Blog
AI agent reliability insights — market intelligence, technical deep-dives, and research explained
12 Topology Patterns for Multi-Agent Systems
Sequential, Parallel, Hierarchical, DAG, Debate, Mesh, Star, Grid, Forest, Circular, Mixture-of-Agents, Maker — when to use each, with ASCII diagrams.
Anthropic Just Proved Why Agent Operating Systems Matter
Claude Managed Agents launched yesterday. Here's what it means — and why the open source alternative matters more than ever.
I Gave Claude Code a Permanent Brain — Free, Local, 60 Seconds
Your AI agent forgets everything between sessions. Here's how to fix that with one command — no cloud, no API keys, no cost.
Building Hybrid Agent Teams: Qualixar OS Meets Claude Code and Managed Agents
An architecture preview for integrating Qualixar OS with Claude Agent Teams and Managed Agents — subagent definitions, hybrid topology design, and the managed agents adapter pattern.
The AI Agent OS is Coming
40% of agentic AI projects get cancelled. The problem isn't the agents — it's the missing infrastructure layer beneath them.