jobtrackingapp/docs/redesign/phase-6/p6-02/AI_REVIEW.md

# P6-02 — Existing AI interaction review

This is a source/caller and regression-contract review of existing approved tools, not model quality evaluation. The [Phase3 AI architecture](../../phase-3/AI_INTERACTION_MODEL.md), [AI principles](../../AI_PRINCIPLES.md), [original contracts](../../audit/FUNCTIONALITY_INVENTORY.md) and [P5-13 return conditions](../../phase-5/OPEN_BLOCKERS.md#p5-13-deferred-debt-and-return-conditions--2026-10-08) remain authoritative. No model/provider call, qualification, newly designed CV review UI or activation is performed.

## Existing presentation and mutation boundaries

| Entry / purpose and actual owner | Source/pending/error/review behavior found in source | Preservation/test evidence and remaining qualification |
|---|---|---|
| **Job analysis, match and timeline** — [ApplicationIntelligence](../../../../job-tracker-ui/src/components/ApplicationIntelligence.tsx) | Read-only backend answers load by job/category, with PageSection/ViewStateNotice and retained text/chip/data context. Mount reads existing data; it does not start AI. Internal `useIntelligence` suppresses results after unmount, but error shell currently declares no Retry action | [application-intelligence tests](../../../../job-tracker-ui/src/application-intelligence.test.tsx), [job-sections](../../../../job-tracker-ui/e2e/job-sections-presentation.spec.ts); W02/W03/E09. Source/revision/model provenance is limited to returned contract; cannot certify claim truth from a chip |
| **Strategy snapshot** — [ApplicationWorkflowAssist](../../../../job-tracker-ui/src/components/ApplicationWorkflowAssist.tsx) | Explicit Generate queues an operation; stable operationID, progress stage/percent,1000ms polling while nonterminal, existing allowed Cancel/Retry and terminal toast dedup. Existing plan remains distinct from queue/result. No auto-generation on navigation | [workflow-assist tests](../../../../job-tracker-ui/src/application-workflow-assist.test.tsx), StrategySnapshotOperation backend tests; W03/W12/S04. Enabled-worker F20 and actual model/delivery quality remain independently unqualified |
| **Status/workflow suggestion** — [ApplicationWorkflowAssist](../../../../job-tracker-ui/src/components/ApplicationWorkflowAssist.tsx) | Existing status identity and rationale/signal are displayed. Suggested status is not a newly created enum/pipeline or hiring probability; any write remains existing explicit handler | [workflow trust](../../../../job-tracker-ui/src/workflow-trust-signals.test.tsx), JobApplicationsWorkflowSignals/ApplicationIntelligence backend tests; W02/W03. No global change to statuses for visual consistency |
| **Tailoring/source CV** — [ApplicationAssets](../../../../job-tracker-ui/src/components/ApplicationAssets.tsx) | Existing job-attached CV relation and selected source are shown; create/copy/tailor uses current owner API. This changes/selects a variant; it does not silently promote CV changes to canonical profile | [application-assets](../../../../job-tracker-ui/src/application-assets.test.tsx), [native preservation](../../../../job-tracker-ui/e2e/redesign-preservation.spec.ts); W05/C07/E09. Broader live tailoring quality remains unverified |
| **Cover letter** — local `CoverLetterAiAssistant` in [ApplicationAssets](../../../../job-tracker-ui/src/components/ApplicationAssets.tsx) | Purpose/tone/action/document language/additional instructions and attached CV name; busy Generate; persistent local error with explicit Retry; Current/Suggestion side-by-side (stacked narrow). Apply puts proposal into local letter draft, Reject clears proposal; separate Save/history owner persists. No send implied | [application-assets](../../../../job-tracker-ui/src/application-assets.test.tsx), [job-sections](../../../../job-tracker-ui/e2e/job-sections-presentation.spec.ts), ApplicationAssets/AiWorkspace backend tests; W06/M04. Draft source freshness and delayed generation need bounded follow-up below; mocked responses do not establish model factuality |
| **Interview preparation** — local `InterviewAiAssistant` in [InterviewPrep](../../../../job-tracker-ui/src/components/InterviewPrep.tsx) | Attached CV source, explicit focus/category/language/instructions, busy Generate, persistent error and user-initiated rerun. Add to prep explicitly persists one AI-sourced entry; Reject clears proposal. Answer edits remain local until Save and physical interview schedule is not inferred | [interview-prep](../../../../job-tracker-ui/src/interview-prep.test.tsx), InterviewAiContext/InterviewPrepPersistence backend tests; W09/W10. Focus freshness/review and actual generated personal facts require independent qualification |
| **Career extraction/import** — [CareerProfilePage](../../../../job-tracker-ui/src/views/CareerProfilePage.tsx) | Existing upload/process/operation/diff/low-confidence selections/accept/discard/retry/cancel. Canonical profile changes require explicit selected review, with manual editing available. It is a distinct extraction destination, not CV proposal Apply | [profile-page tests](../../../../job-tracker-ui/src/profile-page.test.tsx), ProfileCvController/CvProfileDiffService tests, native keyboard picker in [responsive audit](../../../../job-tracker-ui/e2e/responsive-accessibility-audit.spec.ts); C01–C03/E09. OCR/corpus/model accuracy/full human review remain open; do not simplify away low-confidence controls |
| **Existing CV section assistant** — [AiSectionAssistant](../../../../job-tracker-ui/src/components/cv/AiSectionAssistant.tsx) | Purpose/action/document language, editable proposed text, Current, fact-check reminder, Apply/Reject/Close. Local requestID invalidates proposal on text/target/language/entitlement change and ignores stale response. Error uses shared toast; source/apply delegates to one editor owner | [ai-section-assistant](../../../../job-tracker-ui/src/ai-section-assistant.test.tsx), [CV editor tests](../../../../job-tracker-ui/src/cv-builder-deep-link.test.tsx), CV grounding/readiness; C11/C10/S04. **Production withheld**, not successful review UI completion |
| **Existing whole-document CV assistant** — `DocumentAiTab`/[editor callbacks](../../../../job-tracker-ui/src/views/CvBuilderEditor.tsx) | Block IDs/structure/source are retained; invalid/missing/duplicate blocks cannot apply. Editor flushes current queued save, verifies epoch/revision, sends expectedVersion, applies server-issued proposalToken, and handles conflict. RequestID/target content invalidation retains account/source boundaries | CV editor/CvAiGrounding/CvAiReadiness/CvRevisionReadiness tests, [real-HTTP withholding contract](../../../../job-tracker-ui/ai-tests/cv-ai-readiness.spec.ts); C10/C11/E09. Deterministic guards cannot qualify factual generated output or replace absent P5-13 redesigned review |
| **Privacy, entitlement and metering** — existing accountPlan/AiPrivacySettingsCard/AiUsageCard/API | Existing server-owned privacy/ownership/entitlement and usage limits govern action; unavailable/locked state must preserve manual alternatives. Client canUseAi is presentation, not authorization | AiPrivacyPolicy/AiUsageMeter/AccountPlans/API authorization suites, [AI readiness](../../phase-5/p5-13-readiness/README.md); S04/E09. Actual provider/checkout config is not proven by these tests |

