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AI Agent Engineering in Practice: The Complete Path from Demo to Maintainable Product
A systematic breakdown of AI Agent engineering based on a Bilibili tutorial: requirement definition, project conventions, Workflow vs. Agent division, Tools/Skills design, Context/Memory separation, structured Prompts, Test/Eval systems, and observability after deployment—helping you upgrade an Agent demo into a maintainable production-grade product.
Spring AI Full-Stack in Practice: RAG + MCP + Real-Time Search
Dissecting the technical architecture of a Bilibili Spring AI course: building a full-stack Java AI application with RAG knowledge base, MCP tool invocation, and real-time web search, covering SSE streaming interaction, Redis vector store, and database operations, while analyzing its architectural value and learning threshold.
How Cold and Heat Exposure Activate Brown Fat to Improve Metabolism: Dr. Søberg's Research Explained
Dr. Søberg on Huberman Lab explains cold-heat exposure and metabolic health: how brown fat is activated by temperature changes, the dosing basis for 11 minutes of cold water and 57 minutes of sauna weekly, and the Søberg principle of ending with cold.
Claude Code Cracks AirPods 3 Head Tracking Protocol, Linux User Successfully Controls Mouse with Earbuds
Developer uses Claude Code to reverse engineer the AirPods 3 head tracking protocol, discovers it differs from the Pro model, and that Linux hid the sensor due to Bluetooth packet size settings. After adjustment, data streams at 200Hz, with results open-sourced as the mousepods project.
RadianX Perovskite Solar Cells: Making Charging a Thing of the Past?
RadianX claims its perovskite solar cells can free some portable devices from charging. We analyze the technical basis, real-world limits, and likely low-power use cases, noting stability and mass-production data remain unverified.
Box Teams Up with NVIDIA Nemotron to Build Agent-First Retrieval System
Box builds an agent-first content retrieval system on NVIDIA Nemotron, claiming 4x faster queries, 20% fewer errors, and 90% less token usage. We break down the tech logic, efficiency metrics, and the shifting focus of enterprise search competition.
The Energy Anxiety Behind Texas's AI Boom
Texas is the fastest-growing AI data center market in the US, but its boom faces uncertainty from energy policy shifts. MIT Technology Review's The Download explains why the Texas AI buildout may be over.
M6 MacBook Pro May Be the Last of Its Kind: Apple's Laptop Design Watershed Approaches
Apple will launch the M6 MacBook Pro on November 6, but the all-new thin-and-light OLED touchscreen model unveiled the same day may be the standard form of future MacBook Pros. The M6 may be the last of the current design; this article analyzes the design philosophies and buying decisions of the two product lines.
Tech Giants Face Congressional Scrutiny: The Regulatory Storm After Democrats Retake Both Chambers
After Democrats retake both chambers, the tech industry faces congressional scrutiny: CEO hearings, stricter AI and data center guardrails, and investigations into Musk's DOGE cuts. This article analyzes the three regulatory levers and corporate response strategies.
New iMac Review: A Powerful Desktop That Desperately Needs a Redesign
The new iMac delivers strong performance and an excellent display, but its design is outdated, ports are limited, and its positioning feels awkward. Based on The Verge's review, we analyze why the iMac needs a thorough redesign.
NASA X-70 Fractal: A Flying Testbed for Next-Generation Aviation Technology
NASA unveils the X-70 Fractal experimental aircraft, a high-performance, highly adaptable research platform for testing next-generation aviation technologies. This article examines its design approach, its place in the X-series lineage, and the challenges facing modular validation platforms.
Touchscreen MacBook Pro Review: Is Apple's Touch-Enabled Laptop Worth Buying?
Touchscreen MacBook Pro review: Apple's new laptop features PROLED XDR display, slimmer design, and Dynamic Island. How's the touch experience? A week of testing reveals pros, cons, and buying advice.
Glasshand: Giving AI Agents a Real iPhone and Mac
Glasshand lets AI agents rent real iPhones and Macs, supporting Claude Code, Codex, and more to post, book services, and test iOS apps on real devices. This article explains how it works, its use cases, and potential boundaries.
ChatGPT Images 2.6 Released: GIF Generation, Reference Image Reuse, and 50% Speed Boost
ChatGPT Images 2.6 released: prompt-to-GIF animation with frame-by-frame editing, reusable reference images for yourself, pets, or characters, 50% faster generation, plus Flare and Sunburst API model variants and SVG export for developers.
Rerun: Turn Your AI Subscription into an AI Coworker Team
Rerun, #3 on Product Hunt, turns your ChatGPT or Claude subscription into a team of AI coworkers that run on schedules or triggers, each with tools, a computer, and a shared workspace. It asks before risky actions, is open source (AGPL v3), and supports self-hosting.
Living Brain: Breaking Down AI Memory Silos to Give Agents Persistent Memory
Living Brain, ranked second on Product Hunt, is an AI memory layer that uses API, SDK, and MCP to give ChatGPT, Claude, Cursor, and other models shared persistent memory, breaking AI knowledge silos. This article analyzes its core mechanism, multi-model reuse value, and competitive challenges.
Clocknext: Billing and Pricing Infrastructure Built for AI Agents
Clocknext is a billing and monetization platform for AI-native apps and Agents, offering real-time AI usage tracking, billable metric conversion, flexible pricing design, and cost and margin monitoring. This article analyzes its product positioning, core capabilities, and use cases.
Stitch.ai: Packing Email, Calendar, and Tasks into One AI Workspace
Stitch.ai launches on Product Hunt, integrating email, calendar, contacts, tasks, notes, spreadsheets, slides, kanban, and files into one AI workspace with built-in assistant Stitchy. This article analyzes its product approach, target users, and shortcomings to watch.
Bridge: Redefining AI Agent Meetings with an All-in-One Platform to Replace Fragmented Tools
Bridge is an all-in-one agentic meeting platform on Product Hunt that integrates scheduling, video conferencing, AI notes, and structured memory, letting customizable AI agents join meetings as participants to replace fragmented meeting toolchains.
Tao Browser: A Privacy Browser with Independent Logins for Every Company
Tao Browser is a privacy browser offering independent login spaces for each company, with Face ID tab locking, ad blocking, and account-free mode, free for iPhone, iPad, and Mac.