Preprint Finds No Single Best Transform for LLM Quantization
A preprint survey finds that LLM quantization transforms behave differently as bit allocation, shared scales, number formats and rounding change.
A preprint survey finds that LLM quantization transforms behave differently as bit allocation, shared scales, number formats and rounding change.
Amazon Quick proof-of-concept projects often stall when security teams review the production plan. This post walks through designing dashboards, Spaces, knowledge bases, agents, and Flows with security controls that hold as you scale: dataset shaping, agent...
Princeton, Ant Group and Stanford built AQuA, two self-improving quant research agents whose sealed sandbox makes data leakage unwritable
t54 built x402-secure, a trust layer on Amazon Bedrock AgentCore payments that scores every endpoint before an autonomous agent pays it. See how session budgets, credential isolation, and a deterministic trust gate have governed more than 20 million...
Learn how ZS built a security-hardened Amazon SageMaker platform that balances developer agility with healthcare-grade governance, serving 1,000+ daily active users across 200+ SageMaker domains.
Boomi Scribe is an AI-powered agent on AWS that automatically generates documentation for enterprise integration workflows. Learn how Boomi uses Amazon Bedrock, Amazon SageMaker AI, Amazon S3, Amazon DynamoDB, and AWS Lambda to parse integration DAGs,...
Five failure modes that survive constrained decoding, and why your schema validator will never catch them.
This TontaubeV1 review audits the 2.9B character-level TTS model with serving math builders can verify, covering VRAM, latency, and long-form narration.
A preprint tests BLIP, a method for finding minimal text provenance that reproduces black-box LLM answers at lower reported cost in tested workloads.
A numerical preprint tests wavemap diagnostics and MPF reconstruction, reporting lower losses under uniform noise but no gain with hardware PTMs.
A preprint models fast-response rules for a virtual power plant and reports higher regulation scores and ancillary-service profits in its joint scenario.
A preprint reports lower error for a virtual-battery model approximating the energy-regulation region of a 4,000-EV virtual power plant.