#agent drift
375 related articles
Deep Dives·4 min
Codex Is More Than Code: A Complete Analysis of How OpenAI's Agent Is Reshaping Knowledge Work
OpenAI Codex has evolved from a coding tool into a general-purpose AI agent covering project management, information synthesis, and personal automation. Deep dive into real usage, /goal mode, enterprise security, and tips.
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Tutorials·3 min
Novi AI + Seedance 2.0 Hands-On Review: Complete Tutorial for One-Click 5-Minute AI Short Drama Generation
Hands-on review of Novi AI Agent with Seedance 2.0: one-click generation of 5-minute AI short dramas from script to final cut. Detailed workflow, results, and pricing analysis.
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Tutorials·4 min
Shopify Agent Cold Start in Practice: A Three-Step Method for Training Production-Grade AI with Zero Conversation Data
Shopify's production AI Agent cold start approach: zero real conversation data, reverse-engineering training samples from existing business workflows, fine-tuning Qwen-32B for 2.2x speed gain and 60% cost reduction.
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Deep Dives·4 min
Five Core Concepts of AI Programming: A Complete Guide from Prompt to Harness Engineering
A clear breakdown of five core AI programming concepts — Prompt Engineering, Context Engineering, Agent, Skill, and Harness Engineering — with real-world use cases and advice for indie developers.
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Research·4 min
Skills-Oriented Programming: Domain Knowledge Engineering for Efficient Code Generation by Code Agents
Alibaba Mama's Skills-Oriented Programming methodology uses three-layer Skill structures, progressive disclosure, and four-layer anti-corruption systems to achieve 90%+ code generation accuracy for Code Agents in complex enterprise codebases.
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Tutorials·3 min
AI Agent Model Tiered Routing Strategy: Token Cost, Hallucination Mitigation, and Practical Model Selection
Deep dive into tiered model routing strategies for AI Agent development, covering Token economics, context window degradation, Temperature uncertainty, and hallucination mitigation with practical Sonnet/Haiku/O-Pro selection.
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Tech Frontiers·3 min
AI Radio Experiment: Claude, ChatGPT, Gemini, and Grok Run Stations Independently — The Results Are Surprising
Andon Labs had Claude, ChatGPT, Gemini, and Grok independently run radio stations. The experiment reveals real capability limits of autonomous AI in content quality, trustworthiness, and long-term stability.
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Tech Frontiers·2 min
Meta Shuts Down Core Metaverse Project — An $80 Billion Lesson Learned
Meta shuts down Horizon Worlds VR after $80B investment. Google tightens Gemini CLI free access, OpenAI acquires Astro for Codex, and the Turing Award goes to quantum for the first time. 2026's full pivot to AI.
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Tutorials·4 min
Manus AI Tutorial: The Three-Layer Expression Method to Triple Your Efficiency (With 19 Real-World Scenarios)
A detailed guide to Manus AI Agent's core capabilities and usage techniques, using the Three-Layer Expression Method to issue precise instructions across 19 real-world scenarios including workplace reporting, data analysis, and side income.
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Tutorials·3 min
Gemini 3.1 Pro + Claude Opus 4.6: The Ultimate AI Coding Combo — A Practical Guide
How to combine Gemini 3.1 Pro and Claude Opus 4.6 for AI programming: Opus handles architecture planning, Gemini executes code generation, building a Minecraft clone for free in Anti-Gravity IDE.
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Deep Dives·3 min
Two Root Causes of Agent Context Rot: Distraction vs. Poisoning Explained
AI Agent getting dumber over time? Context Rot has two root causes: Distraction (attention dilution) and Poisoning (causal chain contamination). Learn symptoms, mechanisms, and remediation strategies.
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Product Reviews·4 min
AI Coding Tools Compared: Which Is Best for Beginners — Cursor, Copilot, or Windsurf?
Based on 4 months of paid usage, a full comparison of Cursor, Windsurf, GitHub Copilot, Augment, and Trae across value, ease of use, and code quality for beginners.
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Product Reviews·4 min
Comparing the Top 4 AI Coding Tools: Copilot vs. Cursor vs. TRAE vs. Claude Code — Which One Should You Choose?
In-depth comparison of 2025's top 4 AI coding tools: GitHub Copilot, Cursor 2.0, TRAE Solo, and Claude Code — covering features, experience, and pricing to help developers choose.
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Expert Opinions·3 min
From WeChat Codex to AI Agent Best Practices: A Developer's Pivot
After completing core WeChat-Codex integration, the Codex Bridge author validated three directions and pivoted to AI Agent best practices—sharing product thinking and methodology insights.
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Tutorials·4 min
Avoiding Pitfalls in Agent Skill Maintenance: A Practical Guide to Defending Against Perplexity's "Action at a Distance" and Building Evaluation Systems
Deep dive into Perplexity's "Action at a Distance" risk in Agent Skill maintenance, covering precise fixes for three failure types, the Gotcha flywheel, and a four-layer evaluation system.
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Tutorials·3 min
TONGYI Lingma + EasyClick Configuration Tutorial: A Practical Guide to AI-Powered Automated Programming
Complete guide to configuring TONGYI Lingma with EasyClick (EC): plugin installation, RAG document deployment, agent import, and slash commands for AI-powered automated programming.
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Research·3 min
MEMOIR: Solving AI Agent Memory Management with Git Version Control
MEMOIR is an open-source tool bringing Git version control to AI Agent memory management, with branching, rollback, semantic paths, and visualization to solve context pollution and memory drift.
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Deep Dives·4 min
Harness Engineering Explained: The Third-Generation Development Paradigm for Taming AI Agents
Deep dive into Harness Engineering: the third-gen AI development paradigm. Learn its three-layer architecture for effectively harnessing AI Agents to complete complex development tasks.
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Product Reviews·3 min
Criterion Collection 30% Off Sale Guide: How to Choose Between Blu-ray and 4K Discs
Criterion Collection's sitewide 30% off sale ends May 25. This guide covers Blu-ray vs. 4K UHD differences, Criterion's restoration value, and smart buying tips for classic film collectors.
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Tutorials·4 min
LangChain Deep Agents in Practice: Ten Agent Development Pain Points and Their Solutions
Deep dive into LangChain Deep Agents paradigm, analyzing ten Agent development pain points including tool sprawl and context pollution, with practical enterprise solutions using Deep Research.
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