koala73 / koala73/worldmonitor

ops(correlation): validate and activate exact entity clustering

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#5,987 0 comments 0 reactions 0 assignees View on GitHub
area: AI/intel area:seeders codex P1
Dominant language
TypeScript
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Avg merge
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Description

## Parent

#5981

## What to build

Produce the release evidence for exact entity clustering and, only with separate operator approval, activate it while retaining an immediate rollback to legacy behavior.

## Acceptance criteria

- [ ] Compare all existing clusters and emitted cards before/after, reporting gained, lost, and moved signals separately.
- [ ] Require every existing cluster to retain at least 80% of its members and explain any card loss, threshold change, score change, or signal-type loss.
- [ ] Audit newly formed clusters with zero same-entity-but-unrelated-event false convergences.
- [ ] Reach at least 95% primary-entity accuracy on the held-out multi-entity benchmark with zero WTI/Brent errors.
- [ ] Keep p95 runtime below the correlation engine's 100 ms target and prove fail-closed rollback.
- [ ] Record separate activation approval, observe the pre-registered user-outcome window, and return to `legacy` if the continue rule fails.

## Blocked by

- #5984
- #5986

Contributor guide

Open the contributing guide

Research direction

Start by reading parent issue #5981 and the blocking issues #5984 and #5986; the payload names no source files or tests. Done means producing before/after cluster and card evidence, meeting the accuracy and runtime thresholds, proving fail-closed rollback, and obtaining separate activation approval before observing the outcome window.

Written by the indexing model from the issue text.

Assessment

Tech stack
typescript
Domain
backend, data
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Quiet
Clarity
Mostly clear
Newbie friendliness
20/100

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