Nebula-S, SVMS1-4B, and the On-Device Reasoning Architecture Nobody Is Talking About Correctly
Everyone is arguing about which 70B model wins on MMLU. Meanwhile, a small team in Austin is quietly stacking a multi-stream reasoning architecture on top of Qwen3-4B and claiming it beats models twice its size on edge hardware. Let's crack it open.
The Ralph Loop: Why a Bash While Loop Is One of the Most Honest Architectures in Agentic AI
A PRD-driven, test-gated, self-correcting autonomous coding loop built on Claude Code. Deceptively simple. Surprisingly powerful. And the industry's best-kept design pattern hiding in plain sight.
Mohinish S
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