In this tutorial, we discover how to construct and question a native data base with OpenKB utilizing a free, open mannequin by way of OpenRouter. We securely retrieve the API key with getpass, arrange the atmosphere with out hardcoding secrets and techniques, and initialize a structured, wiki-style data base from scratch. As we transfer by…
As AI brokers transfer from analysis demos to manufacturing deployments, one query has grow to be inconceivable to disregard: how do you really know if an agent is sweet? Perplexity scores and MMLU leaderboard numbers inform you little or no about whether or not a mannequin can navigate an actual web site, resolve a GitHub…
Building a production-grade voice AI agent is likely one of the hardest engineering challenges in utilized machine studying right this moment. It isn’t just about transcription accuracy. You want a system that may maintain context throughout a five-minute dialog, invoke exterior APIs mid-call with out an ungainly pause, gracefully get well when a caller corrects…
In this tutorial, we discover kvcached, a dynamic KV-cache implementation on high of vLLM, to know how dynamic KV-cache allocation transforms GPU reminiscence utilization for giant language fashions. We start by establishing the surroundings and deploying light-weight Qwen2.5 fashions by way of an OpenAI-compatible API, making certain a sensible inference workflow. We then design managed…
There is a quiet failure mode that lives on the middle of each AI-assisted coding workflow. You ask Claude Code, Cursor, or Windsurf to change a perform. The agent does it confidently, cleanly, and incorrectly — as a result of it had no concept that 47 different features trusted the return kind it simply modified….
In this tutorial, we construct a complicated hands-on workflow with the Deepgram Python SDK and discover how fashionable voice AI capabilities come collectively in a single Python setting. We arrange authentication, join each synchronous and asynchronous Deepgram shoppers, and work straight with actual audio information to grasp how the SDK handles transcription, speech technology, and…
DeepSeek-AI has launched a preview model of the DeepSeek-V4 sequence: two Mixture-of-Experts (MoE) language fashions constructed round one core problem making one-million-token context home windows sensible and reasonably priced at inference time. The sequence consists of DeepSeek-V4-Pro, with 1.6T whole parameters and 49B activated per token, and DeepSeek-V4-Flash, with 284B whole parameters and 13B activated…
Catch up on each session from AIAI Summit Silicon Valley with periods from all 4 tracks. Chief AI & CISO Summit and Generative & Agentic AI.
There’s a sample enjoying out inside nearly each engineering group proper now. A developer installs GitHub Copilot to ship code quicker. An information analyst begins querying a brand new LLM instrument for reporting. A product staff quietly embeds a third-party mannequin right into a characteristic department. By the time the safety staff hears about any…
OpenAI has launched GPT-5.5, its most succesful mannequin thus far and the primary totally retrained base mannequin since GPT-4.5. GPT-5.5 is designed to finish advanced, multi-step laptop duties with minimal human path. Think of it because the distinction between an assistant who wants a guidelines and one who understands the underlying purpose and figures out…