
Week 2 after go-live | End of Week 4, 2026
We kept the platform stable, made analysis more trader-readable, added new data sources (including prediction market sentiment), and strengthened admin tooling to maintain quality as the community grows.
No performance issues or community problems reported.
Live price data gaps affected AI accuracy. Admin redirect bug fixed quickly.
Issues documented and resolved without affecting community users.
Analysis now starts with big drivers first (macro and fundamentals), then technical detail. Feels more like a human analyst.
Duplicate trade alerts eliminated. Users see one clean alert on the dashboard.
Monitoring checks every 5 minutes (previously 10), improving accuracy for entry hits and price extremes.
Polymarket integration built (testing phase). Real-time probability tape for key catalysts as early risk indicator.
Workspace for capturing calls, reviewing outcomes, and scoring results. Testing with David to improve consistency.
Candlestick charting added so David judges how macro shows up in actual price action.
Tiingo FX data integrated with auto-reconnection for redundancy and better coverage.
Code-based login complete, deployed behind a switch. Ready when needed.

Agnieszka tested 60 AI models over the weekend to improve output quality. We're now rotating 7 finalists to compare tone, clarity, and consistency before standardising on the strongest performers.
Login journeys are deceptively fragile. We're tightening end-to-end checks so navigation can't regress quietly.
Time-based logic always needs explicit tests for empty or unexpected values. Both issues were resolved quickly without community impact.
Team note: Thrilled to have Pouria back and shipping again. Given the challenges in Iran right now, it means a lot to have him safe and contributing.
Validate signal quality and tune output to complement Macro Desk.
Turn prediction-market sentiment into trends, not just snapshots.
Continue internal testing with David, then decide community rollout plans.
Ongoing clarity and usefulness enhancements to write-ups.
Faster loads, fewer calls, cleaner data across the platform.
Continued usability improvements for day-to-day trading.
HybridTrader: Community Beta