Presenting at ICLAD 2026 (Stanford, Jul 30–31): general-purpose coding agents, no hardware-specific training, optimizing HLS designs. Decompose → ILP-assemble → scale N expert agents on the best candidates. 1→10 agents = mean 8.27× speedup across 12 kernels, >20× on
Director, Core AI, IBM. Chief Architect instructLAB.ai . Founder, Red Hat AI Innovation Team. PI @MITIBMLab. ❤️ Density Ratios.


