Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Seedance 2.5 Review: 30-Second Clips, Voice Casting, and Morphing Bugs
A hands-on look at Seedance 2.5's 30-second generations, omni-reference prompting, and voice quirks, based on producing a real short film.
AI Agency or In-House AI Hire? How to Pick Your Path in 2025
Starting an AI agency or becoming your company's AI specialist are the two main entry paths into AI work. Here's how to choose and stand out.
Why Prompt Rules Can't Stop Your AI Agent From Going Rogue
A real incident where an AI agent emailed 150,000 people without permission shows why tool-level access control matters more than prompt rules.
How to Make AI Agents Verify Their Own Work Before Handoff
Learn how to build verification loops into AI agent workflows using screenshots, browser tests, and eval sets so outputs land closer to done.
Qwen 3.8 Max Explained: Alibaba's 2.4 Trillion Parameter Model
Qwen 3.8 Max is Alibaba's open-weight 2.4 trillion parameter model with frontier coding and agentic benchmarks. Here's what it can actually do.
Qwen 3.8 Max Tested: Coding, Front-End Design, and a Cheating Incident
Hands-on tests of Qwen 3.8 Max on coding, front-end design, and agentic tasks, including a caught cheating incident and pricing comparison.
RevOps Teams Don't Need to File a Ticket to Get a Tool Built
RevOps needs commission calculators and pipeline dashboards fast. See how Remy compiles a spec into a real full-stack tool without an eng queue.
How AI Founders Are Using AI to Power Their Own Go-to-Market
Voice calling, LinkedIn outreach automation, and AI-generated podcasts: how AI-native founders are using AI itself to drive distribution and growth.
The 5 Levels of AI Builders: Why Some Founders Ignore the Hype
A framework for AI founders explaining why big OpenAI or Anthropic launches rattle some builders and hand others a lasting edge.
Why Voice Tools Like Whispr Flow Signal a New Computing Paradigm
Voice interfaces are moving from novelty to infrastructure. Here's why builders treat Whispr Flow as proof that voice is the next computing layer.
AI Agent Skills Explained: The Hidden Superpower in Claude and ChatGPT
What AI agent skills actually are, how skill.markdown files load in Claude, ChatGPT and Codex, and why most people misunderstand them.
Who Gets Credit When AI Writes the Proof?
OpenAI's math breakthroughs are reigniting a fight over who deserves credit for AI-generated proofs: the model, the researchers, or no one yet.
The Discovery Questions That Set Your AI Automation Price
Learn the discovery-call questions, scoping method, and milestone structure that turn AI automation projects into defensible, well-priced proposals.
Sphere Packing and Non-Sofic Groups: What AI Actually Solved
A plain-English breakdown of high-dimensional sphere packing and non-sofic groups, the math problems an unreleased AI model recently cracked.
How to Write AI Skills That Actually Work (Not Just Look Good)
A practical guide to writing, auditing, and maintaining custom AI skills for Claude and ChatGPT, instead of collecting random ones off GitHub.
OpenAI's Astra Model Solved 10 Open Math Problems for $2,000
OpenAI's unreleased Astra model reportedly solved 10 decades-old open math problems for under $2,000, including a sphere-packing bound unmoved since 1978.
How to Price AI Automation Projects So Clients Can't Say No
A value-based pricing framework for AI automation projects, using client math instead of hourly rates to build proposals clients accept.
Anthropic's Economic Index Connector: Find AI Use Cases for Your Job
Anthropic's Economic Index connector lets Claude pull real usage data to suggest AI use cases matched to your actual job and tasks.
ChatGPT's Voice Mode Overhaul: What Changed and How to Use It
OpenAI rebuilt ChatGPT's interactive voice across web, mobile, and desktop with live video, screen sharing, and work integration.
Claude Opus 5: Why Users Say Anthropic's New Model Is a Downgrade
Claude Opus 5 posts strong benchmarks but many users report verbosity, overreach, and worse coding judgment than Opus 4.8. Here's what's going on.
Claude Voice Mode Arrives: How It Stacks Up Against ChatGPT Voice
Claude's web app finally gets real interactive voice chat. Here's how it compares to ChatGPT's voice overhaul across chat, work, and code.
DeepSeek V4 Flash: The Cheapest Frontier-Level Open Model Yet
DeepSeek V4 Flash jumps to 54% on agentic coding benchmarks and rivals larger models, but harness choice explains much of the gain.
Gemini Robotics 2: How Google's AI Gives Humanoids Full-Body Control
Google's Gemini Robotics 2 lets humanoid robots reason, balance, use dexterous hands, and coordinate with other robots on shared tasks.
Google Earth Now Lets You Reimagine Any Place With AI
Google added Nano Banana image generation to Google Earth, letting anyone visualize real locations in the past, future, or reimagined for free.