#AI编程
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Vercel Connect Provides Managed Scoped API Keys for Stripe
Vercel Connect adds a Managed API Key mode that creates scoped Stripe API keys per AI Agent or task, hosted by Vercel with rotation that needs no redeploy, while MCP and bring-your-own-key modes remain.
DeepSeek-Orchestrated Storyboard Comic Tool: Custom iProvider and Storyboard Cropping in Practice
Online comic orchestration tool adds custom iProvider for multi-model switching and storyboard cropping. A Bilibili demo breaks down the full DeepSeek-orchestrated workflow from creative input to generation, exploring the balance of efficiency and control in AI comic creation.
Hands-On with the Gemini 4 Argon API: Thinking Levels and Background Mode Explained
A Free Code Camp crash course on the Gemini 4 Argon API: from getting a key and sending your first request to controlling reasoning costs with thinking levels, enabling multi-turn chat with previous_interaction_id, and generating a Breakout game in background mode—plus a Google engineer's take on the model's capabilities.
Reverse Engineering + AI Agents: The T…
Reverse Engineering + AI Agents: The Technical Truth Behind Cloning Adobe Apps in Weeks
A developer used AI Coding Agents for reverse engineering to build 7 open-source Adobe alternatives in weeks. We explore how it works, the MCP Server that hit 100K stars in 6 days, and the real technical and legal limits.
LLM App Getting Worse With Every Change? Build an Effective Evaluation System in Three Steps
How do you know if your LLM app is getting better or worse? A Reddit-based guide to test sets, automated regression evaluation, LLM-as-judge scoring, and structured agent tracing.
Cursor AI Programming in Practice: Build a Student Management System from Scratch in 30 Minutes
A Bilibili creator demonstrates Cursor AI programming: generating a student management system in 30 minutes with natural language. Details on Agent mode, Claude selection, prompt techniques, and thresholds.
Top 20 AI Coding Tools Ranking: From Rock-Solid to Lackluster, a Scored Matrix
Bilibili creator releases top 20 AI coding tools ranking, tiered T0–T4 from rock-solid to lackluster, with Claude Code and Codex tied at T0. This article details the scoring dimensions (capability, reliability, robustness, durability, cost, domestic availability) and tool performances to help developers choose the right AI coding assistant.
Vibe Coding Systematic Tutorial: Master AI-Assisted Programming from Zero
A three-month Vibe Coding tutorial from a Bilibili creator covering Codex, ClaudeCode, and Cursor, from core logic to commercial project practice for beginners.
Teaching AI Coding Assistants to Be Lazy: The Seven-Step Ladder to Halving Your Code
Open-source trending project teaches AI coding assistants to first ask whether to write: a seven-step ladder cuts code by 53%, time by 41%, cost by 26%, while validation, error handling, security, and accessibility are never simplified. Includes installation limits and chart comparison.
Codex Plans, Claude Codes: 3.6K-Star Open-Source Project Enables Multi-AI Collaborative Development
Bilibili creator tests open-source CCB (Claude Codex Bridge): Codex plans and reviews while Claude Code writes code. 3.6K stars, supports Gemini, Kimi, Qwen, Cursor.
AI Agent Burns Through Thousands of Dollars Overnight? Three Lines of Defense to Prevent Runaway Costs
AI Agents running autonomously can burn thousands of dollars overnight in infinite loops. This article explains three safety defenses—Reflection Loop, Human-in-the-Loop, and Guardrail—to help developers build controllable, recoverable Agent systems that prevent budget overruns and prompt injection attacks.
API and MCP Are Not Rivals: Understanding Their Relationship in One Minute
Are API and MCP rivals? This one-minute explainer clarifies their relationship: APIs handle data requests between programs, while MCP gives AI apps a unified tool-calling standard—and MCP servers still call APIs internally. They coexist in layers; neither replaces the other.
AI Agents and MCP in Practice: Master Autonomous Agent Architecture in 6 Minutes
From the four core structures of AI Agents to the MCP protocol, Tool Calling, vector memory, multi-agent collaboration, and security, this covers seven key steps of autonomous agent development, plus practical FastMCP deployment tips.
The AI Reverse Engineering Era: What Makes an Engineer Competitive Is Being Redefined
Senior engineer Satya argues AI is shifting from generating code to understanding systems. A 300K-star GitHub reverse-engineering project can clone the Adobe suite. An engineer's edge is no longer frameworks or prompt tricks, but end-to-end system understanding, verifying AI findings, debugging failure cases, and business abstraction.
Ovren Live Preview: Real-Time Product Change Previews in Natural Language
Ovren Live Preview lets you describe changes in natural language and preview them live on real pages. Explore its core features, workflow, market positioning, and challenges.
Context Engine: Building a Unified Memory Store for AI Agents and Human Teams
Context Engine launched on Product Hunt, offering a unified memory store for AI agents and human teams. Tools like Claude, ChatGPT, and Cursor automatically save context, while team members can read, ask questions, and add files. This article analyzes its features, integration approach, and potential challenges.
Monish: Letting AI Agents Report Progress and Request Approval on Your iPhone Lock Screen in Real Time
Monish pushes AI Agent real-time progress and approval requests to the iPhone lock screen. Supports Claude Code, Cursor, n8n, and more—free, no account needed, letting developers approve or reject Agent actions anytime.
Plango: Fighting AI with AI — Adding Safety Guardrails to AI Coding Agents on Mac
Plango is a Mac-based AI security tool that uses an on-device AI model to monitor AI coding agent behavior, protect sensitive files and keys, block suspicious network activity, and scan projects for vulnerabilities.
Inyon: Control Coding Agents from Your Phone, Open Source and Free
Inyon is an open-source, free tool that maps coding agents running in tmux (like Claude Code, Codex) to a phone chat interface, letting you answer agent prompts from your phone or browser. It supports end-to-end encryption and requires no account.
Termi Protocol: Watch AI Coding Agents in a 3D Room and Hand Off Tasks Across Models
Termi Protocol visualizes Claude Code, Codex, and Gemini agents in a 3D room, supports cross-model task handoff on usage or context exhaustion, and enables boss-agent orchestration across macOS, Windows, and Linux.