Introduce readiness_score_feedback in the backend and expose it via GraphQL
## Summary
The work plan readiness score currently persists only the numeric value (`readiness_score` on `work_item_agent_plans`, added in [#611320](https://gitlab.com/gitlab-org/gitlab/-/work_items/611320) via [!249416](https://gitlab.com/gitlab-org/gitlab/-/merge_requests/249416) and exposed as `readinessScore` in [!249498](https://gitlab.com/gitlab-org/gitlab/-/merge_requests/249498)).
We also need to persist and expose the **feedback that accompanies the score** so the UI can tell the user why the score is what it is and what to address to raise it.
Parent epic: [&23050](https://gitlab.com/groups/gitlab-org/-/work_items/23050)
## Context
- The score stays attached to the work plan table and widget, per [this decision](https://gitlab.com/groups/gitlab-org/-/work_items/23050#note_3675705170).
- The scoring methodology that produces this feedback is tracked in [#613998](https://gitlab.com/gitlab-org/gitlab/-/work_items/613998).
- The feedback is markdown of unbounded size, so it does not belong in a Postgres column. It goes to object storage instead, per [this discussion](https://gitlab.com/gitlab-org/gitlab/-/work_items/617982#note_3766396239).
## Decisions
- Write path: settable via the `workItemUpdate` mutation, flag-gated like `readiness_score`.
- `readinessScoreFeedbackHtml` not exposed; raw markdown is sufficient for the frontend.
- `FieldCallCount, limit: 1` on the read field, matching `content`.
- Staleness handling deferred to a follow-up.
## Proposal
Store `readiness_score_feedback` in object storage rather than in a database column, reusing the same external-storage mechanism (and bucket) that already holds the work plan `content`, and expose it as `readinessScoreFeedback` on `WorkItemWidgetAgentPlan`.
`WorkItems::AgentPlan` already wires this up in `ee/app/models/work_items/agent_plan.rb`:
```ruby
cache_markdown_field :content, storage: :external, issuable_reference_expansion_enabled: true
self.external_storage_uploader_class = ::WorkItems::AgentPlanContentUploader
```
Confirmed: `cache_markdown_field :x, storage: :external` registers both `x` and `x_html` as virtual attributes via `externally_stored_field`, and `build_external_payload` writes all registered fields into one blob whose name is deterministic (`#{work_item_id}.json`). **No migration, no `_html` column, and no file-name column are required.** Existing blobs that predate the field read back as `nil`, so no backfill is needed.
Naming rationale: the `readiness_score_` prefix keeps the pair discoverable and moves together if the score ever relocates off the work plan table. `feedback` reflects that the content is actionable (what to address), not a justification of the number.
## Scope
- [ ] Add `readiness_score_feedback` as an externally stored markdown field on `WorkItems::AgentPlan` via `cache_markdown_field ..., storage: :external`, sharing `WorkItems::AgentPlanContentUploader`
- [ ] Assert in specs that the feedback serializes into the same object storage JSON blob as `content`
- [ ] Model validation on `WorkItems::AgentPlan` (`allow_nil: true`; length limit consistent with `CONTENT_LENGTH_MAX`)
- [ ] Expose `readinessScoreFeedback` on `WorkItemWidgetAgentPlan`, gated on the existing `workplan_score` feature flag, matching the scopes used by `readinessScore` (`[:api, :read_api, :ai_workflows]`)
- [ ] Watch for N+1 / extra object storage reads: resolving the field triggers a blob read, so it must not be fetched when the flag is off or the field is not requested
- [ ] Allow the score generation flow to write the feedback together with the score
- [ ] Update GraphQL schema docs (`bundle exec rake gitlab:graphql:compile_docs`)
- [ ] Specs: model (external persistence and read-back, validation boundaries, nil case), type spec, request spec (value present, nil, flag on/off)
## Follow-ups
- Handle staleness: clear or refresh the feedback when the plan is regenerated or edited, so it never contradicts the current score.
## Risks and dependencies
- The external storage mechanism may change. Today a record gives no way to know whether a blob exists without attempting the read; see [#616229 (comment)](https://gitlab.com/gitlab-org/gitlab/-/work_items/616229#note_3694614696) and [!249644](https://gitlab.com/gitlab-org/gitlab/-/merge_requests/249644). Coordinate before landing so this work does not need reworking.
## Related
- Score backend field: [#611320](https://gitlab.com/gitlab-org/gitlab/-/work_items/611320)
- Scoring methodology: [#613998](https://gitlab.com/gitlab-org/gitlab/-/work_items/613998)
- Frontend wiring: [#608260](https://gitlab.com/gitlab-org/gitlab/-/work_items/608260)
- Feature flag: [#607899](https://gitlab.com/gitlab-org/gitlab/-/work_items/607899)
- External storage existence tracking: [#616229](https://gitlab.com/gitlab-org/gitlab/-/work_items/616229)
issue
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