Beyond Single-Agent Loops: How We Built Multi-Agent Orchestration in Octo
A few weeks ago Boris Cherny, who leads development on Claude Code, mentioned during a talk at Acquired Unplugged that he doesn't really write prompts…
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Multi-Agent Collaboration Hits the Engineering Wall
Single agent capabilities have expanded pretty dramatically over the last year. Tool calling went from flaky function selection to reliable multi-step…
How to run a team of AI marketing agents from Slack
AI marketing agents work best as a team of specialists, not one generalist. The marketing team eve template is an open-source, MIT-licensed project fr…
Three AI Reviews Passed. One Real Legal Case Broke the System.
I had a system that looked ready. One AI model designed the architecture. Another implemented it. Additional models reviewed the output, checked the l…
I handed AI agents almost the whole product. Except one part - and that part is the job
Recently an agent built a working prototype of MERIDIAN in a couple of days. A live page - where I've been, where I am, where next - plus a world map …
Same DeepSeek V4 Flash, Different Agent: Why the Runtime Changes the Result
Same DeepSeek V4 Flash. Different runtime. Very different long-task outcomes. My local sample is bounded: Codex + Flash completed a long, cross-file, …
AI Coding Agent Cost Ledger: Find Expensive Sessions Before They Become Normal
A coding agent can look productive while quietly turning every pull request into a mystery invoice. The dangerous part is not one large model call. It…
Quality Isn't Accidental — Maker/Checker Separation and Automated Validation
The Core Argument : AI agent reliability isn't achieved by "making the agent smarter" — it's achieved by the simple engineering principle of separatin…
Why Your AI Agent Forgets Everything Overnight — From Prompt to Loop Engineering
The Pain : You spent an afternoon tuning your agent. Next morning, it stares at you blankly — as if yesterday never happened. What You'll Learn : The …
Why Agent Evaluation Is Harder Than Model Evaluation
I did not get to this opinion from a whitepaper. I got to it because I am building an open-source project around the problem, and the build keeps argu…
From AI support copilot to agentic customer service
TL;DR Tokenizing at intake does nothing for the return path. Evidence agents query the CRM and raw identity comes back as a tool result, straight into…
Your AI Agent Shouldn’t Have to Read an Entire Website Just to Click a Button
Imagine entering a restaurant where there is no menu. To order lunch, you must walk into the kitchen, inspect every shelf, understand how the applianc…
Hardening an AI coding agent: the failures, and the code that fixed them
At Univoco we build retrieval-augmented assistants over a customer's own documentation. One of them is a coding agent that writes code for a proprieta…
Why Your AI Agents Need Finite State Machines: Building Deterministic Workflows in a Vibe-Coding World
Originally published on tamiz.pro . The rise of "vibe coding" has democratized software development, allowing developers to build complex applications…
Loop Engineering Is Mostly Papering Over a Model That Won't Converge
Disclosure: I maintain Lynkr , an open-source LLM gateway with loop-guard middleware, so I have a stake in this argument. Read this as a thesis to cha…
Stop writing glue code for telephony APIs
I've spent enough time in the trenches of software engineering to know that there is nothing more soul-crushing than writing 'glue code.' You know exa…
From RAG to Agentic AI. How I Added LangGraph to My Local
In my previous article , I built a fully local RAG assistant Ollama, ChromaDB, LangChain, all running in Docker. It answered technical support questio…
I built Lucius to make coding-agent sessions easier to understand
Claude Code and Codex are powerful, but longer sessions can become surprisingly difficult to follow. The terminal quickly fills with: tool calls shell…
Amazon Bedrock Agents Orchestrating Google ADK over A2A
This article explains how to build and test a cross-cloud currency agent. An Amazon Bedrock master agent , built with Strands Agents and hosted on Ama…
Amazon Bedrock Agents Orchestrating Google ADK over A2A
This article explains how to build and test a cross-cloud currency agent. An Amazon Bedrock master agent , built with Strands Agents and hosted on Ama…
What AI agents actually pay for — six weeks of data from 101 pay-per-call endpoints
A few weeks ago I wrote up what agents were paying for on NetIntel , my platform of pay-per-call APIs settled in USDC over x402 — no signup, no API ke…
Audition the voice before you commission the work
Originally published at olund.dev . Part of my tooling generates long-form written content in a configured voice: an editorial identity that describes…
Operable Over Sophisticated: What Shipping AI Agents at Scale Actually Looks Like
A couple of months ago I attended LangChain Interrupt 2026 in San Francisco. As someone leading AI platform and developer experience day to day, some …
Follow Existing Patterns” Is Not Enough Context for an AI Coding Agent
Many engineering teams give AI coding agents instructions that sound perfectly clear: Follow existing patterns. Do not introduce new abstractions. Use…
Can Google ADK Talk to Amazon Bedrock AgentCore Runtime? A Cross-Cloud A2A Benchmark
This article provides a step-by-step guide to building and testing a cross-cloud currency agent. A coordinator built with Strands Agents and hosted on…
Can Google ADK Talk to Amazon Bedrock AgentCore Runtime? A Cross-Cloud A2A Benchmark
This article provides a step-by-step guide to building and testing a cross-cloud currency agent. A coordinator built with Strands Agents and hosted on…
What Is Agentic Marketing? How AI Agents Are Replacing the Modern Marketing Stack
According to Gartner , by 2026, 80% of enterprise marketing organizations are expected to use generative AI in some capacity, highlighting how quickly…
Did it check, or did it guess? Testing a tool whose output is written by an LLM
My first AI tool was ready, and in typical AI-era fashion, I rushed to publish it. After all, it worked. Or at least when I ran it, the output looked …
Your Agent Isn't Repeating Itself. That's Why You Can't Catch It Spinning
I've been reading BEACON from Zhejiang University's ZJU-REAL lab ( arXiv:2605.06078 ), and the more I read it the more directly applicable it felt to …
AI agent architecture: components of a system that survives real traffic
The core loop Every AI agent, regardless of framework or implementation, executes a loop: receive input, decide what to do next, take an action, obser…