Recent Blog Posts
View All PostsLaya on AWS Lambda - A Curiosity-Driven Experiment with a Decision Model
Running the 421M-parameter Laya decision model on AWS Lambda with CPU-only PyTorch. What broke on ARM64, where the cold start really goes, warm latency, Banking77 accuracy, and how it compares with BitNet and EmbeddingGemma on Lambda.
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Expectation Constructs: The Missing Primitive in Agentic AI
Expectation Constructs are a focused unit of agent work that defines what to produce, how it is judged, how retries are bounded, and what context moves forward—a unifying primitive for reliable agentic AI.
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Open-Claw-Fleet - Running Thousands of AI Agents on AWS
An open-source project that deploys autonomous AI agents on AWS ECS, where each agent has its own role, memory, and can talk to other agents.
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