PsiBot demonstrates that, with a 100,000‑hour human‑operation dataset captured via exoskeleton gloves and ego‑vision, a world‑model (W0) and reinforcement‑learning policy (R2) can bridge the gap to robot control, offering a scalable alternative to costly teleoperation pipelines.
OpenAI has open‑sourced the openai‑realtime‑meeting‑assistant project, a Go‑based demo that lets multiple users control a Kanban board via voice using Pion WebRTC, Opus, WebSocket and the OpenAI Realtime API with function calling, and provides full setup and usage instructions.
The article explains how to enable Multi‑Token Prediction (MTP) in Qwen3.6 using a specific llama.cpp PR, achieving up to 1.5× faster local inference, details compilation steps, optimal parameters, memory requirements, and how to integrate the accelerated model with Claude Code while avoiding common pitfalls.
The article analyzes Hongsheng Beverage’s severe order‑shipment gap and collapsing channel, argues that organizational tweaks cannot fix data blind spots, and shows how Dongpeng’s five‑code integration delivers end‑to‑end visibility, precise production planning, inventory control, and cost‑effective marketing, positioning data penetration as the decisive competitive edge.
The article analyzes Luzhou Laojiao’s upgrade from a three‑code to a five‑code digital control system, detailing each code’s role, the three‑layer pre‑prevention, real‑time monitoring, and post‑accountability mechanisms, deployment statistics, broader benefits for supply‑chain digitization, and practical lessons for other fast‑moving consumer goods companies.
The article argues that despite the hype around “cutting out distributors,” manufacturers still rely on capable distributors for capital, logistics, and market execution, and that digital transformation is essential for distributors to stay competitive in a rapidly evolving fast‑moving consumer goods market.
The article presents a private‑deployed DB‑GPT solution that combines Retrieval‑Augmented Generation (RAG) and Text2SQL to address low utilization of unstructured marine‑environment knowledge, cross‑source data querying difficulties, and security concerns, detailing technical selection, implementation steps, and performance gains that reduce query time from 30 minutes to 1‑3 minutes.
KSA inserts learnable summary tokens to compress KV cache by a factor of eight, enabling accurate long‑context retrieval with far lower memory and compute costs, and it consistently outperforms full‑attention and other hybrid methods on large‑scale benchmarks.
McKinsey’s latest report shows that about 58% of European work can already be automated, agents account for 44% of that potential, and AI‑fluency job postings have grown five‑fold between 2023 and 2025, creating up to $1.9 trillion in economic value by 2030.
This article breaks down LLM semantic routing as a classifier, compares keyword, embedding, and LLM‑based routes, provides full TypeScript implementations, introduces hybrid routing for speed and accuracy, and covers production‑grade observability and dynamic configuration to avoid common pitfalls.
Using the AI‑driven IDE Kiro, a three‑tier CRM system was migrated from an on‑premise IDC to AWS, compressing total migration time from 218 to 55 minutes, cutting manual engineer interaction to 15 minutes, automating resource creation via CloudFormation, and seamlessly moving about 22,000 business records with DMS CDC.
The article enumerates eight common MySQL query patterns—such as large‑offset LIMIT, implicit type conversion, sub‑query updates, mixed ordering, unnecessary EXISTS, poor condition push‑down, early range reduction, and inefficient intermediate result handling—and shows rewritten SQL that reduces execution time from seconds to milliseconds.
The article explains Spec‑Driven Development (SDD), a methodology that defines requirements, system behavior, constraints, and tasks in a specification document before AI generates code, compares it with Test‑Driven Development, lists common SDD frameworks, and outlines suitable and unsuitable scenarios.
This tutorial walks you through the entire process of setting up a PXE‑based automated OS installation pipeline—from understanding different bulk‑install methods and the PXE workflow to configuring DHCP, TFTP, HTTP services, creating Kickstart files, handling UEFI vs BIOS, and troubleshooting common pitfalls—so you can provision dozens or hundreds of servers with a single command.
Cursor 3 redefines the developer workflow by consolidating model output, session progress, repository boundaries, and local‑cloud environments into a single unified workspace, allowing multiple AI agents to work in parallel across many repositories and environments while preserving context and simplifying code review.
The article explains how Domain‑Driven Design addresses the pitfalls of bloated services, unclear boundaries, and inconsistent terminology by introducing bounded contexts, aggregates, and domain events, and outlines a step‑by‑step adoption process while debunking common misconceptions.
This article explains Java's built‑in assert keyword, its purpose as a lightweight debugging tool, how to enable or disable it with JVM options, proper syntax, practical code examples, suitable use‑cases, prohibited scenarios, and key best‑practice guidelines for developers.
The article explains how a B2B team transformed its three‑platform regression workflow—from manual, repetitive clicks to a reusable, AI‑driven testing asset—by converting Xmind mind‑maps into Midscene YAML scripts, eliminating selector maintenance and enabling zero‑code test case creation across PC, app and mini‑program environments.
This guide walks you through two free demos that show how a single developer can use Claude on Google Cloud to build fully automated AI agents, followed by a detailed 7‑day plan that transforms Claude from a chat tool into an AI employee capable of handling content creation, operations, code review, and more, all without requiring a computer science degree.
WireTapper is an open-source OSINT/SIGINT platform that passively scans and visualizes every nearby wireless device—from Wi-Fi and Bluetooth to CCTV and vehicle RF—using a privacy-preserving k-anonymous query, integrates multiple external APIs, and offers a quick two-step deployment with a sleek web UI.
