
from boshu2
Distill research and learnings into durable automation rules.
The Operationalize skill serves as a bridge between raw research/reconnaissance and durable automation. It distills rich context from finished artifacts into evidence-anchored rules using the canonical form 'When X, do Y because Z'. Each rule is then routed to the most appropriate automation shape: skills for judgment, workflows for deterministic sequences, hooks for runtime events, gates for output validation, beads for disputed investigations, or playbooks for human guidance. It ensures no rule is promoted without a counter-example check and requires stable source anchors for all claims.
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Evolve — Goal-Driven Improvement Loop
Autonomous improvement loop that selects high-value work, runs a full research-plan-implement (/rpi) cycle, validates changes, and repeats to compound repo impr
RPI — Full Lifecycle Orchestrator
Orchestrates a three-phase RPI lifecycle (discovery → implementation → validation) for autonomous agent workflows, including complexity classification, routing,
Beads BV — Graph-Aware Triage
Graph-based backlog triage using bv/br: rank priorities, find bottlenecks, and produce machine-readable recommendations for agents (robot mode).
cass Session Search
Mine past agent sessions for working prompts, decisions, rituals and recovery patterns (operational tooling).
PR Preparation & Validation
Systematically prepares pull requests by validating tests, analyzing commit patterns, and generating high-quality, structured PR bodies.