The Infinite Board Problem: Pruning State in Long-Running Reasoning Loops
How to manage the shared state size in complex reasoning loops to prevent context window overflow without losing critical history.
Agentic AI
CopilotKit vs A2UI: Client-Side Rendering in Generative UI
Compare Generative UI patterns for browser-based, client-side rendering. Learn when to use declarative CopilotKit structures versus the open-ended A2UI protocol.
· Rajat Pandit · Agentic AIThe Supervisor vs. Swarm Debate: Routing in Multi-Agent Systems
An organic, decentralized mesh of democratic agents reads brilliantly in an academic paper. But in enterprise production, democratic agents lead to infinite loops and massive API bills.
Measuring Tool Use Correctness & Plan Adherence
Deep dive into measuring tool use correctness & plan adherence.
Using 'from silero_vad import load_silero_vad' in Python
`from silero_vad import load_silero_vad` is the standard way to implement voice activity detection locally. Learn to build a real-time audio VAD pipeline in Python without cloud latency.
A2A Architectures: Tools are not just Functions (The Two-Phase Commit)
Why Agent-to-Agent (A2A) interactions and Side Effects require a 'Two-Phase Commit' for safety.