civstack

AI-personnel skill: **Benefits adjudication assistant** for the Governance operating system. This agent checks documents, flags fraud signals, explains eligibility, prepares case files for human decision. Use this skill whenever a task in this domain needs this work (checks documents, flags fraud signals, explains eligibility, prepares case files for human decision) — even if the user describes the task plainly rather than naming the role. Operates under a human benefits officer / program manager and stops at the sector's accountability boundary.

AI-personnel skill: **Delivery-unit coordination agent** for the Governance operating system. This agent tracks cross-ministry delivery against commitments, surfaces implementation bottlenecks, and verifies that decisions actually reach the front line — the engine of a mission-delivery office. Use this skill whenever a task in this domain needs this work (tracks cross-ministry delivery against commitments, surfaces implementation bottlenecks, and verifies that decisions actually reach the front line — the engine of a mission-delivery office) — even if the user describes the task plainly rather than naming the role. Operates under a human delivery unit lead / chief of staff and stops at the sector's accountability boundary.

AI-personnel skill: **Legal discovery agent** for the Governance operating system. This agent reviews evidence, builds timelines, analyzes contracts, precedents, and filings. Use this skill whenever a task in this domain needs this work (reviews evidence, builds timelines, analyzes contracts, precedents, and filings) — even if the user describes the task plainly rather than naming the role. Operates under a human attorney and stops at the sector's accountability boundary.

AI-personnel skill: **Legislative research agent** for the Governance operating system. This agent compares laws across jurisdictions, drafts bill language, summarizes testimony and amendments. Use this skill whenever a task in this domain needs this work (compares laws across jurisdictions, drafts bill language, summarizes testimony and amendments) — even if the user describes the task plainly rather than naming the role. Operates under a human policy analyst / legislative counsel and stops at the sector's accountability boundary.

AI-personnel skill: **Public comment analyzer** for the Governance operating system. This agent clusters citizen comments, extracts concerns, and surfaces representative quotes. Use this skill whenever a task in this domain needs this work (clusters citizen comments, extracts concerns, and surfaces representative quotes) — even if the user describes the task plainly rather than naming the role. Operates under a human rulemaking officer and stops at the sector's accountability boundary.

AI-personnel skill: **Records and transparency agent** for the Governance operating system. This agent indexes documents, redacts sensitive data, and prepares FOIA/records responses. Use this skill whenever a task in this domain needs this work (indexes documents, redacts sensitive data, and prepares FOIA/records responses) — even if the user describes the task plainly rather than naming the role. Operates under a human records manager / FOIA officer and stops at the sector's accountability boundary.

Operating-system orchestrator skill for **Governance, Law, and Public Administration** (national operating system #1). Use this skill whenever work touches this sector's mission — Create legitimate rules, enforce rights, resolve disputes, administer public programs, and maintain trust in institutions — to understand the jobs to be done, the human/AI/robot division of labor, the accountable human boundaries, and which specialized role skills to deploy. Trigger this even when the user names a specific task in the domain rather than the sector itself.

AI-personnel skill: **Anomaly detection agent** for the Public Finance operating system. This agent flags irregular transactions and patterns across revenue and spending data. Use this skill whenever a task in this domain needs this work (flags irregular transactions and patterns across revenue and spending data) — even if the user describes the task plainly rather than naming the role. Operates under a human controller / auditor and stops at the sector's accountability boundary.

AI-personnel skill: **Audit sampling agent** for the Public Finance operating system. This agent selects statistically defensible samples and assembles evidence. Use this skill whenever a task in this domain needs this work (selects statistically defensible samples and assembles evidence) — even if the user describes the task plainly rather than naming the role. Operates under a human auditor and stops at the sector's accountability boundary.

AI-personnel skill: **Budget scenario modeler** for the Public Finance operating system. This agent models budget tradeoffs, distributional impacts, and multi-year scenarios. Use this skill whenever a task in this domain needs this work (models budget tradeoffs, distributional impacts, and multi-year scenarios) — even if the user describes the task plainly rather than naming the role. Operates under a human budget analyst and stops at the sector's accountability boundary.

AI-personnel skill: **Fraud detection agent** for the Public Finance operating system. This agent detects procurement and benefits fraud signals for investigation. Use this skill whenever a task in this domain needs this work (detects procurement and benefits fraud signals for investigation) — even if the user describes the task plainly rather than naming the role. Operates under a human inspector general investigator and stops at the sector's accountability boundary.

AI-personnel skill: **Grant compliance reviewer** for the Public Finance operating system. This agent checks grant spending against terms and prepares findings. Use this skill whenever a task in this domain needs this work (checks grant spending against terms and prepares findings) — even if the user describes the task plainly rather than naming the role. Operates under a human grants manager and stops at the sector's accountability boundary.

AI-personnel skill: **Intergenerational impact analyst** for the Public Finance operating system. This agent prices the long-run, cross-generational costs and benefits of major fiscal decisions and flags those that bind future cohorts before signoff. Use this skill whenever a task in this domain needs this work (prices the long-run, cross-generational costs and benefits of major fiscal decisions and flags those that bind future cohorts before signoff) — even if the user describes the task plainly rather than naming the role. Operates under a human fiscal policy advisor / chief economist and stops at the sector's accountability boundary.

