Topic

Agents & Harnesses

Agentic loops, harnesses, and orchestration: the engineering patterns behind autonomous AI systems that actually finish the job.

24 articles
Agentic Loops and Harness Engineering: The 2026 Field GuidePillar

Agent Harness Engineering and Agentic Loops: 2026 Field Guide

Execution loops, externalized state, and verification gates now matter more than raw model IQ. Here's how the agents that actually ship are built.

17 minJune 11, 2026
Cascaded vs End-to-End Voice Agents: Which Architecture Ships in Healthcare?Agents & Harnesses

Cascaded vs End-to-End Voice Agents: Which Ships in Healthcare?

The latency gap is narrowing, but the workflow, not the benchmark, picks the architecture.

13 minJune 29, 2026
Pentagon Agent Network: What PSP-2 Actually Tells Us About Defense Multi-Agent AIAgents & Harnesses

Pentagon Agent Network: The Multi-Agent Architecture No One Is Parsing

The DoW's second Pace-Setting Project names vendors, latency targets, and a hard human-in-the-loop line. The engineering questions are the interesting part.

10 minJune 29, 2026
Agent Reliability Needs a Score, Not a Gut FeelingAgents & Harnesses

Agent Reliability Needs a Score, Not a Gut Feeling

A five-metric scoring framework that turns production agent reliability from vibes into a number you can alert on.

11 minJune 29, 2026
The 100-Tool Agent Trap: Why Less Is More in ProductionAgents & Harnesses

The 100-Tool Agent Trap: Why Less Is More in Production

The famous 3.2× failure stat is unverified, but the mechanisms behind it are real, and composition beats proliferation every time.

10 minJune 28, 2026
How to Debug an AI Agent Incident: A Postmortem PlaybookAgents & Harnesses

Your AI Agent Went Rogue on Friday. Here's the Postmortem

A blameless, SRE-style framework for the five failure modes traditional incident response was never built to handle.

17 minJune 28, 2026
Prompt Pipeline Engineering for Reliable AI AgentsAgents & Harnesses

Prompts Are Production Code. Treat Your Agent Pipeline Like Infrastructure.

The teams shipping reliable agents stopped writing prompts as disposable strings and started versioning them like the infrastructure they are.

10 minJune 26, 2026
The AI Biotech Stack Needs a Wet-Lab ClockAgents & Harnesses

The AI Biotech Stack Needs a Wet-Lab Clock

A practical reference architecture for turning biological foundation models, docking, ADMET, LIMS, and lab automation into a measurable closed-loop discovery system.

10 minJune 24, 2026
The MCP Server Boom Moved the Moat to GatewaysAgents & Harnesses

The MCP Server Boom Moved the Moat to Gateways

The protocol is becoming boring infrastructure; the hard decisions now live in authorization, isolation, observability, and gateway choice.

11 minJune 21, 2026
Voice Agent Latency Hit the 800ms Wall. Design Around ItAgents & Harnesses

Voice Agent Latency Hit a Wall. Design Around It

The best AI voice agents now win on interruption handling, endpointing, ASR recovery, and multilingual switching as much as raw milliseconds.

11 minJune 21, 2026
AI Agent Identity Is the Next Platform BattleAgents & Harnesses

AI Agent Identity Is the Next Platform Battle

The winning agent stack will be judged by how cleanly it issues, scopes, meters, audits, and revokes bots.

10 minJune 20, 2026
Your Model Isn't the Agent. The Agentic Harness Is.Agents & Harnesses

Your Model Isn't the Agent. Your Agentic Harness Is.

The anatomy of the 2026 agentic loop, why over-scaffolding now hurts frontier models, and the harness patterns that make agents reliable on long runs.

11 minJune 19, 2026
One Mind or Many? The 2026 Subagent Architecture PlaybookAgents & Harnesses

One Mind or Many? The 2026 Subagent Systems Playbook

When to split an agent into a swarm, when to keep it single-threaded, and the six orchestration patterns that cover the field.

11 minJune 19, 2026
Your MCP Server Is a Backdoor. Here's How to Harden ItAgents & Harnesses

Your MCP Server Is a Backdoor. Here's How to Harden It

The 2026 CVE chain turned Model Context Protocol into the agent era's most reliable attack surface. Here's the production hardening that actually holds.

12 minJune 19, 2026
Your AI Agent Has the Keys. Here Is How to Contain ItAgents & Harnesses

Your AI Agent Has the Keys. Here Is How to Contain It

Containment that holds when the prompt fails: per-agent identity, task-bound credentials, and a kill-switch the model can't argue with.

12 minJune 19, 2026
Human-in-the-Loop Doesn't Scale. Build Human-on-the-Loop OversightAgents & Harnesses

Human-in-the-Loop Doesn't Scale. Build On-the-Loop

How to architect AI agent oversight that's real without becoming a bottleneck, and what EU AI Act Article 14 actually demands by August 2026.

10 minJune 19, 2026
The 800ms Latency Bar That Decides Your Voice Agent StackAgents & Harnesses

The 800ms Bar Quietly Decides Your Voice Agent Stack

Sub-800ms end-to-end latency, not model IQ, is the constraint that secretly picks your architecture and your vendor.

11 minJune 19, 2026
LLMOps vs MLOps: the 2026 guide to operationalizing AI agentsAgents & Harnesses

LLMOps vs MLOps: The 2026 Guide to Operating AI Agents

LLMOps extends MLOps with prompt registries, eval harnesses, and token-cost observability. Here is what actually changes when your artifact is a prompt instead of a model.

10 minJune 12, 2026
Harness engineering: why agent reliability now beats model IQAgents & Harnesses

Harness Engineering: Why Agent Reliability Beats Model IQ

OpenAI's Codex team shipped a million lines of code with zero written by hand. The discipline that made it possible has a name, a spec, and a build order.

10 minJune 12, 2026
Stateful vs. Stateless Agent Architecture: What the 2026 Benchmarks Actually SayAgents & Harnesses

Stateful vs. Stateless Agents: The 2026 Architecture Decision

The model is always stateless. The agent almost never should be. Here's the evidence, the economics, and a decision framework you can apply before writing a line of code.

9 minJune 12, 2026
Agent Architecture Showdown: Modular vs Monolithic in 2026Agents & Harnesses

Modular vs Monolithic Agent Architecture: 2026 Verdict

The benchmark data says modular agents win on quality and monoliths win on cost, and the boundary you draw between them is the real architecture decision.

10 minJune 11, 2026
The Rise of Agentic AI: What Autonomous Systems Actually Deliver in 2026Agents & Harnesses

Agentic AI in 2026: Real Deployments, Real Failure Rates

Enterprises will spend trillions on agentic AI this year, yet the best agents still fail a third of real-world tasks. Here's where autonomy works, where it breaks, and who's getting sued.

10 minJune 11, 2026
Stateless MCP Is Coming: How to Migrate Your Servers Before July 28Agents & Harnesses

Stateless MCP Migration Guide: The 2026-07-28 RC Explained

The MCP 2026-07-28 release candidate deletes sessions and the initialize handshake. Here's exactly where your state goes and how to ship the migration now.

9 minJune 11, 2026
The Ralph Wiggum Loop: Why Stateless Agents Beat Smart OnesAgents & Harnesses

The Ralph Wiggum Loop: Why Stateless Agents Beat Smart Ones

Wiping the agent's memory every iteration sounds like sabotage. It's actually the most reliable way anyone has found to run a coding agent for hundreds of turns.

9 minJune 10, 2026