Weekly newsletter
What to build from
new research
Every week, we filter 100+ AI papers down to 5-7 sharp insights. No summaries. No academic tone. Just what breaks, what works, and what you should do differently.
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What you get
What breaks
Pattern recognition across papers. We find what's failing in production so you don't have to discover it yourself.
What works
Techniques validated in real systems, not just benchmarks. Practical findings you can apply this week.
What to build
Build ideas backed by research gaps. We spot opportunities before they become obvious.
Who this is for
>AI founders building real products
>Engineers working on LLMs, voice, and agents
>Indie hackers shipping AI systems
Latest issue
Issue #5 · April 15, 2026
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Issue #5 of sumocat — sharp insights from this week's AI research for builders.
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