Skeleton Coding uses program structure to steer coding agents
Across four models and three benchmarks, the best skeletons cut mean test error 48.4% versus the best behavioral specs.
Stories per day · 30 days
2 RSS
6 stories, newest first · one card per story
Stories tagged #program-synthesis
FrugalEvo: Towards Cost-Aware LLM-Guided Program Evolution
FrugalEvo pairs a strong strategist LLM with a cheap implementer, achieving state-of-the-art circle packing for $1.68 and beating costlier baselines.
FrugalEvo: Towards Cost-Aware LLM-Guided Program Evolution
FrugalEvo pairs a costly strategy model with cheap code refinement and beats evolutionary baselines at far lower spend.
MatLoom: Layered Text-to-Material Generation in a Compact Program Space
MatLoom turns text prompts into compact executable PBR material programs using pretrained language models, beating diffusion baselines.
RAPID: Robot Agentic Programming from Demonstrations
RAPID turns one visual human demonstration into verified, reusable robot programs via an agentic coding loop.
Echo: Learning-based Matching Decompilation using Trusted Back Translation
Researchers introduce Echo, a matching decompiler using trusted back-translation that roughly doubles exact-match rates and outperforms GPT-5.6 and Codex on Mirai.