tomevault-io AI Agent Observability Evaluation
Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.
Use When
- Design agent evals, task-success metrics, traces, replay, evidence capture, and regression gates.
- Instrument agent runs with events, step logs, artifacts, and customer-visible status.
- Turn agent execution evidence into QA, audit, incident, or product-quality signals.
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
- Read this SKILL.md first.
- Load references/routing.md to select the absorbed child reference that matches the task.
- Load only the selected child reference files needed for the current request.
- 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.
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 maps retired child skill slugs to their consolidated reference folders.
Consolidated Child References
- Load references/routing.md to map retired AI child skill slugs to their reference modules.
Source: peterbamuhigire/skills-web-dev — distributed by TomeVault.