#shared memory agents
538 related articles
Expert Opinions·4 min
Is HTML Replacing Markdown? A Deep Dive into the AI Output Format Debate
Anthropic's team claims HTML is better than Markdown for AI output, and Karpathy agrees. A deep analysis of HTML's advantages in information density, interactivity, and visualization, plus its limitations in version control and token efficiency.
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Industry Insights·3 min
A2A Intelligent Trading Platform: A New Business Model Where AI Agents Automatically Take Orders and Earn Money
Deep dive into Yoyomit's A2A intelligent trading platform—the world's first marketplace where AI Agents automatically trade, take orders, and settle payments with 95% zero human intervention.
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Product Reviews·3 min
Hertzman: A Free, No-Install Local LLM Deployment Tool Review
Detailed review of Hertzman local inference engine covering one-click deployment, smart hardware recommendations, OpenAI-compatible API, and performance comparison with LM Studio.
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Tutorials·4 min
The Complete Guide to Claude Code's Extension System: A Five-Layer Architecture That Doubles Development Efficiency
Deep dive into Claude Code's five-layer extension architecture: Claude.md memory, Skills, MCP services, Subagents, and Hooks. Master the Rule of Three and golden combinations to systematically boost AI coding efficiency.
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Tutorials·3 min
LangChain Unified Interface in Practice: A Guide to Avoiding Model Invocation Pitfalls
A detailed comparison of LangChain's two model invocation approaches, focusing on init_chat_model unified interface usage and tips for avoiding DeepSeek V4 Pro Thinking Mode pitfalls in Agent scenarios.
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Product Reviews·3 min
Claude Code 2.1 Deep Dive: Hooks Automation, MCP Ecosystem & Multi-Agent Collaboration Fully Explained
Full breakdown of Claude Code 2.1: Opus 4.6 model upgrade, Hooks deterministic automation, Skills multi-agent collaboration, MCP tool chain integration, plus IDE shortcuts and practical commands.
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Tech Frontiers·4 min
Anthropic Source Code Leak: Unreleased Model Codenames and Hidden Features Deep Dive
Anthropic's Claude Code source code leaked via Source Map files, exposing the million-token Capybara model, Opus 4.7/Sonnet 4.8, undercover mode, and hidden features like Buddy, Kairos, and Dream.
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Tutorials·3 min
OpenClaw Advanced Guide: Model Selection, Memory Restructuring & Gateway Auto-Repair
Deep dive into OpenClaw advanced techniques: Claude Opus 4.6 vs GPT-5.2 model selection, topic-based memory splitting with LanceDB vectorization, Codex deep search integration, and systemd + Claude Code Gateway auto-repair.
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Deep Dives·3 min
CodeRAG Technical Deep Dive: Four Core Components That Help AI Truly Understand Your Codebase
Deep dive into CodeRAG's four core technologies: vector similarity search, file system tools, Code Knowledge Graph (CKG), and DeepWiki — how they work together to help AI coding assistants truly understand enterprise codebases and eliminate hallucinations.
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Tutorials·2 min
Anthropic Engineer Shares Four Golden Rules for Vibe Coding
Anthropic's coding agent lead shares four core principles for Vibe Coding in production: be AI's product manager, use it at leaf nodes, focus on verifiability, and embrace exponential growth.
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Tech Frontiers·3 min
DeepSeek TUI: A Terminal AI Coding Assistant Built in Rust with 2.3K GitHub Stars
DeepSeek TUI is an open-source terminal AI coding tool written in Rust, optimized for DeepSeek API, dubbed Claude Code for DeepSeek. Plus: AI joint ventures, Sierra's $950M raise, and AWS Agent infrastructure updates.
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Tutorials·3 min
Vibe Engineering in Practice: AI Evolves from Code Generator to Programming Teammate
A deep dive into Vibe Engineering principles: context engineering, sub-agent collaboration, autonomous testing loops, plus OpenAI's case study of a 12-hour Kotlin-to-Rust rewrite.
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Product Reviews·3 min
Ruflo: A Multi-Agent Orchestration Solution That Turns Claude Code into a 100-Person AI Team
Ruflo is an open-source multi-agent orchestration platform that upgrades single-threaded Claude Code into a distributed AI dev team with 100+ specialized Agents and a SANA self-learning engine.
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Product Reviews·2 min
Agent Memory: Giving AI Coding Agents Persistent Memory Across Sessions
Agent Memory is an open-source local memory layer providing persistent, cross-session, cross-tool long-term memory for AI coding agents like Claude Code, Cursor, and Codex.
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Tech Frontiers·2 min
Gemini Spark Officially Launches: Google Builds a Cross-Service AI Action Assistant
Google Gemini Spark launches for AI Ultra subscribers. This intelligent action assistant works across apps, shifting AI from information provider to task executor. Deep dive into its capabilities and competitive edge.
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Tech Frontiers·2 min
Google Gemini Drops Update: New Interface Design and Spark Intelligent Agent Assistant Explained
Google Gemini Drops brings a complete interface redesign and Gemini Spark 24/7 intelligent agent assistant. Deep analysis of the upgraded experience, agentic AI capabilities, and competition with ChatGPT and Copilot.
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Tutorials·3 min
35 Lines of Prompts Let Codex Auto-Optimize Your Workflow — Reposted by OpenAI's President
An OpenAI employee used just 35 lines of prompts to have Codex analyze 30 days of work history, identify repetitive tasks, and generate reusable automated Skills. Combined with screen reading and long-term memory, Codex is becoming a proactive workflow optimization agent.
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Product Reviews·3 min
Zion No-Code Platform Hands-On: Building a Production-Ready E-commerce Mini Program from Scratch Without Writing a Single Line of Code
Hands-on review of Zion no-code platform: building a production-ready e-commerce mini program from scratch with visual design, built-in database, workflow orchestration, AI Agent integration, and one-click multi-platform publishing.
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Industry Insights·2 min
Sam Altman's Three AGI Visions: From Scientific Breakthroughs to Personal AI Assistants
Sam Altman shares OpenAI's three strategic directions: AGI accelerating research, partnering with YC to empower startups, and building personal AGI assistants. A deep analysis of OpenAI's complete AGI deployment path.
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Research·2 min
Agent Loops in Practice: Transforming Token Output into Productivity from CUDA Kernels to Automated Research
Deep dive into how the Humanize framework transforms LLM tokens into engineering productivity via Agent Loops. Covers KDA winning CUDA kernel contests, virtual hardware optimization, and 50% research cost reduction.
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