Yann LeCun argues that LLMs cannot achieve human-like intelligence: a four-year-old absorbs as much data through vision as all internet text. His solution—world models built on JEPA, predicting in abstract representation space rather than pixels—enables planning by energy minimization, intrinsic safety, and emergent physical common sense. Now open-sourced via V-JEPA 2, EB-JEPA, and LeJEPA for hands-on experimentation.
Traditional logic says you must choose: bespoke high-value consulting or infinitely scalable software. Palantir refused the trade-off and invented the Forward Deployed Engineer — an embedded engineer with direct CEO access who ships production code and precipitates every engagement into reusable platform capability. 传统逻辑要你二选一：高单价的定制咨询，或可无限扩展的软件。Palantir 拒绝妥协，造出了"前端部署工程师（FDE）"——能直达客户 CEO、写生产代码，同时把每一次项目沉淀为可复用的平台能力
Graphify is an open-source tool that solves Claude Code's biggest limitation — no persistent memory of your codebase. By converting any repository into a queryable knowledge graph through a three-pass pipeline (AST analysis, audio/video transcription, and LLM-driven semantic extraction), it gives Claude a structural map instead of forcing it to grep through files blindly, delivering real-world token savings of 40–60% on large codebases.
From Prompt to Profit: The AI Agency Blueprint Most people use AI for fun. This blueprint turns it into a business. With five core services — product photography, client design, illustrated eBooks, short-form video, and pitch decks — a solo operator can reach $2K+/month in 60–90 days. The secret isn't better tools. It's structured briefs, repeatable systems, and five retainer clients.
A bilingual deep-dive into building real apps and websites without writing a single line of code.一篇双语长文，带你不写一行代码，做出真正能上线的 App 和网站。 Introduction /.
AutoResearchClaw turns a single research idea into a conference-ready paper through a 23-stage autonomous pipeline—pulling real literature, running self-healing sandbox experiments, and verifying citations. This ready-to-use config runs Claude Code via ACP (no API key needed), with DeepSeek and OpenRouter as drop-in alternatives. Human gates stay active where quality matters most: literature screening, experiment design, and the final quality check.
The most expensive business problems cannot be solved by guesswork. The AI Optimization Engine bridges the cognitive gap between human intuition and mathematical precision — translating business logic into Bayesian and regression models that balance inventory, capital, stockout, and freight costs simultaneously. The formula is clear: AI + Mathematics + Business Capability = explosive cost reduction and efficiency.
A 30-day playbook reframing small-business marketing as a four-zone industrial system: Fuel (Claude mines customer reviews for your USP), Factory (Jasper, Midjourney, Canva produce on-brand content), Assembly (Predis.ai batches and schedules in one Sunday hour), and Dashboard (Notion plus ChatGPT track inquiries, conversions, and revenue — not vanity likes). Smart system. Disciplined loop. No massive budget required.
冯时教授颠覆性提出中华文明八千年:天文学是文化之源,昆仑非山而是太阳轮次运行的浪漫表达,龙的原型是苍龙七宿星象,诚信道德源于立表测影对时间守信的领悟。以道德、知识、礼仪三要素重新定义文明,挑战西方标准,重建自主话语体系。
