#Mega Prompt
65 related articles
·6 min
The Complete Guide to GLM-5.2: Hands-On Review of an Open-Source Long-Context Model
An in-depth hands-on review of Zhipu AI's flagship GLM-5.2: 1M-token context, strong coding, mature agent workflows—at one-fifth the price of top frontier models. Covers website testing, Cursor integration, MCP tooling, and production migration.
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·3 min
Unsloth Major Update: DiffusionGemma & Gemma 4 MTP Support, 2x Inference Speed Boost
Unsloth v0.1.464-beta adds DiffusionGemma, Gemma 4 MTP, and MiniMax-M3 support, delivering ~2x inference speed boost, new Hub, RAG Q&A, tensor parallelism, and full CUDA/ROCm/Windows coverage.
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·6 min
Escaping AI Agent Skill Hell: A Complete 4-Step Guide to Writing High-Quality Skills
Matt Pocock's 4-step framework for AI Agent Skill design: Trigger, Structure, Steering, Pruning. Escape skill hell, tell good skills from bad, and master leading words to make Agents follow your intent.
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·6 min
Anthropic Launches Life Sciences Hackathon with $100K to Empower AI-Driven Research
Anthropic launches a global life sciences hackathon with Gladstone Institutes, offering $100K in API credits to advance AI-driven scientific research using Claude Science and Claude Code.
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·3 min
Building and Deploying a Personal Website from Scratch with Claude Code: A Complete Walkthrough
A step-by-step guide to building a personal brand website with Claude Code AI and deploying it on a ¥99 Alibaba Cloud server — covering Git, Nginx, and automation scripts.
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Has AI Coding Assistant Fable Been Ner…
·4 min
Has AI Coding Assistant Fable Been Nerfed? Developer's Routing Anomaly Report Sparks Debate
A developer questioned whether AI coding assistant Fable was nerfed, finding 4–10x more tokens routed to Opus with Fable doing ~20% of the work. A deep dive into multi-model routing, transparency, and AI trust.
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·8 min
Free Top-Tier AI Models on Aggregator Platforms? A Sober Analysis and Pitfall Avoidance Guide
In-depth analysis of AI aggregator platforms claiming free access to GPT, DeepSeek, and Gemini. Reveals hidden data risks, business logic, and recommends legitimate alternatives like OpenRouter and Poe.
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·2 min
Sakana AI × Sumitomo Mitsui: Multi-AI Agent Collaboration Auto-Generates Proposals, Boosting Efficiency 100x
Sakana AI and SMBC developed a multi-AI Agent proposal auto-generation app, reducing creation time from 1-2 weeks to hours. Deep dive into the multi-Agent architecture and its implications for financial AI.
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·4 min
KV Cache Saves 20x on Costs: The Underlying Principles and Practical Tips for LLM Inference Optimization
Deep dive into how KV Cache reduces LLM API costs by 20x. From Transformer attention matrix multiplication overhead to prompt caching best practices, understand the fundamentals of AI inference cost optimization.
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·3 min
Pi: A Lightweight AI Coding Agent Framework — Setup & Hands-On Guide
A deep dive into Pi, a minimalist AI coding Agent framework covering multi-model support, extensions, skill loading, and hands-on custom extension building with model mixing strategies.
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·2 min
ZeroStack: An In-Depth Look at the Rust-Based Minimalist Coding Agent That Uses Only 16MB of RAM
In-depth review of ZeroStack, a Rust-based coding agent using only 16MB RAM. Analyzing its file I/O, multi-model support, permission controls, and ideal use cases.
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Tech Frontiers·3 min
Claude Powers NASA Mars Rover Route Planning, Windsurf Launches IDE Model Arena
Claude plans routes for NASA's Perseverance rover, Windsurf launches Arena Mode for in-IDE model comparison, SenseTime open-sources multimodal reasoning models, and Anthropic research reveals pros and cons of AI-assisted learning.
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Tech Frontiers·3 min
Claude Powers NASA Mars Rover Route Planning, Windsurf Launches IDE Model Arena
Claude plans routes for NASA's Perseverance rover, Windsurf launches Arena Mode for in-IDE model comparison, SenseTime open-sources multimodal reasoning models, and Anthropic research reveals pros and cons of AI-assisted learning.
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Tutorials·2 min
Vibe Coding Beginner's Guide: A Complete Hands-On Tutorial for Building Websites with AI from Scratch
Learn Vibe Coding step by step: build websites and web apps from scratch using AI. Includes prompt tips, AI communication strategies, and live demos with Kimi Agent — no coding experience required.
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Tutorials·2 min
Claude Code + Agent SDK for a Personal AI Assistant: A More Elegant Solution Than OpenClaw
Deep dive into using Anthropic Agent SDK to bridge Claude Code via Telegram for a personal AI assistant. Compared to OpenClaw, featuring a three-layer memory system and Mega Prompt guided setup.
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Tutorials·2 min
Using AI to Debug AI: Three Battle-Tested Patterns from Incident.io
Incident.io shares three battle-tested patterns for using AI to debug AI: Agent-driven Eval workflows, debug UI as file systems, and AI analysis pipelines for complex system debugging.
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Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
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Tutorials·2 min
Simon Willison Builds Wildlife Sighting Feature for His Blog Using Claude Code on His Phone
Django co-creator Simon Willison used Claude Code on his phone to build an iNaturalist wildlife sighting sync feature for his blog, showcasing AI-assisted mobile development.
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Product Reviews·4 min
Complete Guide to iFlow CLI: A Free AI Coding Terminal Tool Put to the Test
A detailed guide to iFlow CLI, a free AI coding terminal tool covering installation, four working modes, Subagent, MCP features, and cost-saving strategies with Claude Code/Cursor to cut AI coding expenses by 50%+.
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Product Reviews·3 min
GitHub 8000+ Stars: A Deep Dive into awesome-LLM-resources — The Most Comprehensive Large Language Model Resource Collection
Deep dive into the GitHub 8000+ star project awesome-LLM-resources, covering LLM training, multimodal generation, AI Agents, MCP protocol, AI-assisted coding, and more for developers.
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