Microservices vs. Monolithic Architecture: What Should Your Full-Stack Development Partner Build?
A founder asked me last year to review the architecture his agency had pitched. Eleven services. A message queue. A service mesh. The product was a bo…
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A founder asked me last year to review the architecture his agency had pitched. Eleven services. A message queue. A service mesh. The product was a bo…
The $0.14-per-million-token Question In June 2026, calling GPT-4o costs $2.50 per million input tokens. DeepSeek V4 Pro charges $0.14. That's not a ty…
Most mind map tools store their data in a proprietary binary blob or lock you into a WYSIWYG editor. When I started Open MindMap , a React component, …
A local-first, single-file SPA where multiple agents debate your decision and hand you a verdict. The problem: every AI I asked just agreed with me I …
A mistake I keep running into with AI feedback tools is treating the summary as the product. Getting a model to write a confident paragraph is no long…
Hi DEV community! 👋 I want to share a project I've been working on: IA Code Studio ( https://ia-codestudio.com ). It is a next-generation interactive …
Architecture Overview Clioloop's Agentic Fusion is not just "run the same prompt 5 times and pick the best." It's a structured pipeline where differen…
The Problem Most AI assistants give you one model's answer. If it's wrong, you catch it or you don't. If you use a cheap model, quality drops. If you …
The problem with single-model AI assistants Most AI assistants give you one model's answer. If it's wrong, you catch it or you don't. If you use a che…
Originally published on lavkesh.com I've watched it happen dozens of times and I've done it myself more than once. You pick a use case, connect it to …
Many Are Building Cathedrals on Quicksand The foundations of AI development shift every quarter. These are the architectural choices that outlast the …
LLM Self-Preference Bias: How Anonymized Peer Review Fixes It The panel had been agreeing with itself for a week before I noticed, and the worst part …
Clioloop — The Open-Source AI Agent with Agentic Fusion We just open-sourced Clioloop , an AI agent with a feature we're calling Agentic Fusion . I wa…
Let me start like this. As a human being, I’m telling you the truth: you actually matter more than anything. It’s just that you’re always on your scre…
My agents were confidently wrong about the world, and I couldn't tell when. That's the part that got to me — not the wrongness, the confidence. I run …
Recently, while working on an in-progress open-source framework called Projector, I ran into a (not particularly novel) issue: one of it's internal pa…
When you talk to ChatGPT about a subject you understand well, you quickly notice something. The first answer is rarely the final answer. You add conte…
This week's AI tooling news splits cleanly between infrastructure you can ship today and capability bets that require more careful evaluation. Anthrop…
I built Agent Island around a small problem that becomes painful during long agentic coding runs: the task does not always fail loudly. A Claude Code …
iPhone's Apple Intelligence shows a beautiful iridescent glow around the screen edges when Siri is thinking. I wanted that same effect on my Mac when …
If you build on top of LLMs, you've probably hit this: you ship a feature, traffic spikes, and the API bill comes back way higher than you expected. P…
The bottleneck has shifted. For most of human history, the challenge was producing things. If you wanted a painting, someone had to spend weeks painti…
The most important engineering gap nobody seems interested in talking about A few months ago, I noticed something strange. Everywhere I looked, people…
You walk into the RFP briefing. Your competitor has 200 people, 97% AI coverage, and a 4-day delivery promise. You have 15 people and a proposal you h…
This is Part 13 of my series on the Microsoft Agent Framework. You can read the original post over on lukaswalter.dev . In the previous article , we l…
AI coding agents now edit repositories, run commands, and produce branches. That makes the spec before the work more important: it carries the context…
Where I'm actually deploying AI coding tools at my next organization, and why. If you read my last post, you know I'm not a believer in the uncritical…
Every AI agent that calls an external API hits the same wall. The response comes back as raw JSON, deeply nested, verbose, full of fields the agent do…
AI coding tools are changing how software gets built. Cursor, Claude Code, Codex, Copilot and Lovable can generate code very quickly. For solo builder…
If you are building with tool-calling models, the most important design decision is often not the prompt. It is the loop around the model. An LLM can …