Posts

Cumora agent relay chain with mid-handoff gap illuminated, representing coordinated team execution

Cumora: Agents as First-Class Teammates in Team Chat

Cumora is team chat rebuilt so agents hold the same roster, DMs, and calendars as humans, not a chatbot bolted on top.

State-aware A2A routing decision node with three branching agent paths: self, collaborate, handoff

State-Aware A2A Routing: How Sprix SAGE Decides Mid-Task

The real gap in multi-agent systems isn’t discovery; it’s deciding who keeps working after execution has already begun.

Dedicated compute for AI coworkers: a matte-black Docker container as an industrial crate with glowing orange rectangular interface, isolated on dark concrete

OpenBot: Production Patterns for AI Coworkers with Dedicated Compute

OpenBot treats agent compute as a governance boundary: one container, one browser, and a fail-closed policy gate in front of every action.

Cost Regression Detection for AI Coding Agents

AI coding agents burn tokens invisibly; cost regression gates turn that waste into a failing build signal you can act on.

Agent identity governance as a vault of brass keys with one singled out under hard light - runtime credential control

Agent identity: runtime governance for non-human principals

Stop handing agents long-lived secrets; govern credential use the moment each agent acts, not at rest.

Diffusion LLM inference as hundreds of spheres resolving from fog all at once - parallel generation, not sequential

Diffusion LLMs for Agent Inference: Speed and Tradeoffs

A production engineer’s guide to when parallel token generation beats autoregressive decoding for latency-sensitive agent workloads.

Federated MCP as three separate stone platforms linked by light with no central hub - distributed tool access without a server

Federated MCP: Distributed Tool Access Without a Central Server

The hard part of federated MCP isn’t plumbing between servers; it’s deciding who can invoke what across a boundary no single party controls.

Agent debugging workflow with trace capture, state freeze, and parallel simulation

Production Agent Debugging: From Logs to Root Cause

When an agent fails, you need to know why it chose a particular reasoning path — not just what API calls it made. Here is how the tooling is evolving to close that gap.

Agent-native browser architecture for Rotunda — abstract visual metaphor

Rotunda and the Agent-Native Browser: Browsers Built for AI Agents

A Firefox fork called Rotunda introduces a new paradigm: browsers built for agents, not humans, and the economics are impossible to ignore.

AI agent IDE workspace with multi-agent orchestration

AI Agent IDEs: Multi-Agent Workspaces Are Rebuilding Dev Tooling

The IDE is no longer a code editor with an AI plugin — it’s becoming a command center for multiple AI agents, and the architectural implications run deeper than most teams realize.