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Reads the actual UK visa rulebook, not outdated guides — 2 of 6 university pages we checked still show pre-2025 figures. Tells you exactly when you qualify.
Crucible attacks its own AI agents every night with a deterministic tripwire — not an LLM's opinion — then writes the fix and proves it holds before dawn.
Insurers reject claims by citing rules that already expired. Overturn catches the contradiction, drafts the appeal, and won't file until a human signs it.
Agentic memory as a distributed SQL problem — transactional, temporal, self-correcting memory on CockroachDB + AWS.
Catches silent ML failures — target leakage, stale upstream data — before they hurt you, by reasoning over DataHub's lineage graph. Discovers risk itself, writes fixes back as real PRs.
