowl

Stage 4: Collect literature — prefer real APIs, fallback to LLM.

S12 SANITY_CHECK — delegates to the refactored sanity_check package. The full implementation uses a claw-code agentic turn loop to run smoke

Extract repo directory names from codebase_candidates.json that S10 marked as relevant. Returns None (= copy all) if no candidates have relevance

Check if the detected domain is ML/AI.

Probe a single endpoint. Returns (name, reachable, latency_ms).

Reset circuit breaker state (for tests).

Shorten a condition label for tick marks (e.g. 'spectral_adaptive_manipulation' → 'Spectral Adapt. Manip.').

Make a single PRM judge call and parse the score.

Convert $$...$$ to \\begin{equation}...\\end{equation}.

Return a hard constraint instruction that anchors paper content to the topic. Prevents the common LLM failure mode of drifting off-topic or p

Programmatically fix UnboundLocalError patterns. For each variable assigned only inside an if-branch but used later, insert ``var = None`` be

Check if Google Scholar is reachable (cached).

True when an API key is configured.

Batch fetch paper details via POST /graph/v1/paper/batch. Accepts S2 paper IDs, arXiv IDs (prefixed ``ARXIV:``), or DOIs. Returns parsed pape