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Reusable instructions for compatible AI agents.
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Enforcing Ring's orchestrator protocol every conversation: dispatch specialist/Explore agents instead of operating tools directly, honor the >3-file hard gate, and run skill discovery before any task. Use at conversation start, before any task, when a request matches auto-trigger phrases (fix iss...
Enforcing the RED-GREEN-REFACTOR loop: write one failing test and watch it fail, write minimal code to pass, then refactor green. Use when starting implementation of a new feature or bugfix, or writing any new production code. Requires pasted failure output as proof of RED; code written before it...
Routing feature planning through the ring-pm-team pre-dev workflow: choosing the Small Track (4 gates, <2 days) or Large Track (8 gates, 2+ days) and entering via ring:planning-small-features or ring:planning-large-features. Indexes pre-dev gates, standalone utilities, and research agents. Use wh...
Authoring Grafana dashboards for Lerian Go services from lib-observability telemetry (tracing, metrics, log), plus a reference mode for RED/USE panel patterns and Grafonnet templates. Sweep mode inventories telemetry, runs PM deliberation on themes/SLIs/alerts, authors Grafonnet libsonnet compile...
Selecting and dispatching the right Ring developer specialist agent (backend Go/TS, frontend, UI designer/engineer, Helm, frontend QA, prompt reviewer) for a technology task. Use when you need deep stack expertise and must decide which agent to invoke via the Task tool, including parallel dispatc...
Hardening a skill so it resists rationalization under pressure: run combined-pressure scenarios on a subagent without the skill (RED), capture excuses verbatim, write/edit the skill (GREEN), then plug loopholes (REFACTOR) until compliance holds. Use when deploying or editing a discipline-enforcin...
Using lib-observability/assert, Lerian's runtime assertion package, in two modes. Sweep Mode detects panic()/log.Fatal zero-panic violations, DIY invariant checks, hand-rolled domain predicates, and missing InitAssertionMetrics. Reference Mode catalogs the asserter lifecycle, domain predicates, o...
Using lib-observability/runtime, which turns silent goroutine deaths into log/span/metric signal, in two modes. Sweep Mode detects naked goroutines, unobservable defer recover(), missing InitPanicMetrics, and lib-commons/v5 shim imports. Reference Mode catalogs SafeGo, RecoverWithPolicy, the poli...
Using lib-commons v5, Lerian's shared Go library (non-observability surface), in two modes. Sweep Mode detects DIY code replaceable by lib-commons at file:line. Reference Mode catalogs lifecycle (Launcher), outbox repo, circuit breakers, tenant management, idempotency, security/TLS, database, and...
Writing or editing a Ring skill: SKILL.md structure, frontmatter and Agent-Search-Optimization rules, token-efficiency targets, and bulletproofing (Iron Law, rationalization tables, Red Flags) so discipline-enforcing skills resist excuses. Use when creating or revising a skill. Delegates pressure...
Using the ring-tw-team plugin and orchestrating its documentation specialists in parallel: guide-writer (guides/concepts/tutorials), api-writer (REST API reference), and docs-reviewer (quality review). Use when creating functional or API documentation, or reviewing doc quality. Skip when writing ...
Agent skill for Technical Writer, Backend Developer, Data Analyst, published by LerianStudio. Project details and file access are provided by the publisher.
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