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Codex in Practice: A Complete Guide to Enterprise-Grade Agent Skills Development
An in-depth analysis of a Bilibili Codex practical course covering core capabilities, agents.md configuration, MCP protocol, multi-agent collaboration, and enterprise plugin development—building a complete framework for enterprise AI coding tool adoption.
A Beginner's Guide to LLM Fine-Tuning: From Principles to Industry Implementation
Starting from the layered structure of general LLMs, this guide systematically covers the motivations, cost comparisons, and applicable scenarios of LLM fine-tuning, with three open-source cases: Bencao, LawGPT, and FinGPT, illustrating implementation paths in healthcare, law, and finance.
Claude Code in Practice: From Installation to MCP, Skills, and SubAgents
Claude Code tutorial: NPM install with Node.js prerequisites, using CC Switch to bypass account login and avoid bans, permission modes, built-in commands, MCP, Skills, SubAgents, and CLAUDE.md project files—helping developers move from natural language chat to structured AI coding workflows.
SpringAI+RAG Enterprise实战: Breaking Through Three Major LLM Bottlenecks
Based on the Bilibili SpringAI+RAG enterprise实战 tutorial, this article analyzes four major pain points of LLMs—knowledge cutoff, goldfish memory, hallucinations, and private data blind spots—and outlines the learning path, capability goals, and target audience for the Spring AI Alibaba+Milvus tech stack, helping Java developers enter AI application development at low cost.
Call Decision Model Jev from Python in 10 Minutes: Let AI Make Choices and Score
A Bilibili video tutorial shows how to call decision model Jev from Python: use No, Choice, and Score question types for yes/no judgments, classification, and scale ratings, and combine them into a low-cost AI customer service inbox, including practical tips on confidence thresholds for human handoff.
DeepSeek Harness from Installation to Plugin Extensions: A Detailed Hands-on Tutorial
How to install DeepSeek Harness? Based on a step-by-step Bilibili tutorial, this article covers Node.js setup, Harness client deployment, and three plugin installation methods to help you get started with this AI Agent tool and turn AI from a chat tool into a real work assistant.
The Most Detailed Codex Tutorial on Bilibili: From Installation and Configuration to Real-World Pitfall Avoidance
Essence of the Bilibili beginner's Codex tutorial: from GPT account registration, Codex download and installation to login verification, network issue resolution, quota mechanism analysis, and Pro upgrade guide, with common pitfall avoidance methods so even beginners can get started quickly.
Why Are There More $100 Bills Than $1 Bills? The Truth Is Counterintuitive
More $100 bills than $1 bills are in circulation—18.5 billion notes. This article explores the historical reasons behind this counterintuitive fact, the end of large-denomination notes, and Steve Harvey's quirky habit of carrying only $100 bills, revealing the deep logic of currency circulation and wealth psychology.
Vibe-coders: Time to Drain the Fluff From Claude-Written READMEs
Reddit user complains that Claude-generated GitHub READMEs from vibe-coders are verbose, low-density, and treat AI thinking as human docs. Analysis and fixes inside.
Penguin Huddling Evolutionary Algorithm: Neural Network Learns a Counterintuitive Huddling Strategy
A Reddit developer used an evolutionary algorithm to train a neural network controlling 60 simulated emperor penguins huddling for warmth. The network learned a counterintuitive strategy: move overheating penguins instead of the coldest ones, reducing overheating from 15 to 3 and raising the score from 38% to 65%.
How Do Production AI Agents Unify Email and Multi-Channel Messaging Integration?
Reddit developers discuss how production AI Agents integrate email and multiple messaging channels: channel adapters to abstract platform differences, inbound webhooks separated from outbound queues, identity mapping to unify cross-channel session state, and the divergence between self-built connectors and integration platforms.
Dropbox Acquires Tigris Data for $350M, Doubling Down on AI Infrastructure
Dropbox acquires Tigris Data for $350M to launch DBX Agent Cloud, a storage platform for AI model and agent developers, as storage becomes AI's new battleground.
Zipline Valued at $21.5 Billion: Walmart Doubles Down on Drone Delivery
Zipline raises $1.5B at a $21.5B valuation and expands its Walmart drone delivery partnership. We analyze the capital logic, Walmart's strategy, and scaling challenges.
TikTok Quietly Launches Standalone TikTok Shop App
TikTok quietly launches a standalone TikTok Shop app with personalized recommendations, livestream and short-video shopping, app-exclusive discounts, in-app checkout, and order tracking. This article analyzes why e-commerce was spun out, what the quiet launch signals, and the impact on sellers and creators.
Instagram's Desktop Edits Launches: Editing Video with AI Agents
Instagram's video editing app Edits launches on macOS with MCP support, letting users connect their own AI agents to assist with video editing.
Bluesky Hits Record Traffic on Election Night, Adding a New Variable to Social Platform Competition
Bluesky's posts and likes doubled on U.S. midterm election night, hitting a yearly usage peak. This article analyzes the user behavior behind the traffic surge, the capacity of its decentralized architecture, and what the data implies for competition among social platforms.
Behind the AI Boom: The Overlooked Hidden Costs of Supply Chains
Harvard professor Willy Shih analyzes the hidden costs of the AI boom through a global supply chain lens: how compute demand translates into capacity pressure and how redundancy, logistics, and geopolitical risks reshape AI industry profits.
ElevenLabs Partners with SoundCloud: One-Click AI Music Publishing
SoundCloud partners with ElevenLabs, enabling direct AI music publishing without export/upload. Artist Pro subscribers get three months of benefits—another AI tool integration after Moises.
WhatsApp Event Invitations: Join Without an Account
WhatsApp launches a new feature allowing users to invite friends without the app to events. This article analyzes how it works, its impact on social event organization, and privacy considerations.
GitHub Gives Accessibility Statements a Home: ACCESSIBILITY.md Gains Official Support
GitHub now recognizes and displays ACCESSIBILITY.md files, helping open source maintainers document accessibility goals, known barriers, supported environments, contributor expectations, and feedback processes—lowering the barrier to accessibility collaboration.