⚙️ JIT Compilation - Handler4605 · Scour

Safety Anchor: Defending Harmful Fine-tuning via Geometric Bottlenecks ⚙️Mechanical Sympathy

Constraint Decay: The Fragility of LLM Agents in Backend Code Generation 🧮Constraint Solvers

avrmsoft/svi: Highly deterministic LLM code generation via versioned prompt files (.svi). Turn AI outputs into a reproducible build step. 🔐MVCC

github.com·6d·DEV

Listwise Policy Optimization: Group-based RLVR as Target-Projection on the LLM Response Simplex 📊Columnar Execution

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code 📐TLA+

PFlash: 10x prefill speedup over llama.cpp at 128K on a RTX 3090 💾Flash Storage

github.com·6d·Hacker News

A Unified Pair-GRPO Family: From Implicit to Explicit Preference Constraints for Stable and General RL Alignment 🧮SMT Solvers

FalconGEMM: Surpassing Hardware Peaks with Lower-Complexity Matrix Multiplication ⚡SIMD Vectorization

fitzee/llm386: Rust runtime that manages external state for LLM agents — persistent block storage, retrieval, paging into a model-specific token budget, and deterministic prompt assembly. 🔐MVCC

github.com·3d·DEV

Dynamic Controlled Variables Based Dynamic Self-Optimizing Control ⚙️Adaptive Execution

Governed Metaprogramming for Intelligent Systems: Reclassifying Eval as a Governed Effec 🧮Constraint Solvers

AteniaEngine/ateniaengine: Hardware-adaptive execution intelligence for stable and resilient AI runtime systems. Atenia Engine treats execution as a first-class adaptive system, enabling stability, predictive resilience, and learning-by-experience under dynamic hardware conditions. ⚙️Adaptive Execution

github.com·4d·r/rust

Differentiable Parameter Optimization for DAEs with State-Dependent Events 🔄Incremental Computation

Adaptive Q-Chunking for Offline-to-Online Reinforcement Learning ⚙️Adaptive Execution

friday-platform/friday-studio: AI runtime that turns prompts, skills, and tools into repeatable configurations that you can reliably run and share. 🦆Bevy

github.com·6d·Hacker News

Nitsum: Serving Tiered LLM Requests with Adaptive Tensor Parallelism 🔄Incremental Computation

NancyAurum/symta: Symta is a list-processing Lisp dialect inspired by REFAL, POP-11, and MIT PLANNER, designed for extreme conciseness. It bundles forward/backward pattern matching, macros, classic OOP and ECS, and a C FFI in one tight syntax. A self-hosted compiler emits AOT bytecode for a small generational-GC runtime on Windows, macOS, and Linux. 📐Formal Methods

github.com·3d·Hacker News

Matrix-Valued Optimism is Matrix-Valued Augmentation: Additive Hybrid Designs for Constrained Optimization 📊Conformal Prediction

CodeEvolve: LLM-Driven Evolutionary Optimization with Runtime-Enriched Target Selection for Multi-Language Code Enhancement 📐E-graphs

ORTHOBO: Orthogonal Bayesian Hyperparameter Optimization 🤖Machine Learning

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