A 91.3% win rate means nothing if you can't update the strategy that generated it. Here's how Foresight evolves its own logic while money is still on the table.
A one-way Discord bot is just a scheduled task with a personality. Here's how six agents learned to read the room — and why community feedback is the most underrated training signal in production AI.
A 16-hour outage taught me that bot liveness and position safety are separate monitoring concerns. The gap between them is where losses live.
Most trading systems treat code updates like surgery — stop the patient, operate, restart. That assumption costs more than downtime.
Deploying code to a live trading bot without stopping it sounds like an ops trick. It's actually a fundamental question about what your system is allowed to forget.
Most systems can afford a restart. A trading bot executing real capital every 5 minutes cannot. Here's the architecture that makes zero-downtime deployment possible without losing state, missing signals, or risking capital mid-update.
Stopping a live trading bot to deploy code is not a deployment strategy — it's a risk management failure. Here's how I solved it.
Most trading bots treat deployment like a surgery that requires general anesthesia. Foresight doesn't go under anymore. Here's the architecture that made that possible.
Stopping a live trading bot to deploy code is the same as stopping a surgeon mid-operation to sharpen a scalpel. Here's how I built hot reload into an active money-trading system.