#autonomous execution
2405 related articles
Tech Frontiers·2 min
LFM2.5-8B-A1B: A MoE Model with 1.5B Active Parameters Delivering 4x Its Weight Class Performance
Liquid AI releases LFM2.5-8B-A1B, a MoE model with 8B total params but only 1.5B active, matching 6B-class models in tool calling. Supports 128K context, local deployment, multilingual, with SGLang Day-0 support.
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Product Reviews·3 min
Deep Comparison of o1, o1 pro, and o3-mini-high Coding Capabilities: A Deep Research Analysis
Deep Research comparison of OpenAI o1, o1 pro, and o3-mini-high coding capabilities, covering code quality, optimization, error rates, and debugging with benchmarks and real-world cases.
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Product Reviews·3 min
Llama 3.3 70B In-Depth Review: Testing the Strongest Open-Source LLM with 13 Questions
Meta releases Llama 3.3 70B open-source model with just 70B parameters rivaling 405B performance. Tested on 13 logic, math, and coding questions, it passed 12 — reshaping the open-source model landscape.
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Tutorials·2 min
Orchestrating AI Agents as State Machines: Stop Being a Human Confirmation Button
Explore the next evolution of AI coding: applying CI/CD engineering practices to orchestrate Agents as state machines with YAML templates, Gates, and Dashboards for autonomous multi-Agent progression.
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Product Reviews·3 min
Augment Remote Agent Hands-On: Running 10 Cloud AI Agents in Parallel for Programming
Hands-on review of Augment Remote Agent: 10 cloud AI Agents coding in parallel, covering bug fixes, PR generation, documentation, and more with detailed workflows and real-world examples.
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Tutorials·3 min
Claude Code Source Code Study Guide: Efficiently Mastering Core AI Agent Development Architecture
Learn AI Agent development from Claude Code's 510K lines of source code, covering Agent Loop, context compression, multi-Agent orchestration, and two efficient study methods.
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Product Reviews·2 min
Major Claude Code Update: A Complete Guide to Agent View and the Goal System
Deep dive into Claude Code's new Agent View and Goal system, covering multi-agent parallel management, background sessions, and result-oriented autonomous execution.
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Product Reviews·3 min
ABCoder in Practice: A Demonstration of Solving AI Code Hallucination
A practical comparison using Hertz framework SSE services shows how ABCoder uses MCP protocol to let AI models consult real source code, solving LLM code hallucination problems.
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Tutorials·2 min
Harness Engineering Deep Dive: Multi-Level Memory and Multi-Agent Collaborative Development in Practice
Deep dive into Harness Engineering: deconstructing Claude Code's multi-level memory, defense-in-depth, Hermes Agent autonomous evolution, and multi-Agent collaboration for industrial-grade AI development.
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Tutorials·2 min
Claude Code /loop Command Explained: Usage, Limitations & Comparison of Three Scheduling Solutions
Deep dive into Claude Code's /loop command: how it works, usage methods, key limitations, and a side-by-side comparison with Scheduled Tasks and GitHub Actions.
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Industry Insights·3 min
AI Fully Automated Orchestration in Practice: How Software Production Costs Are Being Completely Disrupted
Deep analysis of AI fully automated software orchestration: from Claude Code workflows to parallel orchestration strategies, exploring how models like MiniMax M1 drive software production costs toward zero.
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Tutorials·3 min
Codex Security Guide: Five Key Principles for Permission Management
A detailed guide to OpenAI Codex permission management covering workspace setup, three permission modes, approval mechanisms, risk-level management, and five safety mantras for secure AI coding.
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Tutorials·2 min
OpenAI Codex Complete Guide: Four Tools for Building an AI Programming Workflow
Deep dive into OpenAI Codex's four core tools: IDE extension, CLI, Cloud service, and code review bot. Learn how they work together to build an efficient AI programming workflow from local coding to cloud automation.
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Tutorials·2 min
Dify 1.8.0 Hands-On Tutorial: Complete Guide from Deployment to Building AI Applications
A detailed guide to Dify 1.8.0 Docker deployment, environment setup, and AI app building. Covers five app types, comparisons with Coze, workflow creation, and more for this open-source AI platform.
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Tutorials·3 min
AI Agent Practical Development: A Complete Guide from Concept to Building Production-Grade Intelligent Agents
A deep dive into AI Agent core principles and practical development paths, covering perception-decision-execution capabilities, MCP protocol tool integration, and analysis of Manus and AutoGLM.
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Product Reviews·2 min
AI Coding Real-World Test: GPT-5, Gemini 2.5 Pro, Kimi K2, and Grok 4 All Fail at Web Scraping
Real-world test using Cursor IDE: GPT-5, Gemini 2.5 Pro, Kimi K2, and Grok 4 all fail at static web scraping while Claude leads with 126 pages. Deep analysis of why top AI models struggle.
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Tutorials·3 min
Building a SaaS Website with AI and Zero Code: A Complete Bolt + Cursor Walkthrough
Learn how to build a SaaS website with AI image generation, multimodal chat, and webpage replication using only Bolt and Cursor — no code required. Covers prompt design, architecture, and iteration techniques.
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Industry Insights·3 min
Can't Code but Uses AI to Build Websites for Clients — Nearly ¥10,000 Earned from Just 3 Videos: A Full Breakdown
A product manager with 10 years of experience who can't code uses Cursor AI to freelance website projects, earning nearly ¥10,000 from just 3 videos. Full breakdown of his model and industry impact.
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Product Reviews·2 min
Bolt.New Integrates Supabase: A Practical Guide to Building Full-Stack Apps with Zero Code
Learn how Bolt.New's deep Supabase integration enables zero-code full-stack app development with authentication, database, and file storage using natural language prompts.
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Product Reviews·2 min
Dyad: A Free, Open-Source AI Full-Stack Builder — An In-Depth Look at This Lovable Alternative
In-depth review of Dyad, an open-source AI full-stack builder. Supports local execution, multiple AI models, and component-level editing. A free, privacy-first alternative to Lovable and Bolt.new.
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