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612 papers from the QNFO program, filed on nine shelves by the reader each one is written for: energy per answer, error correction, physics, numbers and p-adics, logic and formalism, AI and knowledge, autonomous systems, assessments, and cross-cutting essays. Every page renders its mathematics and can be questioned in place. How a living paper works.
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Autonomous systems papers 1 paper
AI engineers and research-operations leads. Building and running the machine: agent protocols and tool semantics, LLM serving and inference economics, KV-cache and throughput budgets, fleets, pipelines, provenance, delegation and routing, and autonomous research operations.
Benchmarking. Measurement protocols and comparative benchmarks Tagged papers: 13.
Probe-Before-Commit: Interactive Diagnostic Probing as a Decision-Theoretic Foundation for LLM Task Routing
Static capability benchmarks poorly predict how well a given large language model (LLM) will perform on a specific task, yet most routing systems assign tasks to models using exactly such static signals. The gap is that per-task fitness — the probability that a specific model produces an acceptable…
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