LLM Kosh

Build normalized sessions, episodes, and cited candidates from JSONL evidence.

List authorized normalized source sessions.

Creates a highly focused context pack for a specific task. Includes private and sensitive information.

Returns a structural map of the knowledge base projects and active concepts.

Verifies the cryptographic ledger of the Cartridge.

Fetches all context and active decisions for a specific project.

Converts a local file (e.g. PDF, DOCX, XLSX, PPTX, PNG, WAV) to structured markdown using the MarkItDown converter and ingests it into the cartridge.

Verify a question against local temporal/causal evidence. This is read-only. The returned JSON report can include supporting facts, causal paths, contradictions, inferred-but-not-discovered relationships, missing evidence, stability information, and an explicit abstention state. It does not consult the internet, seed demo data, write or mutate memory, export private context, or make an imported source trustworthy.

Lists the current items pending in the intake queue.

Run the Lyapunov critic on a specific list of fact IDs. Returns stability score, status, and per-dimension breakdown.

Enumerate all causal paths between two known facts. Returns the fiber bundle for that specific pair.

Add a bounded atomic fact to the Temporal Causal Reasoning Graph. This is a write operation and requires --allow-write. documented_at and valid_from are ISO 8601 datetime strings. causal_edges: JSON array of {"target_id": str, "edge_type": str, "confidence": float}. Returns the new fact_id.

Query the Temporal Causal Reasoning Graph. By default returns a human-readable causal narrative (narrative=True). Set narrative=False to get raw JSON with full fiber bundle details. temporal_context: ISO 8601 datetime or Unix timestamp string (omit for now).

Search the Cartridge Knowledge Base for memories, decisions, and files.

Submits a MEMORY_RECEIPT.md formatted string to the intake queue. Does not apply it directly; it must be reviewed and applied.

List unresolved authorized Trusted Memory conflicts.

Explain one authorized memory with evidence and admission history.

List authorized candidate and quarantined Trusted Memory items.

Propose governed memory. Requires MCP write capability. If ``evidence_id`` is omitted, the proposal is persisted as an ``agent_observation``. Agents cannot self-label new MCP evidence as ``user_direct``. To preserve a stronger or different source type, register evidence first and pass its existing id.

Recall governed memory with admission and lifecycle policy enforced.

Explicitly approve, quarantine, reject, or supersede governed memory. Requires the existing MCP mutate capability. Conflict resolution is never inferred from a generic approval.