How I cut my OpenAI Agent latency by replacing cloud sandboxes with a local microVM
A few days ago, I was building a coding agent using the new OpenAI Agents SDK. Like everyone else, I plugged in one of the official cloud sandboxes (I…
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What is Cursor AI’s business model? Asking for a friend.
Other big players may have collateral incentives. OpenAI & Claude has much broader goals for its AI. Microsoft has a whole range of technologies, …
Persistent multi-agent conversations with the OpenAI Agents SDK and MongoDB
Version 0.14.2 added a MongoDBSession backend; here's a working multi-agent customer-support demo that uses it, and the documents it leaves behind. Th…
Thoughts on GPT-5.5 and What It Means for Learning to Code
I’ve been playing around with the latest wave of AI tools, especially GPT-5.5, and I keep coming back to the same thought: It’s not that coding is get…
(The Senses) Image Generation & Media
The Catalyst Field note: Nano Banana Pro and reactive image gen I hit a real workflow failure mode: a proactive image stack (Nano Banana Pro) that wou…
GPT-5.5 Just Dropped. Here's What the Benchmarks Are Hiding.
GPT-5.5 landed April 23, 2026. I've been in the benchmark data since the moment it dropped — and I need to tell you the number OpenAI didn't put in an…
DeepSeek v4 на 1.6 трлн параметров, GPT-5.5 и Kimi K2.6, SpaceX собирается купить Cursor, пока ИИ-агенты нанимают людей
Привет, это новый выпуск «Нейро-дайджеста» — коротких и полезных обзоров ключевых событий в мире искусственного интеллекта и технологий. Неделя насыще…
AI security monitoring at scale: one LLM call, every dashboard
How CoinHawk runs a continuous AI security scan for every connected user using a single shared LLM call every 5 minutes. The dumb version doesn't scal…
Auto AI Router: высокопроизводительный прокси-роутер для LLM API на Go
Auto AI Router — лёгкий прокси-роутер на Go, который принимает запросы в формате OpenAI API и прозрачно распределяет их между несколькими провайдерами…
GPT-5.5 vs Claude Opus 4.7 vs Gemini 3.1 Pro: The Frontier Model Showdown
Three flagship models. Three different labs. Three different bets on what production AI actually needs in 2026. GPT-5.5 dropped April 23, Opus 4.7 dro…
GPT-5.5 vs Anthropic’s Methods Model vs Opus 4.7: What Actually Matters
We are well past the point where asking, which model is best? gets you a useful answer. The more interesting question now is this: which kind of model…
Мысли об одной продуктовой ошибке подавляющего большинства GenAI компаний
Основные игроки рынка GenAI совершили фундаментальную продуктовую ошибку. Продавая доступ к API разработчикам, они одновременно копируют лучшие сторон…
Мир не успевает за ИИ лабораториями
В конце прошлого года появилась новая тема для психоза вокруг нейосетей. На этот раз ей стали кодинг агенты. Люди говрят, что это новая эра в программ…
gpt-image-2 API Developer Guide: Pricing, Thinking Mode, and Production Integration (2026)
gpt-image-2 API Developer Guide: Pricing, Thinking Mode, and Production Integration (2026) OpenAI announced gpt-image-2 on April 21, 2026 — but the of…
Как использовать Claude Code в 8 раз дешевле: подключаем китайские модели
Всем привет! Сегодня разберём, можно ли использовать Claude Code с китайскими моделями вместо Opus и сколько на этом реально сэкономить. Взял две кита…
Как развернуть Qwen в облаке так, чтобы модель не была доступна из интернета
Разворачивать LLM на своих мощностях часто приходится не из-за любви к self-hosted решениям, а ради контроля над данными и предсказуемого инференса. И…
OpenAI Euphony: A Browser-Based Viewer for Harmony Conversations and Codex CLI Sessions
OpenAI Euphony: A Browser-Based Viewer for Harmony Conversations and Codex CLI Sessions OpenAI just shipped Euphony — an Apache 2.0 open source web ap…
AGI уже стучится в дверь человечества. А мы всё ещё думаем, что он станет нашим лучшим другом
Просто представьте на миг: вы — один из тех учёных, кто запускает финальный билд созданного сверхинтеллекта. Экран мигает. Код компилируется внутри ма…
I Tracked Every LLM API Call For a Week — 65% Were Unnecessary
I've been using GPT-5 and Claude via API for coding tasks — refactoring, code review, architecture questions, debugging. The bill was creeping past $1…
[Перевод] OpenAI выкупила Sky – теперь в Codex лучшая система управления компьютером, которую я видел
На днях компания OpenAI представила обновленное приложение Codex для Mac. Среди множества нововведений особняком стоит встроенный инструмент управлени…
AI Memory Systems: Everything You Need to Know
If you have built anything with ChatGPT, Claude, or any large language model in the past year, you have probably hit this wall: the AI forgets what yo…
The $322 Million Heist: How Anna’s Archive Scraped the World’s Music and Lost Everything (Or Did They?)
The $322 Million Heist: How Anna’s Archive Scraped the World’s Music and Lost Everything (Or Did They?) $322,000,000.00. That is the staggering price …
Beyond ChatGPT Wrappers: Building a Real Semantic Search API with ASP.NET Core and OpenAI Embeddings
Most developers jump straight to chat completions when they think "AI + backend." But the feature that's quietly changing how products work — semantic…
openai-agents 0.13.x Silently Dropped openai v1 Support — Here's What Breaks
openai-agents 0.13.2 Silently Dropped openai v1 Support — Here's What Breaks Status: READY TO STAGE Written: 2026-03-27 (W100) Based on: openai-agents…
I Tried Building GPT Without Training — Just Math. Here’s Where It Broke | Shivnath Tathe
The Question What if we skipped training entirely? Every language model — GPT, LLaMA, BERT — learns by optimising a loss function over millions of gra…
New Codex features include the ability to use your computer in the background
An in-app browser allows visual feedback while building websites and more.
Quick question for people building with LLM APIs (3 questions, 2 min)
I'm building an open-source reference called AI Oversight Patterns, a catalog of software patterns for keeping humans in control of AI agents. Things …
LLM Performance Drop: Hosted Models Feel Worse for 3 Reasons
I tried to answer a simple question: is the current LLM performance drop panic actually a real cross-industry regression, or are people comparing diff…
MCP servers vs custom GPTs: a practical comparison in 2026
MCP servers are having a moment. But every week I see the same question in Discord servers and Reddit threads: "Should I build an MCP server or just m…
OpenClaw Security Concerns Reveal Why Agents Need Verifiers
OpenClaw security concerns are the part of the story that people can no longer hand-wave away. The bigger problem, though, is that a persistent AI age…