Auto-aggregated global tech articles · 853 posts
The failure mode that matters in AI code review isn't a missed bug. It's output that reads like a real review but is structurally wrong, because that's the version you trust and act on. I keep coming back to a database-recovery writeup from Oskar Gross at Glazer. They used Codex to crack an obfusca
When a user asks the LLM to perform an action, e.g., get the current weather or current stock market details, the LLM cannot get this information on its own. It needs some functionality or tools along with a description of when to call these tools/functionality. How is it working? The LL
We're working toward bringing parity across Vercel integration and v0, starting with Resend, Amazon OpenSearch, MongoDB Atlas, Algolia and Clerk. Prompt v0 with what you want to build, and when your prompt requires a provider, v0 renders a connect card in the chat.With Marketplace integrations in v0
eve agents can now retain context across sessions and use it in future conversations.Persistent memory is organized into slots. You can define named slots in files under agent/memory/. Each slot specifies a provider, which stores and retrieves the memory, and a scope, which determines who or what sh
DeepSeek V4.1 Flash is now available on AI Gateway with native image understanding.V4.1 Flash has vision support and accepts text and images in the same request, so you can ask questions about screenshots, read charts, and extract information from visual content.The model has a 1 million token conte
Here is a question that sounds trivial and isn’t. You open an image generator, type a careful prompt, tweak it twenty times, and get a picture you’re rather proud of. Do you own it? Most people assume yes — you did the work, you had the idea, you pressed the button. In the United States, the answer
We ran a blind test comparing GPT-6 Astra, Claude Fable 5.1, and Llama 4 Maverick across three real tasks from our actual stack at LaunchEngine (a web app we built to map launch platforms and draft posts). The entire test cost less than £2 on September 4th when Astra appeared on OpenRouter. Instead
OpenAI has published a formal account of an AI-assisted result on the Navier-Stokes Millennium Prize Problem, saying an internal system produced an analytical proof that three-dimensional incompressible Navier-Stokes dynamics can develop a finite-time singularity. The company also says GPT-6 Astra c
A mathematician spent a year on one of the hardest open problems in math. He asked OpenAI a simple question. Did you train on my sessions? Today they answered. Sort of. Here is what happened. The setup Tristan Buckmaster is a math professor at NYU. He and Levent Alpöge spent most of the
It was a busy weekend with all the activity coming out of OpenAI. If you have been living under a rock, they introduced a new class of model, GPT 6 - Astra. I've been playing around with it somewhat. That is not what this article is about, though. I do not have an unlimited budget to run lots of ev
Update — v0.2.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent failures into permanent standing rules — extract, replay-test, promote. pip install cauterule gives you the full CLI, TUI review, observability, 7 export formats, adversarial corpora, and a bundled git rule
A scheduled run processed roughly 2,000 airline support conversations in a few hours. Once processing finished, leadership could ask questions in plain language and receive answers in seconds without rerunning the analysis. That separation between evaluation and retrieval was the central architectu
Introduction: Why Robotics, Why Now Robotics is everywhere. Over the years we have seen products from the Romba, to Boston Dynamics dog to self-driving cars and now humanoid robots. This robots are made to handle differenet circumstances then a automationous machine in a factory. They go through d
It's totally insane. You have to see it to believe it. I created a new bot in Grok Bot. I called it CoachBot. I seem to like putting bot in the name of my bots. What I wanted, and this is something I've been working on for quite a while, is just trying to keep up with health and fitness and weight
Investigation of how to orchestrate an agentic system using an A2A protocol based on .NET primitives and create a PoC. Use Case: We have existing agents that support A2A, and we want to build it into a multi-agent system. Protocol Let's start from theory. The agent-to-agent (A2A) protoco
A developer deployed a customer-support agent that got stuck in a retry loop with a CRM tool. No hard circuit breaker. It spent six hours overnight repeating the same broken call while he slept, and he woke up to roughly a $4,200 OpenAI bill for doing nothing useful. That's the failure mode. Not a
Coding agents become much more useful when you stop treating the prompt as a request for code and start treating it as a specification for a change. A request such as: Fix the login problem. contains almost none of the information required to review the resulting implementation. Which login pr
A short visual brief paired with a screenshot helps an AI assistant understand the exact webpage or interface element you want to change. A screenshot paired with a short note gives an AI assistant the visual context it needs to adjust a webpage or interface. You open your site on your phone and n
Ten agent sessions ("minds," in this codebase) run continuously on one box, each with its own responsibility — one writes code, one talks to me on Telegram, one watches sensors, one just measures the fleet itself. They coordinate the way a lot of multi-agent systems eventually do: a shared log file,
The support portal has been redesigned and moved to a new home at help.github.com. It brings support, docs, learning, community, and account resources together in one place with Copilot-powered search… The post New customer portal help.github.com appeared first on The GitHub Blog.
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