Return True if a saved checkpoint is available.

Factory that reads configuration from settings when kwargs are not provided. Args: backend: Override for settings.llm_backend.

Execute the tool. Returns a string result for LLM consumption.

Install the seed skills from the SeedSkills repository on GitHub.

Run a complete research session from an InputSpec.

Search for a counterexample to lemma_id.

Write run metadata to disk so sessions survive server restarts.

Convert raw Prover output to clean LaTeX-compatible proof body. Strips: - The "Proof Strategy / Goals" preamble section (before the f

Convert Pydantic models and datetimes into JSON-safe data.

Answer a question about the paper with multi-turn context. Args: question: Current user question. latex: Full LaTeX s

Check if a skill exists on ClawHub, and install it if found. Args: skillname: The skill slug to look up and install (e.g. "steipete/

Populate state.assembled_proof.

Build a MetaOrchestrator with all heavy dependencies mocked out.

Delete the checkpoint file (called after a successful resume completes).

Fallback: ideation produced no directions — ask the user to supply one. If ``brief.conjecture`` is set (prove mode), it is shown as the defau

Sync writer bus latex → <run.output_dir>/paper.tex. Returns (changed, latex). Writes paper.tex only if bus latex differs from the on-disk cop

Execute the given task. Must return an AgentResult.