swarm

SWARM: System-Wide Assessment of Risk in Multi-agent systems. Simulate multi-agent dynamics, test governance, study emergent risks.

Query the SWARM knowledge graph structurally — find pages, list backlinks, follow link paths, and surface related/semantic neighbors across docs, scenarios, slash commands, agents, roles, and code references. Prefer this over grep when you need *connected* answers ("what links to X", "how does X relate to Y", "what's similar to X").

Scaffold research papers from SWARM run data with auto-populated tables

Run parameter grid sweeps across SWARM scenarios and generate summary statistics

Generate publication-quality visualizations from SWARM simulation data

Execute a SWARM simulation scenario and export standardized artifacts

Perform rigorous statistical analysis on SWARM experiment data with multiple-comparison corrections

Create or update a claim card in the vault. In create mode, guides through evidence collection, confidence assessment, and boundary conditions. In update mode, adds new evidence or changes status. Triggers on "/claim", "/claim create [proposition]", "/claim update [claim-id]", "/claim status", "add a claim", "update claim evidence".

Run the full experiment lifecycle — design, sanity check, full sweep, synthesize, and claim review. Given a hypothesis, proposes sweep matrix, runs the experiment, generates artifacts, and updates the research log.

Re-run the baseline suite and compare against the last known-good run. Flags metric drift, test failures, or behavioral changes.

Query the run index and vault for experiment history. Search by tag, date, type, or claim. Returns run metadata and pointers without loading raw data.

Quick validation run before committing to a full sweep. Runs a scenario with minimal seeds/epochs, checks for crashes and metric sanity, reports go/no-go.

End-of-session ritual — summarize what changed, what was learned, update memory, commit, and push. Ensures no work is lost and the next session has full context.

Synthesize a SWARM run into vault notes. Reads run.yaml and summary.json, generates an experiment note, checks existing claims for new evidence, updates the master index. Triggers on "/synthesize", "/synthesize [run_id]", "synthesize this run", "generate notes for run".

Initialize or extend a SWARM Research OS vault. Creates directory structure, installs schema-enforced templates, generates master index, seeds starter notes, and optionally backfills run.yaml metadata for existing runs. Triggers on "/vault-init", "initialize vault", "set up research os vault", "create vault structure".

Run all vault integrity checks — schema validation, evidence provenance, wiki-links, index consistency, and claim health. Triggers on "/verify", "/verify --claims", "/verify --quick", "check vault health", "verify the vault".