Most AI brokers cease enhancing as soon as a human stops tuning them. The mannequin is mounted. The scaffold round it’s mounted. Hexo Labs desires to maneuver each without delay. It launched SIA (Self-Improving AI) this week as an open-source framework beneath an MIT license. The core declare of this analysis is slim however concrete….
In this tutorial, we construct a whole Ansible lab that runs end-to-end in Google Colab or any Linux atmosphere. We begin by putting in ansible-core, organising a neighborhood workspace, creating an Ansible configuration file, and defining each static and dynamic inventories. We then discover key Ansible ideas, together with group variables, host variables, variable priority,…
Liquid AI simply shipped LFM2.5-8B-A1B. It is an on-device Mixture-of-Experts (MoE) mannequin constructed for software calling. The mannequin holds 8.3B complete parameters however prompts solely 1.5B per token. That sparsity is what lets it run on shopper {hardware}. The launch follows LFM2-8B-A1B, which Liquid AI workforce revealed earlier. LFM2.5 is a brand new household of…
Anthropic simply launched Claude Opus 4.8. Also, there two Claude Code updates shipped with it. Dynamic workflows run many subagents in parallel. Fast mode now helps Opus 4.8 at a lower cost. Both are analysis previews. What Dynamic Workflows Actually Are A dynamic workflow is a JavaScript script that orchestrates subagents at scale. Claude writes…
Google Pay is overhauling its fee infrastructure for an impending wave of transactions from AI agents. The newest updates introduce the Universal Commerce Protocol and a brand new server structure, positioning Google Pay as a central clearinghouse for purchases executed by autonomous agents quite than human customers. AI agents – designed to carry out duties…
Most GTM groups do not have a framework for deciding the place What is an AI agent, and why deploying it’s much less like utilizing a instrument and extra like a digital working system The take a look at that tells you which of them one matches The sensible take a look at for which…
NBA Commissioner Adam Silver stated the league plans to introduce an automatic system for sure officiating choices, together with out-of-bounds calls. The system would use AI and cameras positioned across the court docket to find out possession. Silver in contrast the method to Hawk-Eye, the monitoring expertise used for line calls in tennis. Disputed name…
Perplexity AI’s analysis crew reimplemented their Unigram tokenizer from scratch in Rust and open-sourced the code in pplx-garden, their inference expertise repository. At manufacturing enter lengths, the brand new encoder cuts p50 latency by roughly 5x versus the Hugging Face tokenizers crate, ~2x versus SentencePiece (C++), and ~1.5x versus IREE’s tokenizer (C), with zero steady-state…
In this tutorial, we construct a full pgvector playground inside Google Colab and discover how PostgreSQL can work as a highly effective vector database for contemporary AI purposes. We begin by putting in PostgreSQL, compiling the pgvector extension, connecting via Psycopg, and registering vector varieties for clean Python integration. Then, we create embeddings with SentenceTransformers,…