# Peterbamuhigire Skills Web Dev AI Agent Tooling And Hitl > AI Agent Tooling And HITL - Skill: `tomevault-io/peterbamuhigire-skills-web-dev-ai-agent-tooling-and-hitl` (Agent Skill, multi-file: 2 files) - Install (CLI): `npx skillmds@latest add tomevault-io/peterbamuhigire-skills-web-dev-ai-agent-tooling-and-hitl` - Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/peterbamuhigire-skills-web-dev-ai-agent-tooling-and-hitl/raw - Safety review: pending (external: skill-scanner PASS, skillspector CAUTION) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: AI & ML - Author: tomevault-io (https://skillmd.com/u/tomevault-io) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/tomevault-io/peterbamuhigire-skills-web-dev-ai-agent-tooling-and-hitl --- # AI Agent Tooling And HITL Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178. ## Use When - Design tool catalogs, tool contracts, action scopes, and approval gates for agents. - Decide when an agent action requires human review, confirmation, or escalation. - Integrate agent tools with audit logs, reversibility, tenant policy, and runtime budgets. ## Do Not Use When - The work is not AI-specific or agentic-AI-specific. - A narrower retained AI parent skill fits the request better. ## Required Inputs - Product, tenant, user, data, risk, and operational context relevant to the AI workflow. - Target artifact: design, implementation plan, audit, test strategy, UX flow, commercial policy, or runbook. - Constraints from security, privacy, reliability, billing, support, and compliance stakeholders when relevant. ## Workflow 1. Read this SKILL.md first. 2. Load [references/routing.md](references/routing.md) to select the absorbed child reference that matches the task. 3. Load only the selected child reference files needed for the current request. 4. Produce execution-oriented output with assumptions, risks, evidence, and next actions where relevant. ## Quality Standards - Keep routing explicit: name which reference files were used when the work depends on absorbed material. - Preserve tenant isolation, auditability, cost controls, safety gates, and operational evidence when they matter. - Prefer concrete contracts, checklists, tables, schemas, runbooks, and decision records over broad summaries. ## Anti-Patterns - Loading every absorbed reference by default. - Treating AI-specific billing, compliance, safety, or UX concerns as generic SaaS work without checking AI failure modes. - Hiding retired skill names; old slugs must remain discoverable through [references/routing.md](references/routing.md). ## Outputs - A concrete deliverable matched to the request: architecture, implementation plan, audit, policy, runbook, UX flow, test strategy, or operating model. - The selected consolidated reference files and any assumptions, risks, evidence requirements, or follow-up actions that affect execution. ## References - [references/routing.md](references/routing.md) maps retired child skill slugs to their consolidated reference folders. ## Consolidated Child References - Load [references/routing.md](references/routing.md) to map retired AI child skill slugs to their reference modules. --- > Source: [peterbamuhigire/skills-web-dev](https://github.com/peterbamuhigire/skills-web-dev) — distributed by [TomeVault](https://tomevault.io).