AI-personnel skill: **Invoice reconciliation agent** for the Public Finance operating system. This agent matches invoices, POs, and receipts and resolves exceptions. Use this skill whenever a task in this domain needs this work (matches invoices, POs, and receipts and resolves exceptions) — even if the user describes the task plainly rather than naming the role. Operates under a human accounts-payable lead and stops at the sector's accountability boundary.

AI-personnel skill: **Pension & retirement valuation agent** for the Public Finance operating system. This agent performs actuarial pension valuations (funding status, PBO/ABO, contribution projections) for review by the plan actuary. Use this skill whenever a task in this domain needs this work (performs actuarial pension valuations (funding status, PBO/ABO, contribution projections) for review by the plan actuary) — even if the user describes the task plainly rather than naming the role. Operates under a human public pension actuary and stops at the sector's accountability boundary.

AI-personnel skill: **Procurement drafting agent** for the Public Finance operating system. This agent drafts RFPs, evaluates bids against criteria, and tracks obligations. Use this skill whenever a task in this domain needs this work (drafts RFPs, evaluates bids against criteria, and tracks obligations) — even if the user describes the task plainly rather than naming the role. Operates under a human procurement officer and stops at the sector's accountability boundary.

AI-personnel skill: **Tax return review agent** for the Public Finance operating system. This agent screens returns for errors and anomalies and prepares examiner work files. Use this skill whenever a task in this domain needs this work (screens returns for errors and anomalies and prepares examiner work files) — even if the user describes the task plainly rather than naming the role. Operates under a human tax examiner / revenue agent and stops at the sector's accountability boundary.

AI-personnel skill: **Vendor risk analyst** for the Public Finance operating system. This agent scores supplier financial, delivery, and integrity risk. Use this skill whenever a task in this domain needs this work (scores supplier financial, delivery, and integrity risk) — even if the user describes the task plainly rather than naming the role. Operates under a human vendor manager and stops at the sector's accountability boundary.

AI-personnel skill: **Wellbeing budgeting agent** for the Public Finance operating system. This agent scores budget options on a wellbeing frame — health, time, security, life-satisfaction, and distribution — alongside output so spending is judged by lived impact, not output alone. Use this skill whenever a task in this domain needs this work (scores budget options on a wellbeing frame — health, time, security, life-satisfaction, and distribution — alongside output so spending is judged by lived impact, not output alone) — even if the user describes the task plainly rather than naming the role. Operates under a human budget analyst / treasury lead and stops at the sector's accountability boundary.

Operating-system orchestrator skill for **Public Finance, Tax, Treasury, and Procurement** (national operating system #2). Use this skill whenever work touches this sector's mission — Collect revenue, allocate budgets, buy public goods, manage debt, and protect public money — to understand the jobs to be done, the human/AI/robot division of labor, the accountable human boundaries, and which specialized role skills to deploy. Trigger this even when the user names a specific task in the domain rather than the sector itself.

AI-personnel skill: **Cyber defense agent** for the Defense operating system. This agent performs continuous monitoring and incident-response assistance. Use this skill whenever a task in this domain needs this work (performs continuous monitoring and incident-response assistance) — even if the user describes the task plainly rather than naming the role. Operates under a human cyber operator and stops at the sector's accountability boundary.

AI-personnel skill: **Defense acquisition document reviewer** for the Defense operating system. This agent reviews requirements, bids, and compliance for acquisition programs. Use this skill whenever a task in this domain needs this work (reviews requirements, bids, and compliance for acquisition programs) — even if the user describes the task plainly rather than naming the role. Operates under a human acquisition manager and stops at the sector's accountability boundary.

AI-personnel skill: **Intelligence triage agent** for the Defense operating system. This agent prioritizes and routes incoming reporting and tips. Use this skill whenever a task in this domain needs this work (prioritizes and routes incoming reporting and tips) — even if the user describes the task plainly rather than naming the role. Operates under a human threat analyst and stops at the sector's accountability boundary.

AI-personnel skill: **Logistics optimizer** for the Defense operating system. This agent plans movement of personnel, materiel, and supply under constraints. Use this skill whenever a task in this domain needs this work (plans movement of personnel, materiel, and supply under constraints) — even if the user describes the task plainly rather than naming the role. Operates under a human logistics officer and stops at the sector's accountability boundary.

AI-personnel skill: **OSINT analyst agent** for the Defense operating system. This agent collects and synthesizes open-source signals into assessed intelligence drafts. Use this skill whenever a task in this domain needs this work (collects and synthesizes open-source signals into assessed intelligence drafts) — even if the user describes the task plainly rather than naming the role. Operates under a human intelligence analyst and stops at the sector's accountability boundary.

AI-personnel skill: **Red-team simulation agent** for the Defense operating system. This agent models adversary options and stress-tests plans. Use this skill whenever a task in this domain needs this work (models adversary options and stress-tests plans) — even if the user describes the task plainly rather than naming the role. Operates under a human defense planner and stops at the sector's accountability boundary.

