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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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ProTip! Restrict your search to the title by using the in:title qualifier.