Climbing Up the Semantic Tower -- at Runtime
2026-06-04T08:52:10Z•8da63393688c036cea98616243baa5a80c3802dee6e2e5be103e940b856d68a4
Agentic ReduxBayesian inferenceCairo VMGraphAlgIsabelle/HOL abduction prover","randomized self-reduction (RSR)"LLM agentsLean 4Native Type Universe (NTU)RustSTARK / AIRadiabatic computationaffine ownershipbudget overrunsformal verificationfractional typesnegative typesontology-driven agentsprogramming languagesprovable auditabilityquantum computingruntime reflectionsafe pointssemantic towertoken-budgetstype systems
What happened
This collection of recent CS/PL papers spans language/runtime research, type systems, formal verification, tooling, and practical ML-agent safety. Highlights: (1) a proposal for runtime reflection (“climbing the semantic tower”) that exposes higher-level semantics via generalized safe points; (2) Native Type Universe work introducing negative and fractional types with applications to Bayesian, quantum, and adiabatic computation; (3) an empirical catalog of 63 LLM-agent token-budget overrun incidents and a Rust affine-ownership mitigation (“token-budgets” crate) that enforces non-bypassable cap
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_pl
- Record identifier
- 8da63393688c036cea98616243baa5a80c3802dee6e2e5be103e940b856d68a4
- Enrichment time
- 2026-06-04T08:52:10Z
- AI-assisted enrichment
- Yes
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