Track beads as git-backed issues with persistent attribution, supporting Gas Town's bead lifecycle and convoy progress monitoring.

Continuous monitoring using Deacon/Witness patterns for agent health checks, stuck detection, and automated recovery.

Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning.

Verify all phases are complete with weighted quality scoring before allowing session exit.

Capture and persist research findings, discoveries, and decision rationale to findings.md.

Detect and recover previous planning sessions, reconstructing lost context from persistent planning files.

Create Architecture Decision Records (ADRs) documenting significant technical choices with context, options, consequences, and sequential numbering.

Complexity-based task routing with Q-Learning optimization, Agent Booster WASM fast-path, and Mixture-of-Experts model selection.

Use when starting feature work that needs isolation from current workspace or before executing implementation plans.

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs. Evidence before assertions.

Token-efficient prompt compression techniques for cost optimization

Prompt injection detection and prevention for secure LLM applications

Distributed computing skill using Ray for parallel training, hyperparameter search, and resource management.

Configure electron-updater with code signing verification, delta updates, staged rollouts, and multiple update channels for Electron applications

Automate Apple notarization with xcrun notarytool for macOS application distribution

Monitor system power state including battery, AC, sleep, and wake events

Sign Windows executables with Authenticode using signtool, supporting EV and standard certificates

Analyze and fix WPF applications for high DPI support, per-monitor DPI awareness, and scaling issues

Automated escalation path determination and workflow execution

Structured root cause analysis for incidents and problems

Probability calibration training skill for improving forecast accuracy and reducing overconfidence

PROMETHEE (Preference Ranking Organization Method for Enrichment Evaluation) skill for outranking-based multi-criteria analysis

Risk register management skill for systematic risk identification, assessment, and tracking

Sensitivity analysis skill for identifying critical inputs and understanding model behavior under uncertainty

Stakeholder preference elicitation skill for structured value and weight gathering

Analyze pivot decisions with evidence-based frameworks

Automated account reconciliation skill with matching algorithms and exception handling

Macroeconomic indicator monitoring and analysis skill with trend identification and forecasting

Automated intercompany transaction identification and elimination skill for consolidated reporting

XBRL financial statement tagging and SEC filing preparation skill

Design, administer, and analyze 360-degree feedback surveys for leadership development

Manage benefits enrollment and administration workflows including elections, life events, open enrollment, and compliance tracking

Ensure compliance with employment laws and regulations across jurisdictions

Semantic similarity computation for content relationships and intelligent discovery

Manage corporate policy lifecycle from drafting through compliance

Multi-dimensional inventory classification skill combining value (ABC) and demand variability (XYZ) analysis for differentiated policies

International shipping terms validation and documentation skill ensuring trade compliance

Real-time shipment monitoring and exception management skill with proactive alerting and customer communication

Discrete event simulation skill for warehouse design validation and capacity planning

System bottleneck identification and exploitation skill with throughput analysis and five focusing steps implementation

Critical Chain Project Management (CCPM) skill with buffer management and resource leveling

Drum-Buffer-Rope scheduling skill for constraint-based production pacing with buffer management

Failure Mode and Effects Analysis facilitation skill for products and processes with risk prioritization and control implementation

Pull-based production control system design skill with WIP limits, replenishment triggers, and visual management boards

Production scheduling optimization skill with constraint handling, changeover minimization, and due date management

Sales and Operations Planning process facilitation skill with demand-supply balancing and cross-functional alignment

Standardized work procedure documentation skill with time observations, work sequence analysis, and visual work instructions

TOC financial metrics skill for throughput, inventory, and operating expense analysis with decision support

Total Quality Management program development skill with culture assessment and deployment planning

Operational workflow automation skill with task sequencing, approval routing, and exception handling