## Consistency findings and bounded future reproduction

Common established pattern is explicit contextual invocation→bounded pending/error→review→deliberate domain action. Source/destination vocabulary is meaningful: Apply to CV can autosave via the established variant owner; Use in letter creates a local draft with separate Save; Add to prep creates a reviewed persisted item; accepting extraction changes selected canonical fields; none authorizes email send. These differences are intentional and must survive any presentation reuse.

The existing letter assistant has an explicit Retry button in its inline error; interview reruns through Generate; CV errors use existing toast and Generate. Read-only intelligence error presentation has no local Retry. This is a review finding for remaining domain migration, not evidence that a failed request erased original content. Reuse existing shared alert/state infrastructure only after retaining domain recovery behavior; no second notification/review framework.

**AI-SOURCE-01 — pending letter context:** source inspection finds no requestID/original-text fingerprint invalidation inside the local letter generator. To reproduce safely later, intercept/delay a synthetic generation response, change the editable manual letter while pending, settle the response and inspect Current/Suggestion/Apply. Expected acceptance is a review explicitly tied to current source or invalidation requiring regenerate; preserve the edited original and no-write Reject. Current Apply sets only a local draft and explicit Save remains, so do not misreport this source concern as proved automatic persisted data loss. No native failure is claimed here.

**AI-SOURCE-02 — pending interview focus:** generation snapshots selected focus into context, while the selected focus control remains editable and acceptance uses the current selected category/title. A delayed synthetic response with focus change is the required reproduction; verify stale review/category behavior and user recognition before correcting the narrow owner. No request/acceptance/backend policy is broadened for style. These existing controls belong to the Phase7 remaining application workflow review unless a fresh proof demonstrates a severe present defect.

Regeneration, source edits, cancelled operation, late response, missing/foreign record, account expiry/change and invalid proposal deserve the existing boundary assertions. A backend guard passing does not imply every legacy UI has the same local conflict affordance. Do not merge disparate Apply callbacks, request payloads, revisions or save/send semantics to reduce duplicate JSX.

## P5-13 remains withheld

PRES-C11/P5-13 is **DEFERRED / UNQUALIFIED / REVIEW UI NOT IMPLEMENTED**. The actual configured-target frozen32-case/366-call qualification has0 completed calls and0 independent human semantic reviews. Candidate runtime/model/hardware information is not measured approved identity. [Production registration](../../../../JobTrackerApi/Program.cs) withholds CvAiSuggestionService; generation/Apply return established503 `cv_ai_unavailable` before provider request/content/history write. Existing unrelated AI paths remain.

Future qualified P5-13 UI should reuse existing labelled source/destination/current/proposed comparison, non-color review semantics, busy/progress/error/Retry, explicit Accept/Reject/edited proposal and stale-context conflicts. Its source/block/proposal token/owner/entitlement/grounding validators remain authoritative and domain-specific. Manual workflow remains reachable when unavailable. This review neither designs/activates the withheld capability nor runs model qualification.

Fresh applicable frontend/backend/sidecar/real-HTTP guard results must come from the [P6-05 manifest](../p6-05/evidence/validation.json). Human AI semantics, reader interpretation, live model quality/provider operation remain NOT VERIFIED. Keep all qualification/deferred requirements open, and keep Production NO-GO.