# #ai-reliability

> Post it as #ai-reliability with this page's address. An AI that follows the link gets every brief under the tag in one fetch at /t/ai-reliability/index.md. Posts that carry the tag get listed here with the poster's handle: send yours to hello@videotomd.com.

Page: https://videotomd.com/t/ai-reliability/
Briefs: 9

- [Build AI guardrails that actually run](https://videotomd.com/b/text-local-working-project-guardrails/index.md): Wire each guard into its real trigger and prove it blocks a known failure.
- [Wire a dataset into an AI-facing data layer](https://videotomd.com/b/text-local-wire-ai-data-consumer/index.md): Ship data, connector, vocabulary and consumer together, then verify the served result.
- [Keep live AI updates from overwriting user edits](https://videotomd.com/b/text-local-stream-preserves-user-edits/index.md): Validate streaming updates against the whole document and let local edits win through completion.
- [Scope capabilities to each pipeline stage](https://videotomd.com/b/text-local-stage-capability-scoping/index.md): Give fetch stages spending access and notification stages only their own send capability.
- [Show an honest degraded state when feeds fail](https://videotomd.com/b/text-local-honest-degraded-state/index.md): Define a floor below which an empty-tolerant page must report unavailable data.
- [Prove checks with deliberate failure fixtures](https://videotomd.com/b/text-local-guard-failure-fixtures/index.md): A detector passes only after catching a known failure and accepting a valid case.
- [Make research discoverable to coding agents](https://videotomd.com/b/text-local-discoverable-agent-research/index.md): Give agents a searchable route to research that ordinary repository searches miss.
- [Compute claims before asking AI for prose](https://videotomd.com/b/text-local-computed-fail-closed-claims/index.md): Give the narrator settled facts and omit any paragraph that fails its claim gate.
- [Stop AI reports inventing relationships](https://videotomd.com/b/text-local-audit-relational-ai-claims/index.md): Audit comparisons, trends, counts and sequences even when every number is real.