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…
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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…
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…
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…
ChatGPT 5.5: Полный обзор и тесты. Как использовать новую нейросеть в России
Выход ChatGPT 5.5 (кодовое имя «Spud») многое изменил в мире ИИ. Это не просто дежурное обновление, а первая с нуля переобученная базовая языковая мод…
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…
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…
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…
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…
[Перевод] Убийцы OpenAI, Google и Anthropic уже здесь
У крупнейших имён в мире ИИ есть проблема старения — и они пытаются решить её, наращивая вычислительную мощь. Грубая ошибка. OpenAI, Google, Anthropic…
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…
LiteLLM got hacked. I built a simpler LLM gateway you can actually audit.
On March 24, 2026, LiteLLM versions 1.82.7 and 1.82.8 were uploaded to PyPI with a credential harvester, a Kubernetes lateral-movement toolkit, and a …