LerianStudio

Migrates Lerian Go services from .env/YAML configuration of operational knobs (log levels, feature flags, rate limits, timeouts) to the lib-systemplane runtime config client — a hot-reloadable plane using Postgres LISTEN/NOTIFY or MongoDB change streams. Wires the standard `make systemplane-ddl` migration-only provisioning pipeline (generator + manifest + drift guard) — runtime DDL is forbidden in v1.6.0+. Use when adding hot-reloadable runtime configuration or migrating from v4 systemplane (formerly lib-commons/v5/commons/systemplane). Detects deleted v4 residue (Supervisor, BundleFactory, SYSTEMPLANE_* env vars) and runtime DDL anti-patterns.

Dual-mode skill for github.com/LerianStudio/lib-systemplane, Lerian's dual-backend (Postgres LISTEN/NOTIFY or MongoDB change streams) hot-reload runtime configuration plane. Sweep Mode dispatches 7 parallel explorers to detect DIY runtime-config wiring (env reload via SIGHUP, fsnotify/viper.WatchConfig, raw pgx LISTEN, hand-rolled change-stream watchers, manual tenant-scoping, hand-built admin CRUD UIs, v4 systemplane residue + runtime DDL provisioning anti-pattern). Reference Mode catalogs the API by lifecycle (construct → register → start → read/write/subscribe → close), the migration-only provisioning artifacts (`SchemaSQL()` + `DefaultSeedSQL()` vendored via `make systemplane-ddl`), tenant-scoped overrides, the Fiber admin surface, redaction policies, and the test harness. For end-to-end migration use ring:dev-systemplane-migration. Skip for non-Go or frontend code.

Inline execution of an implementation plan task-by-task with review checkpoints. Loads a written plan, reviews it critically, executes tasks in order with verification, and hands off to finishing skills when done.

Authoring comprehensive implementation plans from a spec or requirements before touching code. Produces bite-sized, TDD-shaped tasks with exact file paths, complete code, and verifiable commands — executable by an engineer with zero context for the codebase.

Gate 8 of development cycle - dispatches 9 default specialized reviewers in parallel (code, business-logic, security, test, nil-safety, dead-code, performance, multi-tenant, lib-commons), plus up to 3 conditional stack specialists when their triggers match (lib-observability, lib-systemplane, lib-streaming). Runs at TASK cadence — reviewers see cumulative diff, not per-subtask fragments. Report-only: no automatic remediation.

Mandatory orchestrator protocol - establishes ORCHESTRATOR principle (dispatch agents, don't operate directly) and skill discovery workflow for every conversation.

Frontend development cycle orchestrator with lean gates. Loads tasks from PM team output or backend handoff and executes through Gate 0 implementation-owned checks, Gate 7 review, and Gate 8 validation.

Lean backend development cycle orchestrator with implementation-owned quality. Backend engineers own TDD, coverage, docker-compose/local runtime, and delivery verification. Task-level review stays separate; user validation closes each subtask.

Orchestrates the 6-gate development workflow for implementing tasks. Manages state, dispatches specialist agents, and enforces gate requirements.

Captures metrics and learnings from completed development cycles. Enables continuous improvement by analyzing patterns across cycles.

Controlled plan execution with human review checkpoints - loads plan, executes in batches, pauses for feedback. Supports one-go (autonomous) or batch modes.

Gate 4 of development cycle - dispatches 6 specialized reviewers (code, business-logic, security, test, nil-safety, consequences) in parallel for comprehensive code review feedback.

Guide to the dev-team skills - specialist developer agents and 6-gate development cycle. Provides backend engineers (Go/TypeScript), frontend engineers, DevOps, SRE, and QA agents.

Skill discovery workflow and agent dispatch patterns for every conversation.

Generate beautiful, self-contained HTML pages that visually explain systems, code changes, plans, and data. Use when the user asks for a diagram, architecture overview, diff review, plan review, project recap, comparison table, or any visual explanation of technical concepts. Also use proactively when you are about to render a complex ASCII table (4+ rows or 3+ columns) — present it as a styled HTML page instead.

Socratic design refinement - transforms rough ideas into validated designs through structured questioning, alternative exploration, and incremental validation.