#AIGC
21 related articles

Getting Started with AI Agents: Core Definitions and AI Agent Workflow Explained
Explaining the core definition of AI Agents: LLMs combined with tools, completing tasks through reasoning, tool calling, and iterative loops. Comparing AIGC and AI Agents across core capabilities, interaction models, outputs, and external interaction, and exploring the 2026 Agent surge and development practices.

AI Short Dramas Hit 1,500 Titles a Day: No Survivors at a 0.4% Hit Rate
AI short dramas now launch 1,500 titles daily at under 50K yuan in cost, but with only a 0.4% hit rate, most creators can't profit. A deep dive into the industry's cost structure, platform revenue-sharing shifts, overseas struggles, and a 42% drop in contractors.

ICLR Peer Review Meets AI-Generated Papers: How to Spot the Slop?
As ICLR review season unfolds, AI-generated papers pose new challenges for reviewers. How can the academic community detect slop and rebuild evaluation standards?

GPT-6 Astra Spent 500M Tokens Building an Island City: How AI Architecture Could Transform the Minecraft Ecosystem
A Minecraft server creator used GPT-6 Astra and ~500M tokens to build an AI workflow 50–200x faster than manual building. Here's what it reveals about AI creativity and a stagnant MC ecosystem.

Using Claude to Make Marketing Videos? Unpacking the AI Multi-Tool Orchestration Workflow
A senior engineer was confused about how to make marketing videos with Claude. This article breaks down LLM vs. video model roles and reveals the full multi-tool AI workflow.

Codex Skill in Practice: An Automated Workflow for AI Comics from Script to Final Output
How to build an AI comic automation workflow using Codex AI Agent and Skill extensions — from script and character assets to batch episode production.

Framedeo: Generate Product Launch Videos in Minutes with AI
Framedeo is an AI tool that generates polished product launch videos from your website, Logo, and screenshots in minutes — helping teams skip editing and ship faster.

From Reference Image to Character Design: Testing the Gemma + Krea Automated Workflow
A Reddit creator's automated workflow turns reference images into character designs using Gemma for prompt writing and Krea for image generation. We break down this image-to-text-to-image pipeline.

Director AI: An Open-Source App That Generates Comic Dramas on Mobile With One Tap
Director AI (freestylefly/director_ai) is an open-source AI comic drama app that generates scripts, storyboards, and videos on mobile. A breakdown of its pipeline and use cases.
Tech FrontiersReve 2 vs. Ideogram 4: A Deep Dive into Layout Control in AI Image Generation
A deep comparison of Reve 2 and Ideogram 4's layout control capabilities, covering technical approaches, real-world use cases, and industry trends for designers and creators.
Product ReviewsZero Coding, Zero Art Skills: Building a Rhythm Game with AI in 24 Hours
A Bilibili creator used AI platform TabTab to build a rhythm game from scratch in under 24 hours — art, music, and code 100% AI-generated. A deep dive into this zero-experience AI game dev case.
Product ReviewsGPT 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.
Product ReviewsRunway Aleph 2.0: An AI Editing Powerhouse for Precisely Modifying Any Element in Your Video
Runway Aleph 2.0 (Olive 2.0) is an AI video editing model in Edit Studio supporting keyframe editing, full video propagation, motion prompts, and multi-shot processing for precise modifications.
TutorialsPractical Guide to AI Side Hustles: How Ordinary People Can Earn $100 to $1,000+ Monthly with AI Skills
A practical breakdown of real AI side hustle paths for ordinary people, covering monetization logic for AI art, video, writing, voiceover, and digital humans.
Product ReviewsGemini 3.1 Pro Hands-On Review: In-Depth Experience with Six Major Features Including Music, Video, and Coding
In-depth hands-on review of Google Gemini 3.1 Pro's six core features: AI music generation, video creation, natural language programming, SVG animation, zero-code website building, and smart scheduling.
Product ReviewsA Gaming Newbie Makes an RPG with AI: Full-Pipeline AI Development of 'Still Haven't Ascended'
A gaming newbie independently built a 2D ARPG demo using AI tools, covering scene generation, frame-by-frame animation, and LLM-driven dynamic dialogue systems.
Product ReviewsAI Live-Action Short Drama Production in Practice: How Cdance 2.0 Is Disrupting Traditional Production Workflows
Deep analysis of the latest AI live-action short drama production techniques, comparing traditional workflows with Cdance 2.0's efficiency gains in character consistency, auto-dubbing, and stability.
TutorialsCapCut AI Ad Creation Tutorial: Full Workflow from Poster Design to Finished Video
Step-by-step guide to CapCut AI ad creation: generate posters with AI image design, animate them with Image-to-Video, and finish with digital human voiceover. Includes tool comparison and real-world examples.
TutorialsJimeng Seedance 2.0 Practical Guide: Six Use Cases & Money-Saving Tips
Complete guide to ByteDance's Jimeng Seedance 2.0: core capabilities, first-last frame control, video extension, trending video remix, and money-saving strategies with credits and referral tips.
Deep DivesFrom AIGC to AI Agent: Core Strategies and Practical Guide for Multi-Agent Development in 2025
Deep analysis of AIGC vs AI Agent differences, covering multi-agent system architecture, task orchestration, hallucination control, with developer skill roadmap and career outlook.