Agent-First SaaS Is Coming. The Token Bill Is the Real Bottleneck.
AI agents are becoming workflow operators, but their economics depend on measuring cost per successful task, retry loops, human review, and real business outcomes.

Deep thoughts, practical experience, and cutting-edge insights
AI agents are becoming workflow operators, but their economics depend on measuring cost per successful task, retry loops, human review, and real business outcomes.


Google's U.S. AI Mode report shows people are searching longer, using images and voice, and turning Search into a task interface.

How design skills, checklists, local-first apps, and agent workbenches reveal a new indie development pattern. Open Design looks like an 11-day build, but the more useful story is what sat underneath it: four small open-source projects turning irritation, taste, workflow, and team memory into reusable production systems. READING MAP Four projects. One emerging pattern. 01-Design as executable skill huashu-design shows how design work can move from GUI habit into agent-callable workflows.

The hidden crisis in artificial intelligence that nobody's talking about Imagine you're a teacher who's really good at grading math tests. You've been doing it for years. Your students take tests on addition, subtraction, multiplication, and division, and you can instantly tell who's struggling and who's excelling. You've got this down to a science. But then one day, a student turns in something completely different. Instead of solving math problems, they've written a short story. It's creativ

What Raycast's rewrite can teach product teams about architecture in the age of agents Raycast published a technical deep dive last week about rebuilding their desktop app from scratch. The title was understated. The implications were not. On the surface, it is a story about going cross-platform. A macOS-only Swift app, rewritten as a four-layer hybrid stack so it can run on Windows too. The kind of engineering blog post that normally gets shared by a few hundred infrastructure nerds and then

May 8, 2026 | Cybersecurity Analysis In what cybersecurity experts are calling the most devastating education sector breach in history, the Canvas learning management system has fallen victim to a sophisticated cyberattack that has exposed the personal data of approximately 275 million students and educators worldwide. As finals week approaches for millions of students, the ShinyHunters extortion gang has turned the world’s most widely-used educational platform into a digital hostage situation

In a dramatic turn of events that signals a fundamental shift in OpenAI’s strategic direction, three senior executives announced their departures on the same day in April 2026. Kevin Weil, who led the company’s science research initiative, Bill Peebles, the researcher behind the AI video tool Sora, and Srinivas Narayanan, the chief technology officer of enterprise applications, all left the organization as OpenAI consolidates around enterprise AI and its forthcoming “superapp.” This mass exodus,

On April 2, 2026, humanity witnessed a historic moment as NASA's Artemis II mission launched from Kennedy Space Center, marking the first crewed voyag

Xiaomi MiMo-V2-Pro first appeared as Hunter Alpha on OpenRouter. See how it topped AI charts, how its MoE design works, and why developers are watching it.

In a stunning reversal of fortunes, OpenAI—the company that pioneered AI coding assistance with Codex in 2021—finds itself playing catch-up to Anthrop

A clear, actionable summary of Karpathy’s reflection on vibe coding and the shift toward agentic engineering as the professional default.


A practical, end-to-end guide to creating AI paper cut-out storybook animations with reusable prompts, consistent pacing, and a repeatable production pipeline.


A new workflow combining Claude Code with a dedicated Remotion Skill allows developers to generate professional videos with plain English.


Claude Code changed how developers work. Now, Cowork is here for the rest of us. An AI agent that crunches data, organizes files, and manages your day.


In the AI programming tools space, a war over "subscription buffets" and open-source freedom is unfolding.


How design skills, checklists, local-first apps, and agent workbenches reveal a new indie development pattern. Open Design looks like an 11-day build, but the more useful story is what sat underneath it: four small open-source projects turning irritation, taste, workflow, and team memory into reusable production systems. READING MAP Four projects. One emerging pattern. 01-Design as executable skill huashu-design shows how design work can move from GUI habit into agent-callable workflows.
AI agents are becoming workflow operators, but their economics depend on measuring cost per successful task, retry loops, human review, and real business outcomes.


Google's U.S. AI Mode report shows people are searching longer, using images and voice, and turning Search into a task interface.

The hidden crisis in artificial intelligence that nobody's talking about Imagine you're a teacher who's really good at grading math tests. You've been doing it for years. Your students take tests on addition, subtraction, multiplication, and division, and you can instantly tell who's struggling and who's excelling. You've got this down to a science. But then one day, a student turns in something completely different. Instead of solving math problems, they've written a short story. It's creativ
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