# HyperTwist Phase 4 recognition review intervention continuity packet

Created on `2026-05-06`

Status:

- first-party HyperTwist packet
- bounded Phase `4` coach-to-review runtime validation slice

## Purpose

This packet closes a review-flow continuity gap inside the now-live recognition-assisted coach-to-review loop.

The open task is:

- make recognition-biased review plans escalate into the same coach-intervention lane as explicit coach-review plans when repeat pressure appears

It is not:

- a new recognition transport packet
- a new queue persistence packet
- a new dashboard packet
- a broad review-system rewrite

## Scope

Bounded lane:

- adjust review-flow derivation so repeat pressure triggers coach intervention when the active review policy is either:
  - explicit `CoachReview`
  - recognition-biased through `bPreferRecognitionReplayReview`
- let existing review-program summary, coach brief, and dashboard inspection derive the corrected state through the already-landed continuity path

Out of scope:

- new review-plan schema
- new coach-signal heuristics
- replay scoring changes
- broader UI changes

## Why this was the right next packet

Before this slice:

- recognition replay pressure already flowed into coach signals and briefs
- recognition-review preference already persisted through queue materialization and active review policy
- dashboard inspection already surfaced active review policy and intervention state

But one live derivation still lagged behind:

- review-flow intervention treated repeat pressure as coach-facing only when policy kind was explicit `CoachReview`

That meant a recognition-biased review plan could:

- carry recognition-review preference correctly
- accumulate repeat pressure correctly
- still fail to trip the same coach-intervention lane unless it also used the explicit `CoachReview` kind

So the next honest move was:

- align review-flow intervention semantics with the already-landed recognition-review continuity path

## What landed

Primary code changes:

- `UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp`
  - review-flow derivation now treats recognition-biased repeat pressure as coach-facing intervention pressure alongside explicit `CoachReview`

## Product effect

The coach-to-review loop is now more coherent under recognition-assisted review:

- recognition-biased review plans with repeats now surface `coach-review-needed`
- review-program summaries now inherit that intervention pressure through the existing derivation path
- coach brief generation now sees the same intervention state without needing a new heuristic packet
- dashboard inspection remains truthful because it already renders the derived intervention flag

## Acceptance criteria

- a recognition-biased review plan with repeat pressure sets `bNeedsCoachIntervention`
- `NextActionLabel` resolves to `coach-review-needed` for that case
- review-program summary inherits the corrected intervention state without schema changes
- full product build succeeds

## Validation checklist

1. build `UnrealHyperTwist.sln` / `UnrealHyperTwistEditor`
2. confirm review-flow derivation treats recognition-biased repeat pressure as coach-facing
3. confirm the derived intervention state continues through review-program summary and coach brief generation without reopening a broader packet
4. confirm dashboard inspection remains aligned because it reads the existing derived flow state

That is the packet.
