Building automated Evals: LLM-as-a-Judge for Plan Adherence
A hands-on tutorial using Google ADK and TypeScript to score agent workflows with custom eval rubrics.
Tag: Week 12
The Architecture of Generative UI: Declarative vs Open-Ended
When to return structured JSON cards vs streaming raw html to the frontend.
The Battle for Memory: PagedAttention vs RingAttention on Kubernetes
Comparing raw memory management strategies for infinite-context enterprise agents.
Static Tests Are Dead: Simulation-Based Red Teaming for AI Agents
How to use an "Adversary" agent to stress-test your autonomous systems before they reach production.
· StrategyBeyond MMLU: The Shift to "Tool Correctness" Metrics
Why standard LLM benchmarks fail for agents, and how to measure real tool usage in production.