Technical insights and updates from the forefront of AI orchestration

Agentic Web Search Infrastructure: Why Classic RAG Pipelines Break on the Open Web and What to Build Instead

Agentic web search infrastructure fixes RAG pipeline failures with crawl freshness, trust scoring, and web-scale deduplication. Build systems that actually work.

LLM Agent Decision Routing: A Concrete Framework for When to Replace an LLM Call with a Typed, Non-Autoregressive Model

LLM agent decision routing done right: learn when typed classifiers beat LLMs on cost, latency, and accuracy in production agent pipelines.

Agent Egress Firewall Sandboxing: Why Default-Deny Outbound Networking Is Your Highest-Leverage Control Before AI Agents Go Live

Agent egress firewall sandboxing stops AI exfiltration before it starts. Learn how a default-deny outbound policy collapses your biggest risks in one rule.

Prompt Skill Context Resolution: Why Static SKILL.md Libraries Break in Live Agentic Workflows (and How to Fix It)

Prompt skill context resolution fails with static SKILL.md files. Learn why live agentic workflows need per-call resolution to stop silent drift failures.

Claude Code Competitor Enterprise Relaunch: How VPC-Isolated Runners and Flat Seat Pricing Are Reshaping the AI Coding Agent Vendor Decision

Claude Code competitor enterprise teams need: VPC-isolated runners fix data egress risk, flat seat pricing kills budget surprises. Here's what changes.

Beacon Handoff: The Open-Source Tool for Coding Agent Session Portability Across Any Tool

Coding agent session portability finally has a solution. Learn how Beacon handoff serializes and transfers sessions across Cursor, Copilot, and Claude Code.

Claude Code Audit Command: How to Find and Fix Stale Prompting Patterns in Your CLAUDE.md and Skills Files

Claude Code audit command scans your CLAUDE.md for stale prompts, outdated patterns, and prompt debt—so you can fix what's quietly hurting output quality.

AGENTS.md Joins the Linux Foundation: Which Coding Agents Have Adopted the Standard (and How to Bridge the Gap Today)

AGENTS.md Linux Foundation adoption is official. See which coding agents comply, why Claude Code doesn't, and how to bridge the gap with one simple fix.

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.