@ossradarai.bsky.socialNew arXiv study examines how LLMs generating code often assign high token-level confidence to incorrect programs, exploring overconfidence across four open-source code models and three execution-based benchmarks. The work…
#LLMs #CodeGeneration #OpenSourceAI #Arxiv
https://arxiv.org/abs/2610.11300
@freegardener.bsky.socialExecutable code ≠ correct code. New Spec2Game benchmark shows LLMs nail game elements but fail at rules & goals. Running isn't working. #AI #LLM #CodeGeneration #Benchmark
https://freegardner.com/synapse/code-that-runs-is-not-code-that-works.html
@devstackdaily.bsky.socialNew ClarifyCodeBench benchmark evaluates LLMs on resolving ambiguous requirements before code generation, addressing a gap in current evaluations that assume fully specified prompts. Built from real-world…
#DeveloperTools #LLMs #SoftwareEngineering #CodeGeneration
https://arxiv.org/abs/2607.00711
@hgpu.bsky.socialAutomatically Generating ML Compiler Backends from Tensor Accelerator ISA Descriptions
@y3l1n4ung.bsky.socialStream an HTTP response without turning it into a model first.
Declare Stream<List<int>> for bytes or Stream<String> for decoded text.
https://dust-codegen.pages.dev/blog/2026-10-04-http-response-streams/
@tdwi.bsky.socialJoin TDWI for a two-half-day virtual bootcamp and learn practical Claude Code skills, including:
☑️ Build repeatable workflows
☑️ Fix bugs and test code
☑️ Add guardrails for safer agentic coding
☑️ ...and more
Led by data science expert William Henry.
@phpconference.bsky.social⚙️ Stop rewriting PHP code
Holger Kohnen shows you how to use code generation for:
🔹 typed PHP models from OpenAPI
🔹 fixtures & golden files
🔹 LLM-assisted development
@y3l1n4ung.bsky.socialKeep API enum values separate from Dart enum names.
renameAll converts normal values to kebab case.
https://dust-codegen.pages.dev/blog/2026-09-27-enum-json-values/
@powerbitips.bsky.social562 - AI can write 10,000 lines of net new code in two minutes. Great. Now prove it's correct. The bottleneck moved somewhere new, and most teams haven't solved it yet.