#multi-turn editing
50 related articles
Product Reviews·2 min
GPT Image 1.5 Deep Dive: Multi-Turn Editing Stability and a Fundamental Shift in Image Generation
Deep dive into GPT Image 1.5's core upgrades: multi-turn editing stability, 4x speed boost, creative editing capabilities, and API access for commercial applications.
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·4 min
Choosing the Wrong Agent Ruins Everything: Why the Same Model Can Perform Like Two Completely Different AIs
The same LLM API performs drastically differently under different Agent frameworks. Through a real database crash case, this article analyzes why choosing the right Agent matters more than switching models.
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·3 min
Multi-Agent AI Paper Writing System: A Full-Stack Breakdown of FastAPI + Vue3
A deep dive into an AI paper writing system built with FastAPI + Vue3, covering multi-agent collaboration, RAG, streaming output, and full academic workflow automation.
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·3 min
Gemini Omni Flash Complete Guide: Google's Multimodal Video Editing Model
Google Gemini Omni Flash is now open via API, supporting multi-turn video editing with text and reference images, audio-video sync, and character consistency. Learn about its capabilities, API usage, pricing, and best practices.
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·3 min
iOS 27 In-Depth Review: Five Major New Features Tested and Analyzed
iOS 27 deep dive: AI photo Extend & Spatial Reframe, a rebuilt Siri with personal data access, 30%+ system-wide speed gains, and long-overdue quality-of-life fixes — all tested and explained.
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·1 min
Generate draw.io Flowcharts with AI Natural Language: An Analysis of the next-ai-draw-io Open Source Project
next-ai-draw-io is a Next.js-based AI diagramming tool that generates and edits draw.io flowcharts and architecture diagrams via natural language, with 33,000+ GitHub stars.
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·6 min
Hands-On With Hermes Agent's Eight Major Updates: A Complete Guide to AI Automation and Self-Evolution
The Hermes Agent gets a major upgrade with eight new features: native iMessage, parallel background sub-agents, Unreal Engine MCP support, a self-evolving Skill Hub, and more. A hands-on breakdown of the core changes and their real impact on personal AI automation workflows.
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·4 min
AI Agents Powering the Full Research Pipeline: A Practical Guide to Automation from Topic Selection to Publication
Learn how to use AI Agents to link the entire research pipeline—from literature management, data analysis, and paper writing to scientific illustration and dissemination—building a reusable research automation workflow with NotebookLM, N8N, and Ollama.
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Local Coding Agents in Practice: A Com…
·6 min
Local Coding Agents in Practice: A Complete Guide to Replacing Your Claude Subscription with Open-Source Models
An in-depth look at local coding agents—core concepts, advantages, and real challenges. Compare against Claude Code and learn to build a zero-subscription, private AI coding workflow with open-weight models.
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·3 min
GitHub Daily · July 12: The Explosion of the Agent Skills Ecosystem and the Rust Rewrite Wave
July 12 GitHub trending: Agent Skills/MCP ecosystem explodes with superpowers hitting ~900 stars, pgrust rewrites Postgres in Rust passing 100% tests, plus solid engineering foundations.
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·6 min
GPT-5.6 Sol Limited Preview: The Safety Boundaries Behind AI's Capability Expansion
OpenAI's flagship GPT-5.6 advances on three fronts—Sol, Kara, Luna tiered rollout; ByteDance CGN 5.0 Pro and Meta Muse push image generation toward controllable workflows; AI coding agents expose new supply chain risks.
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·2 min
GPT-5.6 Triple Model Integration in Cursor: Sol Scores 67.2% on CursorBench
OpenAI's GPT-5.6 models Sol, Terra, and Luna are now available in Cursor IDE. Sol scores 67.2% on CursorBench, covering real-world tasks like code completion and cross-file refactoring.
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·8 min
OpenAI Merges Codex with ChatGPT: A Deep Dive into the Unified Desktop App Overhaul
OpenAI officially merges its coding agent Codex with ChatGPT into a unified desktop app, adding new coding workflows, a Chrome extension, a built-in browser, and GPT-5.6-powered Computer Use capabilities.
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·4 min
Microsoft 365 Price Hike of 42%: AI Feature Bundling and What Users Should Do
Microsoft 365 prices rise up to 42%, driven by Copilot AI integration. We analyze the compute cost logic, enterprise impact, and whether Google Workspace alternatives are worth switching to.
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·3 min
Unsloth Major Update: GLM-5.2 Support, 3x Longer Context, and a New Model Hub
Unsloth v0.1.471-beta adds full GLM-5.2 support, 3x longer context (up to 200K tokens on a single GPU), a new Model Hub, and Chat Canvas — a major leap for local LLM fine-tuning.
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·4 min
Coze for Beginners: A Complete Guide to ByteDance's AI Application Development Platform
A complete guide to ByteDance's Coze platform: agents, AI apps, workflows, nodes, and plugins explained. Build AI applications with no coding required.
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·2 min
Andrew Ng Partners with Anthropic: A Deep Dive into the Claude Code Practical Course
Andrew Ng and Anthropic launch a Claude Code course covering RAG chatbots, data dashboards, and Figma-to-frontend projects, with Git Worktrees and MCP server orchestration.
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·3 min
Grok CLI + Fish Audio in Practice: Building a Full-Stack AI Voice Studio at Zero Cost
Fish Audio offers free S2.1 Pro TTS API in 83 languages. See how creator KatKat used Grok CLI's Composer 2.5 and DeepSeek to build Voxweaver Studio in 42 minutes.
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·7 min
AI Agent Memory Layer Comparison: Mem0, Zep, Letta, and Cloudflare — Four Major Solutions Evaluated
In-depth comparison of four AI agent memory layer solutions: Mem0's extract-retrieve approach, Zep's temporal knowledge graphs, Letta's self-editing memory, and Cloudflare Durable Objects as infrastructure primitives.
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·4 min
Kimi Code Advanced Tutorial: Video Understanding, Swarm Mode & ACP Protocol Practical Guide
In-depth guide to Kimi Code's advanced features: video understanding, Swarm parallel mode, ACP protocol IDE integration, Goal multi-round iteration, and Skills configuration with Claude Opus comparison data.
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