River-181/harness-engineering-skills

agent-loop

Use when designing AI Agent product capabilities, competition judging evidence, or production agent safety. Creates judgment → action → verification/improvement loops with retrieval, rule checks, approval, logging, and feedback.

원문 언어: 영어

architecture

Use after PRD/domain model and before implementation. Designs system architecture, component boundaries, dataflow, integration points, security boundaries, logging, audit, failure handling, and demo-vs-production separation.

원문 언어: 영어

code-rules

Use before asking coding agents to implement features, especially when outputs must converge across Claude, Codex, Gemini, or human maintainers. Creates deterministic code-generation rules for naming, imports, exports, folders, APIs, UI states, tests, lint…

원문 언어: 영어

cps-framing

Use when the team needs a clear why, strategic narrative, problem definition, or scope boundary before PRD or implementation. Frames a product or feature using Context → Problem → Solution.

원문 언어: 영어

ddbm-business-model

Use before CPS, PRD, pitch, or competition submission when a product needs a sharp data-driven business model. Creates the 11-block DDBM canvas, data asset assumptions, risk linkage, cost/revenue model, and judge-facing business thesis.

원문 언어: 영어

demo-handoff

Use before presentation, judging, client delivery, sprint closeout, or team handoff. Prepares final demo script, runbook, handoff document, known limitations, change history, maintainer notes, and submission-readiness package.

원문 언어: 영어

domain-model

Use before architecture, database design, code generation, or AI Agent implementation. Builds an implementation-ready domain model with entities, relationships, states, transitions, events, permissions, and audit relationships.

원문 언어: 영어

eval-design

Use when a project needs proof that agent outputs remain useful, grounded, safe, and maintainable over time. Creates organization-specific evals: golden cases, rubrics, failure modes, regression schedule, cross-agent normal-form comparison, and safety gates.

원문 언어: 영어

init-project

Use at the start of a product, AI Agent, MVP, or enterprise delivery repo, or when a repo lacks harness.yaml, docs, rules, evals, and CLAUDE.md project memory. Creates a complete local harness scaffold.

원문 언어: 영어

intake-log

Use before CPS, PRD, or implementation when raw transcripts, notes, client conversations, brainstorms, or vague requirements need normalization. Converts them into source logs, meeting logs, explicit/implied requirements, decisions, open questions, and build…

원문 언어: 영어

jb-finai-adapter

Use for JB금융그룹 Fin:AI 본선/예선 work or similar financial AI Agent competitions. Aligns a financial AI Agent MVP, proposal, feature specification, demo flow, change log, and risk controls to judging criteria.

원문 언어: 영어

prd-spec

Use when moving from framing to buildable scope. Creates PRD, MVP proposal, and implementation-ready feature specs traced to CPS, users, scenarios, acceptance criteria, demoability, and risk controls.

원문 언어: 영어

principles-definitions

Use when terms drift, the team needs non-negotiables, or downstream docs/code need consistent names. Defines enforceable project principles, canonical vocabulary, anti-synonyms, and concept hierarchy.

원문 언어: 영어

risk-compliance

Use for regulated, financial, customer-facing, enterprise, or high-risk workflows that need reviewable engineering controls. Creates operational risk, privacy, security, compliance, approval, audit, copyright, hallucination, explainability, and responsibility…

원문 언어: 영어

route

Use when the user asks what to do next, gives messy product/enterprise AI/FDE/MVP/agent-delivery requirements, asks for a harness, or requests implementation before discovery artifacts exist. Routes the request into the right Harness Engineering lifecycle…

원문 언어: 영어

skillpack-maintainer

Use when maintaining or releasing the Harness Engineering Skill Pack itself. Adds skills, tunes trigger descriptions, shrinks or expands playbooks, adds templates/evals, updates scripts, runs audits, and prepares release notes.

원문 언어: 영어

surface-map

Use when a vague product may require multiple apps, consoles, portals, dashboards, APIs, actors, permissions, or action boundaries. Decomposes a product into user-facing and operator-facing software surfaces by actor, job, permission, data access, action…

원문 언어: 영어

validate-harness

Use before implementation, submission, demo, handoff, or public release. Validates the current project harness for required files, sections, placeholders, traceability, gates, risk disclosures, and readiness.

원문 언어: 영어