Technical insights and updates from the forefront of AI orchestration

Claude Code Plugin Evaluation: What the Scoring Framework Actually Checks, and What You Still Need to Verify Yourself

Claude Code plugin evaluation scores permissions and behavior—but miss supply-chain risks. Learn what automated evals skip and what you must audit yourself.

Claude Code Multiplayer Agents and Mutable Software: Anthropic's Official Vision for the Next Phase of AI-Assisted Development

Claude Code multiplayer agents are reshaping how teams build. Learn Anthropic's mutable software vision, Agent View, and agents.md coordination explained.

Agentic RAG Architecture Explained: Query Decomposition, Hybrid Retrieval, Re-Ranking, and Iterative Loops vs. Naive RAG

Agentic RAG architecture beats naive RAG with hybrid retrieval, re-ranking, and iterative loops. Learn how each layer improves answer accuracy.

Context Rot: Why Longer Context Windows Degrade Agent Reliability (And How to Fix It)

Context window agent reliability breaks from noise, not token limits. Learn how context rot happens and how compaction and memory tiering fix it.

Claude Cowork Discontinued: What the Standalone App's Merger Into Claude Chat Means for Your Team's Workflows

Claude Cowork discontinued? Learn how the merger into Claude Chat affects your team workflows and how to migrate without losing data.

Agent Replay Debugging: How Cut-Point Replay Pinpoints Production Failures Faster Than Reading Logs

Agent replay debugging with cut-point replay lets you re-run failing LLM traces from any checkpoint—faster than parsing logs or full reruns.

Shadow Mode Testing for AI Agents: Validate on Real Production Traffic Before Any User Sees the Change

Shadow mode testing lets you run AI agents on live production traffic—catching real regressions before users ever see a change. Here's how it works.

PleaseFix: The Zero-Click Agentic Browser Vulnerability Hitting Every Major AI Browser at Once — Root Cause, Scope, and Mitigation Checklist

PleaseFix agentic browser vulnerability broke Claude, ChatGPT Atlas, and Perplexity Comet at once. Learn the root cause and how to stop prompt injection now.

AI Agent Card Skimming: How Autonomous Agents Hit Multiple Retailers at Once—and the Sandboxing Model That Stops Them

AI agent card skimming hit 119 e-commerce sites at once. Learn how multi-agent pipelines stole 600K cards—and how sandboxing stops them.

AI Agent Ownership Reassignment: How to Close the Offboarding Gap Before Agents Go Orphaned

AI agent ownership reassignment stops orphaned agents before they break. Learn governance rules, offboarding triggers, and Microsoft's native tooling.

GPU Cluster MCP Server: How to Wrap Internal Model-Serving Infrastructure as a Production-Grade Agent Tool

GPU cluster MCP server patterns for wrapping vLLM or Triton endpoints with auth, rate limiting, and queuing your agents can actually use.

FP8 vs INT4 Quantization for Production LLM Inference: A Decision Framework for 2026

FP8 vs INT4 quantization explained: pick the right LLM inference format for your GPU, workload, and memory limits with this 2026 production decision framework.