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Issue #07: Rewrite activations and losses as plain documented functions
Priority: P0
Type: refactor
Estimated complexity: large
Description
Replace the class/ABC/factory hierarchy in activation_functions.py ...
priority-p0
type-refactor
ZeeetOne
Run: https://github.com/UNIFY-MC/proptech-platform/actions/runs/27273229131
automated
daily-brief
incident
github-actions[bot]
Add an opt-in live trading mode that routes the existing signal path through Polymarket s CLOB API via py-clob-client.
Requirements:
- BTC_BOT_MODE=live opt-in; paper remains default. Live boot REFUSES ...
zayansalman
Goal
Reduce unnecessary image asset re-downloads, lower service load, and improve end-user latency by enabling proper browser
caching for static assets served by the image-provider service.
Context
...
engineering
status:test-generating
Lincyaw
Issue #06: Trim trainer features and prune optimizer/activation/loss rosters
Priority: P0
Type: refactor
Estimated complexity: medium
Description
Cut the trainer and the algorithm rosters down to ...
priority-p0
type-refactor
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Moin,
Is it possible to configure PDF Ding similarly to Kavita or Komga, where a host directory is mounted as a library and
PDF Ding automatically scans and indexes the PDF files within it?
In other ...
shahram7
Context
The research agent graph (backend/app/agents/research/graph.py) currently runs all nodes in a single parallel fan-out on
every invocation. In practice, not all data changes at the same cadence: ...
Agent
backend
nadjamlr
Problem
The analysis indicates that portfolio-risk evaluation exists and is tested, but is not enforced in the active signal
generation or trade-plan validation path.
A trading system should not allow ...
yalcinkadir
Issue #05: Strip NeuralNetwork scope creep (multi-head, custom connections, save/load)
Priority: P0
Type: refactor
Estimated complexity: medium
Description
backend/core/neural_network.py (773 lines) ...
priority-p0
type-refactor
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Learn how you can use GitHub Issues to plan and track your work.
Save views for sprints, backlogs, teams, or releases. Rank, sort, and filter issues to suit the occasion. The possibilities are endless.Learn more about GitHub IssuesProTip! Restrict your search to the title by using the in:title qualifier.