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📋 Description
Implement ai/models/llm.py to connect with the Google Gemini 1.5 Flash API to generate constructive feedback paragraphs.
Fall back gracefully to templates in ai/mock_responses/feedback.json ...
📋 Description
Implement statistical outlier calculation inside ai/tasks/bias.py and ai/models/bias_detector.py. Group submissions by
gender, institution, and geographic location to identify reviewer scores ...
If you see carefully in the homeostasis class, the update method is only updating the first two elements of the tuple.
This has to fixed.
def update(self, action_impact: float, environment_surprise: float) ...
bug
📋 Description
Build the cost matrix calculations inside ai/tasks/assignment.py. Use ai/models/matcher.py to resolve global optimal
assignments minimizing conflict of interest and balancing load factor. ...
📋 Description
Complete the skill extraction pipeline inside ai/tasks/skills.py using the spaCy parser defined in ai/models/ner.py. Add
patterns for at least 50+ technology terms.
⚙️ Reference Files
...
📋 Description
Implement the duplicate checker task inside ai/tasks/duplicate.py. Concatenate user information, generate vectors using
sentence-transformers via ai/models/embedder.py, store them in ChromaDB, ...
I am currently on 1.5.37 and I see on github, that there are updates available. But a check for updates shows no
available updates.
I will update manually soon, but I think, this might be a problem you ...
Status
Exploration, not a commitment to ship. Filing to capture the path and the why surfaced in a design discussion about
taming wide edge fan-out (Django Model subclasses). Decide if/how after the design ...
component: server
enhancement
needs-discussion
📋 Description
Verify the Redis connection for Celery task queuing defined in backend/celery_app.py. Ensure the task queues process
asynchronous tasks in the background without blocking FastAPI response ...

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