Interview generation saw only the profile and the advert, so it produced generic
questions. It now also receives what the workspace already computed: seniority,
employment type, key requirements and advert technologies from the job analysis,
plus the match score, the skills the candidate demonstrably has, the most
relevant experience and projects — and above all the gaps, which is exactly what
an interviewer probes.
No second pipeline. The context comes from ApplicationIntelligenceService, which
is deterministic and read-only, so this adds no AI call and cannot alter user
data. Generation still runs through AiWorkspaceService and is still appended to
AiInteraction.
The dependency is optional, so existing constructions keep working and a missing
intelligence service degrades to the previous prompt instead of failing. Only the
interview module is affected; job-analysis, career-match, cover-letter and
application-review assemble exactly as before.
Suggestion-only is unchanged and now pinned by tests: generation adds an
AiInteraction and nothing else, creates no InterviewPrepItem, leaves existing
prep items and the CareerProfile untouched, and refuses another user's
application. Context is scoped to the requesting user, so another user's profile
is never scored in.
379 backend tests pass.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Phase 5 backend. A unified AI Workspace for each application, orchestrating the
five suggestion modules through the existing ISummarizerService provider
abstraction and storing every generation as append-only history (AiInteraction)
so outputs can be reused, compared, and deleted — distinct from the existing
AiWorkspaceNote cache (one row, overwritten).
Modules (all suggestion-only, "never invent facts" guardrail, never mutate the
profile/variant/application): job-analysis, career-match, cover-letter (6 modes),
interview, application-review. Each builds a prompt from the job + master profile
text and returns markdown.
- Models/AiInteraction.cs + migration AddAiInteractions (verified on container)
- Services/AiWorkspaceService.cs (prompts, history, delete)
- Controllers/AiWorkspaceController.cs (/api/jobapplications/{id}/ai:
generate, history, delete, modules+provider)
- 7 tests (store, history filter/order, delete, mode normalization, unknown
module, empty output, tenant scoping); 306 backend green
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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