AI model tests, prompts and workflows
Compare real examples, costs and reusable methods. Guides link to their evidence, while collections preserve the community’s latest experiments.
Featured articles
Can Kimi K3.1 Pro replace Opus 5.5? Same-task tests, cost per task and usage limits
MiniMax M3.1 Flash vs DeepSeek V4.1 Flash: price, speed and coding results compared
DeepSeek V4.1 Flash-1017 review: quality and cost against Opus 5.5, GPT-6 and Gemini 4 Argon
Grok Bot templates by use: what's in the official Marketplace and what users share
Why Grok Bot burns through its usage limit, and how to make it last
AI Personal Assistants: Muse, Grok Bot, Cue Usage & Comparisons
A collection on consumer AI personal assistants — Meta Muse, Grok Bot, Manus Cue, OpenAI Dots, and assistant products from Tencent, ByteDance and others — covering how to use them, comparisons, and updates.
“Anthropic 据称推出 Claude Duet:主打主动式智能体的新应用。”
“Writing these new books would have been virtually impossible wit…”
“Anthropic 据称推出 Claude Duet:主打主动式智能体的新应用。”
“Astra 6.1 and Luna 6.1 are coming. ”
GPT-6 Astra in Practice: Tests, Use Cases, and Feedback
Hands-on tests and real-world uses of GPT-6 Astra after launch: writing code, reviewing PRs, generating images, and same-task comparisons with Opus 5.5, plus user feedback on speed, quotas, and token costs.
Gemini 4 Pro / Flash: benchmarks, hands-on tests and leaks
Leaks, Arena blind tests, benchmarks and hands-on impressions of Gemini 4 Pro / Flash, including gray-release rumors around codenames like Argon and comparisons with GPT-6 Astra.
Making Videos with Claude: Opus 5.5 Animation and Finished-Film Examples
Real-world examples of making videos with Claude Opus 5.5 and Claude Code: coding animations with Remotion, product launch films, beat-synced editing, and motion graphics, plus ways to connect Claude to video tools like Higgsfield and invideo.
“一个接一个,全栽了!”
DeepSeek V4.1 Flash hands-on tests and comparisons
DeepSeek-V4.1-Flash-1017, released October 17, 2026 with open weights: official specs and API pricing, hands-on tests, same-task comparisons with Opus 5.5, Gemini 4 Argon and GPT-6, coding and agent use, running the open weights locally, real cost data, and complaints from X.
MiniMax M3.1 Flash in practice: tests and comparisons with DeepSeek V4.1 Flash
Hands-on tests of MiniMax M3.1 Flash, released October 19, 2026 after running anonymously on OpenRouter as Space Bunny: same-prompt comparisons with DeepSeek V4.1 Flash, GLM and Opus 5.5, cost and time on coding and agent tasks, free-period trials in OpenRouter, OpenCode and Cline, running the open weights locally, and failure reports such as loops, cheating and slowness at max effort.
Kling 4.0 hands-on tests and comparisons
Hands-on tests of Kling 4.0 and Kling 4.0 Flash from X: side-by-side comparisons with Kling 3.x, Seedance, Veo, Vidu and Sora, prompt tips, credit and pricing feedback, official feature updates, and availability on Higgsfield, Freepik, OpenArt, TopView and other platforms.





