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First headline vertical. Immich is strong at CLIP search + faces but weak at descriptive keywords/captions — our gap to
fill. Immich has no in-process ML plugin hook, so this is a companion service.
Proposal ...
Add a connector layer so the same engine drops into any external system. Ship XmpSink first (zero coupling; also works
for Lightroom/digiKam).
Proposal
- Source (list_assets, fetch_image) and Sink ...
Add a normalization layer mapping raw model labels to a controlled vocabulary / hierarchy (canonical synonyms, e.g.
car/automobile → canonical; nature landscape mountain) with confidence calibration/thresholds. ...
A lot of data in the alert details drawer shows data as Object instead of showing the real contents:
Example below:
data [object Object] rule [object Object] agent [object Object] input [object Object] ...
bug
ready-for-agent
The assembly pipeline is hard-specialized for diffusion training (identity suppression, CLIP/T5 token budgets, omission
cycles). Generalize it into pluggable intent profiles so the same normalized output ...
WD14 is anime-biased. RAM / RAM++ (Recognize Anything) is the open-vocabulary photo-domain equivalent and should become
the default tagger for the photo-library (DAM) vertical.
Depends on: structured ...
User Story
As a user, I want login state to persist across the app so that I stay authenticated after refresh.
Acceptance Criteria
• AC1: Login and register responses update auth state • AC2: Token ...
CaptionResult.metadata is declared but never populated. A metadata-first product needs provenance (which backend
produced which tag, with what confidence).
Depends on: structured backend output (BackendOutput/Tag). ...
The backend contract caption_image() - str flattens everything to a string, discarding per-tag confidence (WD14 computes
it but drops it), bounding boxes (Florence-2 grounding), and VLM JSON. This is the ...

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