~/talk

Mission-Critical AI in Space and Sky: SWaP-Constrained Intelligence Wi...

Talkat RISC-V Summit North America 2025 · 2025-10-22..10-23· [machine-learning]
name:D. Ojika
links:none on file
links:none on file
slides:none on file

Unified RISC-V–controlled Agilex FPGA SoCs run deployed CV and LM models (YOLO, MobileNet, UNET) on an AI-native CubeSat FLAP-0 and a UAV ISR node SKY-0, with BitDLA doing FPGA-accelerated inference and NIOS V softcore for orchestration. A shared layer FSHMEM-MOA² enables hybrid CPU–FPGA memory sharing; measured results claim up to 10× node-to-node comms acceleration and ~2× LLM compute speedup, a sustained-throughput metric (SIT) peaking near 339 SIT ops, and planned dev kits in 2028.

AI-written summary · about

  1. 0:00Introduction to mission-critical AI
  2. 1:49Platforms for space and UAVs
  3. 3:53Flap Zero and Sky Zero overview
  4. 4:15NEOS 5 soft core processor
  5. 6:02Visual Designer Studio demo
  6. 8:09Hardware and software workflow
  7. 11:03Hybrid architecture orchestration
  8. 11:47Rick’s Bench for AI efficiency
  9. 15:23Open-source benchmark goals
  10. 16:03Future of AI compute orchestration
  11. 17:05Q&A session
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