Insights
Practical analysis and guides to help you buy, build, and work with AI more effectively.
OpenAI Presence Launches: The 75% No-Human Support Stack, Now for Sale
Your support line gets hundreds of tickets a day. AI now resolves 75% of them. That's not someone's vision — it's OpenAI's own support line data. Now they've packaged it into a product called Prese
Coding Model Three-Way Fight: Muse Spark 1.1 vs GPT-5.6 vs Claude Fable 5 (2026)
You take freelance gigs, ship a dozen projects a month. Which coding model? Used to be a two-horse race between OpenAI and Anthropic. Now Meta crashed in with Muse Spark 1.1, and coding is a three-
AI Dubbing Showdown: Seed Audio 1.0 vs ElevenLabs for Chinese Content (2026)
You run a Chinese audio drama. How do you handle dubbing? You run a Chinese short-drama channel. A 15-minute episode costs you 2,000 yuan to outsource for voiceover, with a 3-day wait. Two AIs now
AI Killed Salesforce? One Insurer Replaced It With Agents, Saving $600K/Year
An insurer just cancelled its $600K Salesforce contract Not by switching to a cheaper CRM. Curative, a U.S. health insurer, built its own with AI and dropped a $600,000-per-year (about 4.06 million
AMD Helios Rack-Scale AI System Debuts, with Microsoft On Board to Challenge Nvidia
AMD just pulled its rack-scale play out of the bag On July 20, AMD showed off Helios for the first time to press — not another graphics card, but a full rack. GPUs, CPUs, networking and a software st
Tencent Hunyuan Launches Hyra-1.0, a Recursively Self-Improving Research Agent
Tencent Hunyuan just shipped an agent that rewrites its own work On July 21, Tencent Hunyuan released Hyra-1.0 — short for Hunyuan Research Agent. Its headline trick is recursive self-improvement (RS
Runway Gen-4 vs Kling 3.0: AI Video Generation, Which Is Worth It
One line: Kling for volume and audio, Runway for polish and camera These two are the most-used AI video tools in professional production in 2026. They get compared constantly because they sit in adja
Midjourney V8.1 vs Jimeng Seedream / Kling: Which Image Tool for Chinese Users
One line: MJ is still the aesthetic ceiling, but not always the pick for Chinese workflows Cold water first — do not blindly rush to MJ just because "it is the strongest." It is strong, but in artist
ChatGPT GPT-5.6 vs Claude Fable 5: Coding and Long-Form Writing, Who Actually Wins
The short version: nobody wins outright "Coding" is not one skill. Which ruler you use flips the conclusion completely. GPT-5.6's top tier is Sol. On the Claude side it is Fable 5. These two are the
Google Gemini 3.5 Pro Delayed Again: Coding Falls Short, Alphabet Sheds ~6% in Two Days
From "give us one more month" to "coming soon" At Google I/O on May 19, Sundar Pichai stood on stage and said: give us one more month. Everyone bought it. A month later, nothing shipped. The new lin
When Open Source Breaks Closed Pricing: Kimi K3 Raises 4x, US Tech Stocks Plunge
A Chinese model prices like an American one for the first time Kimi K3's API pricing: per million tokens, $0.30 cache-hit input, $3 cache-miss input, $15 output. The last two — $3 input, $15 output
Kimi K3 Tops the Arena Blind Test: Beats Fable 5 and GPT-5.6, But How Good Is It Really?
A blind test win, not a self-reported score First, let's be clear about what this leaderboard is. Arena's Frontend Code Arena uses the Elo rating system — same logic as chess rankings. Real develope