3MagicLabs

borromeanrings-research

borromeanRings enhanced web research — steer THIS agent's OWN search (WebSearch/ browse) to be exhaustive and trustworthy: many query mutations, multiple engines + Google dorking + platform/social/specialized sources, beyond the top results into a result graph, synthesis across everything, citation verification (fail-closed), full user visibility + steering — inside a declared budget, working state on disk, not in context. Use for thorough online research with agency + visibility.

borromeanrings-status

Report THIS project's borromeanRings governance status — is it governed, is enforcement actually on (hooks wired vs. silently disabled), what did the last gate run say, and — the part a green verdict hides — how many of those checks inspected NOTHING. Single-project only; it never scans the user's other projects. Use when the user asks "check my borromeanRings status", "is borromeanRings working here", "is this project governed", "are my gates real", or wants to know whether a passing gate actually proved anything.

ai-fluency-delegation

Decide what an AI agent should do, what the human should own, and how much autonomy to grant — before a multi-step or ambiguous task. Produces an explicit authority-scope declaration and, at project/feature kickoff, a short 4D alignment. Use when the right division of labor isn't obvious, when starting a sprint or feature, or before handing an agent a long autonomous run. Applies the Delegation competency of the AI Fluency framework (see docs/AI-FLUENCY.md). Triggers: "should I delegate this", "plan this work", "scope the agent", "4D kickoff", "authority scope".

ai-fluency-diligence

Take responsibility for AI-assisted work before it is shared, committed, published, or deployed — choosing the right tool, disclosing AI's role appropriately, and verifying you can vouch for the output. Provides a pre-share checklist and context-appropriate disclosure guidance. Applies the Diligence competency of the AI Fluency framework (see docs/AI-FLUENCY.md). Use before anything leaves the workspace. Triggers: "how should I disclose AI use", "am I being responsible here", "diligence check", "ready to ship this".

ai-fluency-discernment

Critically evaluate what an agent produced — and, for multi-step runs, how it got there — before using, sharing, or building on it. Provides an output-review checklist, an agentic trajectory-audit format, and the Description��Discernment diagnosis loop. Applies the Discernment competency of the AI Fluency framework (see docs/AI-FLUENCY.md). Use after any significant output and after every autonomous run. Triggers: "review this output", "is this right", "audit what you just did", "trajectory check".

ai-fluency-prompting

Sharpen a prompt before acting on it — or diagnose why a previous one missed. Covers the six prompting techniques, a reusable pattern library, and a symptom→fix troubleshooting table. Applies the Description competency of the AI Fluency framework (see docs/AI-FLUENCY.md). Use when a prompt isn't producing what was intended, when crafting a request for a non-trivial task, or when output drifted and the cause isn't obvious. Triggers: "improve my prompt", "why didn't that work", "how do I ask this better", "prompt template".

ai-fluency-stewardship

Govern an AI system *while it runs* — decide, in real time, whether to let an autonomous agent continue, interrupt it, or stop it. Provides the three stewardship questions, a tripwire list, and a run protocol. Stewardship is the proposed fifth competency of the AI Fluency framework, for autonomy over longer horizons than Delegation/Discernment/Diligence cover (see docs/AI-FLUENCY.md). Use before granting extended autonomy and at every checkpoint of a long run. Triggers: "is this still on track", "should I let it keep going", "review the agent's progress", "trajectory check", "is the agent stuck".

borromeanrings-contribute

Fix or improve borromeanRings itself (the meta-harness) from ANY project — safely. Use when you hit a borromeanRings bug or limitation while working elsewhere and want to fix the harness. It branches borromeanRings, makes the fix, runs borromeanRings's OWN gate, opens a PR, and STOPS for human approval. It NEVER merges or pushes to borromeanRings's main (self-extension, never self-rewriting; a human approves every merge to borromeanRings).

borromeanrings

Use borromeanRings (the meta-harness) in THIS workspace — set it up to govern the current project and operate under its gate. Use when the user says "use borromeanRings", "govern this with borromeanRings", or wants borromeanRings's enforcement in a new/empty project. (Installed at user level by borromeanRings's install-global.sh, so it's available in any workspace.)