AI Playbooks
The Core Competitive Edge of AI Agents: Turning Vague User Needs into Executable Steps This practical guide breaks down the underlying logic behind how an AI Agent correctly decomposes tasks — from core prerequisites and scientific methods to real-time safeguards and case studies. It covers key aspects like multi-channel information collection,
AI news
# Sales Champion Resigns, Performance Collapses! ## Goals Unclear, Team Loses Momentum! ## Processes Chaotic, Managers Firefighting Daily! --- ## Does This Sound Familiar? Such crises often stem from **over-reliance on “star performers”** and a lack of **replicable, systematic organizational capability**. Yan Xiaoyun — legendary member of Ali’s *Iron Army*, recognized by Jack Ma
AI news
# From Boom to Cool-Down: What Went Wrong in AI Companionship? Once highly anticipated, the **AI companionship** track went from explosive growth to cooling down in just one year. From **initial curiosity** to **real companionship needs**, from **technical shortcomings** to **regulatory pressure** — this article examines: **What exactly did we get wrong?
AI news
We Should All Be Using Dependency Cooldowns Read the original article by William Woodruff (via Hacker News) William Woodruff outlines a practical approach to reducing your exposure to software supply chain attacks: dependency cooldowns. --- What Are Supply Chain Attacks? Supply chain attacks occur when an attacker compromises a widely
Production AI
# Introducing Zoomer: Meta’s Automated AI Debugging & Optimization Platform ## Overview **Zoomer** is Meta’s **comprehensive, automated platform** for profiling, debugging, and optimizing AI workloads. It supports **all training and inference operations** across Meta, delivering **deep performance insights** that: - Reduce **energy consumption** - Accelerate **workflows** - Improve **AI infrastructure
AI news
# Gemini 3: Expansion, Opportunity, and Industry Reactions  Gemini 3’s release is **more than a parameter update** — it represents a **forceful expansion of model boundaries**. Like a massive, multifaceted polyhedron, it simultaneously spans **Vibe**, **Coding**, **General-purpose Agents**, **Front-end
AI news
Tencent HunyuanVideo 1.5 — Lightweight HD Video Generation Model Release Date: 2025-11-21 Location: Zhejiang --- Overview HunyuanVideo 1.5 is Tencent’s newly open-sourced 8.3B-parameter video generation model, designed for 5–10 seconds of HD output. Built on a Diffusion Transformer (DiT) architecture, it can run smoothly even on
AI news
# Valkey 9.0: Next-Generation In-Memory Data Storage The Linux Foundation has announced the [general availability of Valkey 9.0](https://valkey.io/blog/introducing-valkey-9/), the open-source, in-memory storage solution that succeeds Redis. This **major release** introduces: - **Atomic slot migrations** - **Hash field expiration** - **Full support for numbered databases
AI news
 > **This Issue Highlights:** > - **Angular v21** introduces signal-based forms, MCP services, and an AI Tutor. > - Multiple **TC39 proposals** progressed to Stage 2+ at the 111th TC39 meeting. > - **Webpack Bundle Analyzer v5.0*
Growth & SEO
Are There Really "Viral Post Formulas" on Xiaohongshu? On Xiaohongshu, countless guides promise magic recipes for viral growth — from writing posts to running full accounts. But do these step-by-step methods really guarantee a hit? --- The Myth of the "Viral Formula" Typical Titles You’ll See
AI news
Open-Source Projects Overview This document highlights several notable open-source projects — from developer productivity tools to robotics simulation platforms and machine learning references — along with ways to integrate them into research, engineering, and content creation workflows. --- sharkdp/bat Stars: 55.3k License: Apache-2.0 bat is a modern replacement for
AI news
AI-Powered Academic Simulations: CiteAgent & AgentScope Scientists can now experiment on science itself. Classic Social Science Challenges * Verifying social theories – How to quickly find tens of thousands of survey volunteers? * Shortening research cycles – How to make society “evolve faster”? * Proving causality – How to create a true control group in social