Validate repository state against the active project profile and constraint manifest. Use before finalizing edits, before commits, or when diagnosing forbidden patterns, protected-branch state, build-policy drift, or instruction compliance.
Look up current official library or framework documentation through Context7. Use when an API, version, option, migration, or behavior may have changed or when implementation depends on precise upstream documentation.
Add or change project dependencies through the repository-owned dependency workflow. Use for Poetry dependencies, CMake/CPM native dependencies, hybrid dependency changes, version constraints, or dependency-policy troubleshooting.
Design, implement, review, or troubleshoot secure host-side deployment of a service using an approved data or www root, immutable release artefacts, restricted SSH or host helpers, atomic activation, runtime services, health gates, rollback, retention, reverse proxy, TLS, DNS, firewall, and production evidence. Use…
Design or review GPU-aware CI for CUDA builds, tests, caches, containers, and Python wheels. Use when hardware targets include CUDA, distribution uses wheels, or CI needs GPU runner gating, multi-architecture coverage, or manylinux validation.
Initialize an agent session, resolve the project profile, audit required capabilities, and emit the deterministic constraint manifest. Use at the start of repository work or whenever profile, branch, roadmap, or capability state changes.
Apply behavioral guardrails for non-trivial coding, debugging, review, refactoring, or architecture work. Use to keep changes simple, evidence-driven, scoped, explicit about uncertainty, and verified against observable success criteria.
Locate symbols, references, dependencies, inheritance, and call relationships in Python or C++ repositories. Use for codebase orientation, impact analysis, dependency tracing, or finding the smallest safe edit surface.
Run the repository-owned profile-aware quality gate before commit or handoff. Use after edits to format, lint, type-check, test, scan forbidden patterns, and validate the active Python, C++/CUDA, or hybrid project.
Diagnose, repair, or verify the repository's pyenv and Poetry environment. Use when Python selection, in-project virtual environments, Poetry installation, package sources, or environment isolation is missing or inconsistent.
Create, inspect, update, validate, hand off, or complete dependency-aware multi-session roadmaps. Use when work spans phases or sessions, has explicit dependencies, or requires durable execution state and invariant tracking.
Design, implement, review, or troubleshoot GitHub Actions CI/CD and hosted or self-hosted runners for service validation, immutable artefact builds, auto-deployment, auto-release, provenance, protected environments, concurrency, rollback, and release evidence. Use for workflow YAML, CI matrices, deployment or…
AGENTS.md instructions for AilvenLIU/agent-foundry, covering agent foundry: agent operating constraints, about this file, purpose, architecture and mandatory cross-agent contract.
Claude Code instructions for AilvenLIU/agent-foundry, covering claude code instructions for this repository, critical: session initialization, platform and repository policy, project type decision table and bundled behavioural skill.