using-noosphere

Use automatically before diagnosing or fixing a concrete software engineering failure, including bugs, exceptions, failing tests, build or CI failures, deployment and runtime faults, package installation failures, API or framework traps, performance regressions, and repeated incident patterns. Retrieve applicable reviewed Noosphere Live Skills through MCP, verify the exact artifact digest, apply only after checking local evidence, run real verification, and report an outcome only with explicit user consent. Do not use for unrelated feature work, general questions, or speculative discussion.