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AI tool reviews, workflows and hands-on guides
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Make an Overseas Short Drama Solo: A Three-Step Hands-On Tutorial with SenseTime Seko 3.0 + Seedance 2.0
With SenseTime Seko 3.0 (Agent + infinite canvas) and the Seedance 2.0 video model, produce the fully English overseas short drama Pawn the World solo in three steps: topic & script, character storyboards, then video generation. Includes pricing, the registration link, and Skill tips.
DyRef Hands-On: Adding Multi-Reference Consistency to Qwen Image Editing Models—Stable Even at 7 Reference Images
DyRef from HIT Shenzhen (ECCV 2026 Oral) is a multi-reference consistency fine-tuning recipe + RL dynamic-reward training framework layered on Qwen-Image-Edit-2511, keeping subject, pose, and style consistent even with up to 7 reference images. This guide runs local inference, plus optional SFT/RL training.
The Opus 5 "Challenge Loop" Prompt: Making AI Its Own Taskmaster to Grind Out a AAA Game Prototype in 24 Hours
Matt Shumer's "Challenge Loop" prompt drives Opus 5 to iterate on its own with a multi-agent structure of main Agent + builder Agents + judge Agent, paired with Three.js and Blender MCP, replicating an Outer Wilds-caliber browser game solo in 24 hours.
Nami Work Hands-On: One Sentence, Three Model Providers, an Auto-Edited 32-Second Promo
A real-task test of ByteDance's Nami Work (Work.n.cn)—a single prompt orchestrating Seedance 2.0 text-to-video + MiniMax TTS + ffmpeg across three model providers to deliver a 32-second promo video, with its reasoning, judgments, and constraints all visible in the interface.
The Claude Code System Prompt Cut List: 6 Categories of Old Rules to Delete, 2 New Sections to Add
Anthropic cut the Claude Code system prompt by 80% and added 70% back—deleting 6 categories of rules that patched older models, and adding two new sections, Delivering work and Corrections, to manage Opus 5's temper. An actionable checklist you can apply directly to your own agent prompts.
Doubao Search MCP: Wire Domestic Web Search into Claude Code with One Command
ByteDance's Doubao Search is Volcano Engine's externally available, RMB-billed agent web-search API. This tutorial plugs it into Claude Code with one command via an open-source MCP, fixing the hallucinations that follow a switch to domestic models.
TRAE Work Deep Hands-On: From One-Sentence HTML Pages to Building Your Own Stock Screener
A practical ByteDance TRAE Work tutorial covering one-shot HTML generation, the Work/Code/Design modes, Skills, scheduled jobs, and server deployment, with two real builds: a stock screening system and batch paper clustering.
Tiangong Video Agent Hands-On: Script to Export, a Full Brand Merch Video Set in One Pass
A complete hands-on tutorial for Kunlun Tech's Tiangong Video Agent (an in-browser AI video workbench): 8 stages from a brand prompt to a 1080P finished film, plus design-spec persistence and blind-box series reuse tips.
SearchOS: An Open-Source Multi-Agent Search Framework from Renmin University + Ant, Turning Search State into Infrastructure
SearchOS is a multi-agent search collaboration framework open-sourced jointly by Renmin University of China and Ant Group. Borrowing relational-database ideas, it turns search state into schedulable infrastructure, with about 280 search skills preset.
Qwen Work Hands-On: An Earnings PPT in 7 Minutes—Three Scenarios Through Alibaba's New Office Agent
A hands-on tutorial for Alibaba's Qwen Work (qwenwork.cn) covering three reproducible scenarios—earnings PPT generation, podcast-to-Feishu-doc, and e-commerce site building—with pricing, credit consumption, and pitfalls to avoid.