How I work with agentic AI: personal patterns, homelab infra (vLLM, Ollama, Grafana Alloy, LibreChat), project scaffolding. Not best practices - what I run.
Agent
Backend/API/business-logic bug fixer. Server-side code, data flow, algorithms, error handling, request/response logic. Use for bugs in application logic, API endpoints, computation, validation, and service behavior.
Agent
Database/data-layer bug fixer. SQL, schema, migrations, ORM queries, transactions, indexing, data integrity, connection handling. Use for bugs involving queries, migrations, data models, or persistence.
Agent
Documentation bug fixer. README/docstrings/comments, wrong or stale docs, broken examples, inaccurate instructions, doc-vs-code divergence. Use for bugs where the documentation is wrong, misleading, or out of date.
Agent
Infrastructure/deploy bug fixer. Dockerfiles, docker-compose, CI/CD workflows, deploy scripts, env/config, ports, healthchecks. Use for bugs in build, containerization, pipelines, or deployment configuration.
Agent
Active triager — normalizes a raw bug issue into a fix-ready L1 problem or rejects it. First pass on every bug-labeled issue; re-entered on harness kick-back with the failed attempt as evidence. Never fixes, never localizes on first pass.
Agent
Frontend/UI bug fixer. Components, rendering, state, events, layout/CSS, accessibility, client-side logic. Use for bugs in the user interface, display, interaction, or frontend behavior.
Agent
Deep-reasoning advisor for hard sub-decisions — architecture choices, tricky bug diagnosis, ambiguous specs, risky trade-offs. Consulted by the sonnet-tier executor subagents (planner/implementer/reviewer) via Agent(advisor) when they hit something needing opus-level reasoning. Read-only; returns guidance, does not…
Agent
Documentation writer — docstrings, code comments, README/CHANGELOG, and scaffolding new ADR/RFC/recipe docs. Keeps docs honest and the strict docs build green. Bounded utility executor.
Agent
Autonomous implementer for server/API and frontend code — writes and edits code to satisfy a plan or spec, runs the right local validation, keeps changes tight. Consults the advisor for hard design/bug forks; runs secrets-scan before proposing a commit. Never pushes without approval.
Agent
Strategic planner — decompose a task into a concrete ordered plan, surface the critical files, and freeze the contracts/interfaces before implementation. Use before non-trivial multi-step work. Consults the advisor for hard architectural forks. Read-only.
Agent
Ruthless code reviewer — reviews a diff for correctness bugs, security issues, and rule violations, returns structured findings by severity. Read-only, does not fix. Consults the advisor to confirm a subtle finding; runs secrets-scan over the diff.
Agent
Bounded test writer/runner — writes focused unit/integration tests (including the failing repro for a bug), runs the right test target, reports pass/fail. Mechanical executor; escalates blockers back to its caller, not to an advisor.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: