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Summary
A single node with label: null — which OpenAI-compatible LLM backends occasionally emit during semantic extraction —
crashes the entire build in deduplicate_entities() → _norm() with TypeError: ...
Why
Drowsiness is one of the strongest signals of disengagement. A student whose eyes are closing is not just distracted -
they are on the verge of falling asleep. Detecting this early (within 2-3 seconds ...
cv
detection
m3
Goal
Design the target serving schema and data provenance model before implementing the Postgres/pgvector storage layer.
Why
Postgres/pgvector is the right direction, but implementation should not start ...
area:architecture
area:data
area:infra
codex
codex-ready
priority:must-have
roadmap
in large stacks of repeats it s difficult to select individual trials (e.g. outliers for removal). In the
plotting/legends, make sure the item_id is shown for each trace.
概要
expand_dirs.py が --dirs-json の dir をすべて reject した場合でも、status: ok かつ paths: [] を返す。 この空配列がそのまま index-docs の
desired-state(--paths-json)として扱われると、当該 key の ToC が確認なしに全削除される(サイレントなデータ消失)。
doc-advisor ...
Goal
Create a lightweight recommendation quality evaluation harness before treating future recommender changes as quality
improvements.
Why
The product goal is not merely return similar metadata ; it ...
area:evaluation
area:recommender
codex
codex-ready
priority:must-have
roadmap
Why
In Indian colleges, it is common for two or three students to share a laptop during online lectures. The webcam sees
multiple faces, but the engagement system needs to track a specific student. Without ...
cv
detection
m2
Hi, you did a great job! Unfortunately, we’re having an issue with the installation. I’ve attached the logs below, which
may help resolve the problem. I suggest you review this data and see if there’s ...
Hi authors,
Thanks for the interesting paper and code release. I noticed a possible inconsistency in the Top-k OPD formulation.
Eq. (5) defines Top-k OPD by selecting
S_t = TopK(p_t, k)
then renormalizing ...

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