How Joxy Finishes 80-Step Meta Campaign Builds Where Most Agents Quit
A full campaign build is 80-plus steps against an API that rate-limits, times out, and rejects. Most agents die somewhere in the middle, silently. The Watcher architecture: heartbeats, verified recovery, and honest progress updates.
Agent InfrastructureHow Joxy Cuts Token Costs by Up to 90% Without Cutting Capability
Token cost is an architecture problem before it is a prompt problem. Big models plan, small models execute, and exceptions escalate. Plus the prompt-caching math for Claude and Gemini, and the decision tree that routes every step.
Agent InfrastructureHow to Create Everlasting Agentic Memory
Storage is not memory. What a durable agent actually needs: consolidation, scoped truth, supersession, and controlled forgetting, shown with real schemas and the pipeline that turns conversations into knowledge.