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Marc-André BombeckandClaude Opus 4.7
fa11f10bee
Phase C1 (v1.4.15) — closes the last acceptance criterion.
Marc, verbatim 2026-05-09: "können wir auch gerne in vielen
verschiedenen Iterationen weiter das ausarbeiten" ("happy to keep
iterating in many further passes"). This document is the iteration
roadmap that explicit invitation called for.
Captures everything intentionally deferred from v1.4.15:
v1.4.16
- Medical-reference grounding: hand-curated bundle of ~40 short
excerpts (ESH/ESC 2024, AHA, WHO, AASM, DGE/DEGAM); pre-flight
`selectRelevantReferences(features)` injects 3-5 into the
system prompt; schema extension `referenceId` rejects non-bundle
citations.
- Multi-provider redundancy: `MultiProviderCascade` wrapping the
`AIProvider` interface (already in place from this phase's
refactor commit). Per-tenant order in admin settings.
- Per-recommendation explainability: schema gains
`rationale.{dataWindow, comparedTo, deviation}`; UI renders a
"Why?" tooltip wired through to the linked reference excerpt.
- Route-side wiring: `/api/insights/generate` adopts
`generateInsight()` + the strict prompt; UI components migrated
to the new shape.
v1.4.17
- User-feedback loop: per-recommendation helpful / not-helpful;
`InsightFeedback` table; admin dashboard `/admin/ai-quality`
with helpful-rate by recommendation type, locale, provider,
`PROMPT_VERSION`. Ratchets the prompt revision workflow.
- Confidence score per recommendation: calibrated from the
feedback loop's ground-truth.
v1.5
- Optional "deep mode" with Codex reasoning summaries —
per-user toggle, separate `reasoning` schema field, never
folded into `summary` (5x token cost).
Also documents the operational rule: re-fetch
`models-manager/models.json` before each iteration to keep
`DEFAULT_SLUG_FALLBACK_CHAIN` aligned with the upstream allow-list.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>