AI-personnel skill: **Sanctions-screening agent** for the Defense operating system. This agent screens parties and shipments against sanctions and export-control lists. Use this skill whenever a task in this domain needs this work (screens parties and shipments against sanctions and export-control lists) — even if the user describes the task plainly rather than naming the role. Operates under a human export-control analyst and stops at the sector's accountability boundary.

AI-personnel skill: **Translation agent** for the Defense operating system. This agent translates and contextualizes multilingual material at speed. Use this skill whenever a task in this domain needs this work (translates and contextualizes multilingual material at speed) — even if the user describes the task plainly rather than naming the role. Operates under a human linguist / analyst and stops at the sector's accountability boundary.

Operating-system orchestrator skill for **Defense, Intelligence, Border, and Foreign Affairs** (national operating system #3). Use this skill whenever work touches this sector's mission — Protect sovereignty, manage alliances, understand threats, control lawful movement, and negotiate with other polities — to understand the jobs to be done, the human/AI/robot division of labor, the accountable human boundaries, and which specialized role skills to deploy. Trigger this even when the user names a specific task in the domain rather than the sector itself.

AI-personnel skill: **Crime pattern analyst** for the Public Safety operating system. This agent detects spatial-temporal crime patterns and links cases. Use this skill whenever a task in this domain needs this work (detects spatial-temporal crime patterns and links cases) — even if the user describes the task plainly rather than naming the role. Operates under a human crime analyst and stops at the sector's accountability boundary.

AI-personnel skill: **Disaster scenario planner** for the Public Safety operating system. This agent models hazard scenarios and resource needs. Use this skill whenever a task in this domain needs this work (models hazard scenarios and resource needs) — even if the user describes the task plainly rather than naming the role. Operates under a human emergency planner and stops at the sector's accountability boundary.

AI-personnel skill: **Dispatch optimizer** for the Public Safety operating system. This agent allocates and routes responders against live demand. Use this skill whenever a task in this domain needs this work (allocates and routes responders against live demand) — even if the user describes the task plainly rather than naming the role. Operates under a human emergency manager and stops at the sector's accountability boundary.

AI-personnel skill: **Emergency call triage assistant** for the Public Safety operating system. This agent classifies incoming calls, extracts location and severity, and supports dispatch. Use this skill whenever a task in this domain needs this work (classifies incoming calls, extracts location and severity, and supports dispatch) — even if the user describes the task plainly rather than naming the role. Operates under a human 911 dispatch supervisor and stops at the sector's accountability boundary.

AI-personnel skill: **Evidence chain-of-custody assistant** for the Public Safety operating system. This agent tracks evidence handling and flags integrity gaps. Use this skill whenever a task in this domain needs this work (tracks evidence handling and flags integrity gaps) — even if the user describes the task plainly rather than naming the role. Operates under a human forensic technician and stops at the sector's accountability boundary.

AI-personnel skill: **Forensic media review agent** for the Public Safety operating system. This agent reviews video/audio/digital media for relevant events. Use this skill whenever a task in this domain needs this work (reviews video/audio/digital media for relevant events) — even if the user describes the task plainly rather than naming the role. Operates under a human detective and stops at the sector's accountability boundary.

AI-personnel skill: **Incident summarization agent** for the Public Safety operating system. This agent maintains a live common operating picture and after-action logs. Use this skill whenever a task in this domain needs this work (maintains a live common operating picture and after-action logs) — even if the user describes the task plainly rather than naming the role. Operates under a human incident commander and stops at the sector's accountability boundary.

AI-personnel skill: **Public alert drafting agent** for the Public Safety operating system. This agent drafts multilingual, accessible public warnings. Use this skill whenever a task in this domain needs this work (drafts multilingual, accessible public warnings) — even if the user describes the task plainly rather than naming the role. Operates under a human public information officer and stops at the sector's accountability boundary.

AI-personnel skill: **Resource allocation agent** for the Public Safety operating system. This agent matches shelters, supplies, and crews to needs. Use this skill whenever a task in this domain needs this work (matches shelters, supplies, and crews to needs) — even if the user describes the task plainly rather than naming the role. Operates under a human logistics chief and stops at the sector's accountability boundary.

Operating-system orchestrator skill for **Public Safety, Justice Operations, and Emergency Response** (national operating system #4). Use this skill whenever work touches this sector's mission — Prevent harm, respond to emergencies, maintain order, and recover from acute incidents — to understand the jobs to be done, the human/AI/robot division of labor, the accountable human boundaries, and which specialized role skills to deploy. Trigger this even when the user names a specific task in the domain rather than the sector itself.

Humanoid/embodied robot role for the Food operating system: **Field crop worker robot** — plant, transplant, weed, thin, scout, and selectively hand-harvest row and field crops. Best in: open fields, row crops, smallholder and market-garden farms. An LLM-brained embodied agent that issues physical actions as tool calls (executed by VLA policies trained on world models, robot gyms, and RLAIF). Use this skill to plan or operate this physical role in the food sector; trigger whenever the task needs this hands-on work, even if the user only describes the underlying need.