April 2026 monthly summary for manifold: Delivered Bot Activity Detection and Management in the Trading System to mark Gluten and Rice as bots and classify API-driven trades, enabling governance over automated activity and preserving market integrity. This work reduces risk from API-driven abuse and provides a foundation for scalable monitoring in high-volume markets. No major bugs fixed this month. Key impact includes improved data integrity, enhanced auditability, and clearer ownership of bot-driven events. Technologies and skills demonstrated include bot detection/classification, API trade governance, explicit bot labeling for auditability, and strong Git collaboration and documentation.

June 2025: Delivered a critical moderator permission fix for manifold to ensure bens is recognized as a moderator. The targeted change closes the permissions gap in MOD_IDS, aligning with moderation expectations and reducing risk of misattributed actions. The fix is captured in commit 7a9b4ff258cba68dc47965b27bc1c247984f80d6 and tracked under issue #3596. Business impact includes more reliable moderation workflows, consistent access controls, and improved governance of moderator actions across the manifold platform.