Zerg AI (@zerg

Zerg AI

38 posts

Zerg AI

@zerg_ai

Just-in-Time Software: Software that writes its own code

Bay Area, CA

zergai.com

Joined February 2025

Following

Followers

Zerg AI
@zerg_ai
May 21
1/ 🧠 A 1M token context window changed what an agent could do in one call. When a 1B token window arrives at scale, it will change what an agent can hold in its head.
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Zerg AI
@zerg_ai
May 21
Replying to @zerg_ai
3/ RAG was designed for a scarce window. At a billion tokens, the chunk boundary becomes the bug. Carrying context beats retrieving it once cost-per-token falls.
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Zerg AI
@zerg_ai
May 21
4/ Retrieval moves inside the context. The product question becomes which parts of the billion tokens the agent should attend to for which task. Full piece: zergai.com/blog/essays/gi…
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Zerg AI
@zerg_ai
May 13
Most AI coding agents write code by retrying — same broken approach, slightly rephrased. A new paper from CMU, U Washington, and Arm asked the obvious question: What if the agent actually *remembered* what went wrong? 🧵
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Zerg AI
@zerg_ai
May 13
Replying to @zerg_ai
On KernelBench Level-2: 3.12x speedup over PyTorch eager within 100 steps. On FlashInfer-Bench RMSNorm: 1.75x faster than expert-written CUDA. Not a naive baseline. The kernel teams actually deploy.
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Zerg AI
@zerg_ai
May 13
Zerg builds AI systems for mission-critical work. The retry loop is our default. On hard problems, the default is wrong. We don't have a memory layer like this in our pipeline yet. That's exactly why this paper jumped out. Read our full thoughts: zergai.com/blog/research/…
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Zerg AI
@zerg_ai
Apr 16
AI is changing how we build, reducing costs and development time. Read our take on the changing environment in our newest blog post: zergai.com/blog/essays/bu…
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Zerg AI
@zerg_ai
Apr 15
If you are a builder, build. Right now. Here's why: #ai #softwaredevelopment #engineering #startups
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Zerg AI
@zerg_ai
Apr 15
Replying to @zerg_ai
Capital still doesn't know what to fund. Org charts still assume labor is scarce. Folks will catch up eventually. Make sure you build before they do.
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Zerg AI
@zerg_ai
Apr 15
Read more on our blog: zergai.com/blog/essays/bu… Make sure to follow for more news, announcements, updates, and insights!
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