Research notes and field reports.

What we learn making models run on hardware that was never meant for them, and who we build it with.

2026-03-04 Hypermind x 2501.ai: private AIOps on your infrastructure Autonomous IT operations agents, pre-installed on GPU racks specced for sustained agentic inference. The rack ships to the client's data center and nothing leaves the premises. Partnership 2025-10-27 SEAGLE: bringing long context to EAGLE-3 EAGLE-3 speculative decoding collapses past 2,048 tokens. Pairing it with StreamingLLM keeps the 2-4x speedup stable up to 30k tokens, at constant memory overhead. Research