start_handoff
Start a sequential delegation handoff from a delegation-eligible intent plan
complete_handoff
Complete a sequential delegation handoff and record verification outcomes
describe_reliability_entity
Get the definition and state of a business entity (Customer, Revenue, Funnel). Aliased to describe_semantic_entity.
get_reliability_rules
Retrieve active prevention rules and success patterns. Aliased to prevention_rules.
capture_memory_feedback
Capture success/failure feedback to harden future workflows. Aliased to capture_feedback.
bootstrap_internal_agent
Normalize a GitHub/Slack/Linear trigger into startup context, construct a recall pack, prepare a git worktree sandbox, and emit an execution plus reviewer-lane plan.
prevention_rules
Generate prevention rules from repeated mistake patterns
export_dpo_pairs
Export DPO preference pairs from local memory log
export_databricks_bundle
Export RLHF logs and proof artifacts as a Databricks-ready analytics bundle
construct_context_pack
Construct a bounded context pack from contextfs
evaluate_context_pack
Record evaluation outcome for a context pack
context_provenance
Get recent context/provenance events
generate_skill
Auto-generate Claude skills from repeated feedback patterns. Clusters failure patterns by tags and produces SKILL.md files with DO/INSTEAD rules.
recall
Recall relevant past feedback, memories, and prevention rules for the current task. Call this at the start of any task to inject past learnings into the conversation.
satisfy_gate
Satisfy a gate condition (e.g., after checking PR threads). Evidence is stored with a 5-minute TTL.
gate_stats
Get gate enforcement statistics -- blocked count, warned count, top gates
dashboard
Get full RLHF dashboard -- approval rate, gate stats, prevention impact, system health
commerce_recall
Recall past feedback filtered by commerce categories (product_recommendation, brand_compliance, sizing, pricing, regulatory). Returns quality scores alongside memories for agentic commerce agents.
get_business_metrics
Retrieve high-level business metrics (Revenue, Conversion, Customers) from the Semantic Layer.
describe_semantic_entity
Get the canonical definition and state of a business entity (Customer, Revenue, Funnel).
estimate_uncertainty
Estimate Bayesian uncertainty for a set of tags based on past feedback.
session_handoff
Write a session handoff primer that auto-captures git state (branch, last 5 commits, modified files), last completed task, next step, and blockers. The next session reads this automatically for seamless context continuity.
session_primer
Read the most recent session handoff primer to restore context from the previous session. Call at session start.