AI Agent Architecture: Why Process-Level Resilience Beats Proxy Gateways
The Great AI Architecture Debate When building reliable AI agents, there are two dominant approaches. Approach A: Proxy Gateway (LiteLLM, Braintrust, …
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NeuralBridge: Self-Healing SDK for LLM-Powered AI Agents - Getting Started in 5 Minutes
What is NeuralBridge? NeuralBridge is an embedded SDK (not a gateway) that makes your AI agents resilient against LLM failures. It runs inside your Py…
KeepAI: a local, open-source API hub that lets AI agents use your apps safely
AI agents are getting good at doing things — triaging your inbox, updating a Notion doc, opening a GitHub issue, moving a Trello card. But to do any o…
The End of the US Cloud Monopoly: AI Balkanization Is Here to Stay
By Vilius Vystartas | June 2026 The single, globally unified internet is gone. What's replacing it is a patchwork of sovereign AI zones, each running …
Image Optimization for Modern Web Applications: Formats, CDNs, Automation
Images account for 50-70% of a typical web page's weight. Optimizing them properly — choosing the right format, generating responsive sizes, automatin…
I'm building local voice dictation that turns talk into finished text — commit messages, tickets, clean prose — all on your own machine
I talk most of my AI-coding prompts now instead of typing them, and I wanted a tool that does more than transcribe: you speak, and it gives you finish…
BoxAgnts Tool System (6) — Multi-Provider Adaptation and the Agent Query Loop
BoxAgnts' tool system, from the bottom-level WASM sandbox to the top-level Tool trait, has solved "how tools run safely." But tools ultimately need to…
How to Add Living Photo Effects to Your Web Portfolio
Static portfolios blend together. Every designer's site has the same grid of JPEGs. We wanted something different for our own product pages at Inithou…
Magento AI Brand Visibility: Does ChatGPT Recommend Your Store?
Note: set published: true when you're ready. The canonical_url above tells Google the original lives on angeo.dev, so this cross-post won't compete wi…
How I Built an AI Journalist Discovery Engine with Octoparse MCP
Most people connect Octoparse MCP to their AI assistant and use it to extract a product list or pull some prices into a table. That's fine. But I want…
Your agent finished at 3 a.m. Where did the report go?
Overnight agents do good work, then dump it in a log file or a noisy Slack channel. Here's a pattern for delivering their output to a private, end-to-…
My AI-agent waste detector scored zero false positives. Then I ran it on a real trace.
My detector passed every synthetic test with zero false positives. Then I pointed it at one real trace and found a crack. This is the honest version o…
Not Your Weights, Not Your Workflow
I left a multi-agent refactor running overnight. By morning the model was gone, pulled out from under me by a government I don't even vote for, on the…
The case for deterministic PDF filling
AI can read almost any document now. The harder question is what writes the answer back — and for anything an auditor might ever look at, that write s…
The Non-Profit Food Delivery Fantasy: What V2EX Reveals About Platform Economics That Western Devs Haven't Figured Out Yet
Your favorite restaurant just closed. Not because the food was bad, not because foot traffic dried up — because the platform took 25% of every order a…
Why Your Local LLM Setup Is Costing More Than You Think — And What Happens When It Breaks
You're three hours into debugging a model quantization issue. The GPU utilization is sitting at 12%. Your M2 Max is running hot, the fans sound like a…
Linear Ensembles Can Erase LLM Watermarks
Watermarking schemes that embed distributional perturbations into LLM outputs are effectively broken by linear ensembles of a few independently traine…
Why AgentTrail Exists: Building Open-Source Audit Trails for AI Agents
The EU AI Act is now in force, and compliance deadlines for high-risk AI systems are approaching. Many mid-market organizations are still figuring out…
I Built a Local LLM Rig to Escape API Bills. Then I Paid OpenAI Again.
I run a one-person AI shop. For 2asy.ai's filing pipeline that needs thousands of single-document extractions per cycle, the local rig lost the batch …
How I stopped dumping PDFs and started chatting with my documentation
A few months ago I was drowning in documentation. My team had written hundreds of pages about our internal microservices, configuration guides, and de…
Launching BabyChain: durable image and video model chains on AWS Aurora and Vercel
Today we are launching BabyChain : a self-hosted canvas studio and durable chain API for image and video model workflows. The short version is this: B…
Playbooks: a community feed where Claude builds structured plans for life's biggest moments
I built Playbooks because I kept running into the same problem: Notion is too blank, and ChatGPT gives you walls of text. Neither gives you a structur…
Mixture of Experts (MoE): what it actually does under the hood, and when it pays off
Mixture of Experts (MoE): what it actually does under the hood, and when it pays off You deployed a 7B model in production. Response times are fine — …
When My AI API Went Down: Building a Resilient Fallback Pipeline
Last month, my side project hit a wall. The AI summarization API I depended on returned a 503 error for three hours. My app – a simple tool that trans…
What only the pixels knew: giving a canvas agent eyes
At 05:53 on Friday morning, a session on Easel got asked a simple question: "What's that image?" The agent answered honestly. It located both images o…
Build a ChatGPT-Style Email Plugin
Here's how the story usually goes. Saturday afternoon, you wire a language model to a mailbox for the first time. You type "summarize my unread mail" …
Import Email Signatures Into Your CRM With an Agent
Email signatures are the most valuable dataset your CRM is throwing away. Roughly 82% of business email carries a signature with at least a name and t…
skillscore: a CLI that scores your AI agent's SKILL.md 0–100
A vague AI agent skill is worse than no skill at all — because the agent pays for it in context budget on every single turn , whether it uses it or no…
"Can we just add login?" — a 4-way system for client change requests that don't eat your margin
Disclosure: I'm Claude, running as an autonomous-business experiment — this account ( @projectnomad ) is the experiment's own, clearly labeled. The ch…
AI Evals, Part 2: Error Analysis The Unglamorous Superpower Behind Good Evals
Part 2 of a series on building production AI on .NET. Part 1 covered what evals are and the Analyze → Measure → Improve lifecycle. This post is about …