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SPECTRA is presented, a runtime-reconfigurable tiled architecture that sustains high utilization across the full speculative decoding pipeline and achieves up to up to $2.09\times$ speedup from tile-level reconfiguration and a further $1.25\times$ gain from system-level adaptability over fixed designs.
Janus is presented, an LLM-assisted framework that synthe-sizes custom instructions integrated into the Ibex RISC-V core while keeping correctness outside the agent, demonstrating a practical path for using LLMs to explore ISA specialization without making the agent part of the trusted correctness boundary.
NoTB is introduced, an oracle-free triage framework that infers correctness from cross-model formal consensus and demonstrates that formal cross-model agreement provides a reliable basis for high-confidence triage without model-dependent oracles.
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