5 results for "contamination"
Tough Fungi Could Survive the Trip to Mars
NASA and other space agencies spend a lot of time and money considering the cleanliness of their missions. Billions of dollars are spent in and on cleanrooms every year, with the express effort of ens…
Uthandi residents raise concerns over ₹91-crore flood canal project, flag environmental and groundwater risks
Uthandi residents oppose a ₹91-crore flood canal project, citing environmental risks, groundwater contamination, and inadequate public consultation.…
QED: An Open-Source Multi-Agent System for Generating Mathematical Proofs on Open Problems
We explore a central question in AI for mathematics: can AI systems produce original, nontrivial proofs for open research problems? Despite strong benchmark performance, producing genuinely novel proo…
Beyond the Attention Stability Boundary: Agentic Self-Synthesizing Reasoning Protocols
As LLM agents transition to autonomous digital coworkers, maintaining deterministic goal-directedness in non-linear multi-turn conversations emerged as an architectural bottleneck. We identify and for…
LabelSets — open quality standard for AI training data (LQS v3.1) [D]
Built a third-party quality rating system for ML datasets. Multi-oracle (7 scorers across 5 algorithm families), conformal prediction intervals on downstream F1, Ed25519-signed certs, and a contaminat…