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.
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.
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.
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.
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.
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.
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.
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.
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 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.
Use Logitech's free official driver Logi Options+ — Smart Actions, Actions Ring, and per-app settings — to mod any Logitech mouse into a Vibe Mouse, a DIY alternative to the $230 Codex Micro keyboard.
Build a verification layer with Claude Code's four built-in skills — /code-review, /simplify, /verify, and /design — so the AI self-checks its code before handing it over.
