OpenAI has launched a Codex Chrome extension for Mac and PC to streamline browser-based workflows that had been beforehand troublesome to deal with via APIs or plugins. This launch follows a pattern the place most customers most well-liked working in a browser after the launch of “Computer Use,” permitting Codex to function extra successfully throughout…
OpenAI launched three new audio fashions via its Realtime API, every focusing on a definite functionality in stay voice functions: GPT-Realtime-2 for voice brokers with reasoning, GPT-Realtime-Translate for stay speech translation, and GPT-Realtime-Whisper for streaming transcription. Alongside the mannequin releases, the Realtime API formally exits beta and is now typically out there — a significant…
Most 1. Your brokers remedy the identical issues repeatedly from scratch If your agent handles related duties throughout periods and rebuilds its strategy each time from a clean immediate, you’re spending compute on work that already exists. Modern architectures tackle this straight. When a brand new process arrives with out a related subagent, the system…
In this tutorial, we discover CloakBrowser, a Python-friendly browser automation instrument that makes use of Playwright-style APIs inside a stealth Chromium setting. We start by establishing CloakBrowser, making ready the required browser binary, and resolving the widespread Colab asyncio loop subject by working the sync browser workflow in a separate employee thread. We then transfer…
Inference effectivity has quietly turn out to be one of the consequential bottlenecks in AI deployment. As agentic coding techniques corresponding to Claude Code, Codex, and Cursor scale from developer instruments to infrastructure powering software program improvement at giant, the underlying inference engines serving these requests are below rising pressure. The LightSeek Foundation researchers have…
In this tutorial, we construct a Groq-powered agentic analysis workflow that runs instantly utilizing Groq’s free OpenAI-compatible inference endpoint. We configure LangChain’s ChatOpenAI interface to work with Groq by setting the Groq API key and base URL, permitting us to make use of quick hosted fashions corresponding to llama-3.3-70b-versatile for tool-based reasoning. We then join…
Most agentic functions right this moment have a reminiscence downside. Every time a person opens a brand new session, the agent begins from zero. There isn’t any recollection of what was mentioned, what workflows have been in progress, or what selections have been already made. The session ends, and every thing disappears. For dev groups…
In this tutorial, we construct a absolutely interactive, multi-page net software utilizing NiceGUI. We begin by organising the atmosphere and designing a reusable format that features navigation, theming, and darkish mode help. As we transfer ahead, we implement a reside dashboard with real-time metrics and charts, demonstrating reactive bindings and timed updates. We then lengthen…
Something shifted at CES in January 2026 You might have observed one thing completely different at this 12 months’s Consumer Electronics Show: humanoid robots have been on the manufacturing facility ground, not on the idea stage. Boston Dynamics confirmed Atlas performing autonomous duties at a Hyundai facility. Jensen Huang stood on stage and mentioned the…
Voice AI has a soiled secret. Most text-to-speech programs sound wonderful — till they don’t. They can learn a sentence. What they can not do is imply it. The rhythm is off. The emotion is flat. The speaker feels like themselves for 2 seconds, then drifts into generic artificial territory. That hole between intelligible audio…