Beyond MMLU: The Shift to "Tool Correctness" Metrics
Why standard LLM benchmarks fail for agents, and how to measure real tool usage in production.
Insights & Research
The Engine Room
From Silicon to Strategy. The latest thinking from the frontlines of building AI.
Latest Publication
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.
Read Full ArticleStrategy & Economics
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The Shift to GenUI: Why Fixed Dashboards Are Dying
Fixed dashboards are the legacy interfaces of 2024. Your users are no longer satisfied looking at pre-canned charts; they expect the interface itself to adapt to the context of their query.
The Agency as an R&D SaaS Incubator
Deep dive into the agency as an r&d saas incubator.
AI Infrastructure
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The Battle for Memory: PagedAttention vs RingAttention on Kubernetes
Comparing raw memory management strategies for infinite-context enterprise agents.
KV Cache Offloading in K8s: The Stateless Truce
Your beloved stateless Kubernetes architecture is fundamentally at war with the massive, stateful memory requirements of long-context LLM inference. We need a truce.
Continuous Batching in vLLM: Killing the Hardware Idle
If your GPUs are idling at 40% utilization during inference, you are burning capital on memory bottlenecks, not computation.
Agentic AI
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The Architecture of Generative UI: Declarative vs Open-Ended
When to return structured JSON cards vs streaming raw html to the frontend.
The 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.
AI Engineering
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Building an Autonomy Dial: Safely Shipped Agentic Architecture
You don't jump blindly from full 'Human-in-the-Loop' safety to completely autonomous API execution. You engineer a dial—and you turn it up one notch at a time.
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.
GitOps for Multi-Agent Workflows
Deep dive into gitops for multi-agent workflows.
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