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Shape-Of-Code (auto-discovered)

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21:58
2026-08-02
shape-of-code.com
artificial-intelligence

Flagging poor algorithm choice: LLMs next role

Large language models (LLMs) are increasingly able to flag poor algorithm choices in existing code, a step beyond their current role as coding assistants, according to Derek M. Jones, author of the Sh…

22:10
2026-07-19
shape-of-code.com
machine-learning

Call graph neighbourhood and fault prediction

A study by Gu, Han, Kim and Zhang found that call-chain neighbourhood information significantly improves fault prediction in software systems. Analyzing four systems (HTTPClient, Jackrabbit, Lucene, a…

21:37
2026-06-21
shape-of-code.com
large-language-models

Reliability via N-version programming?

Researchers replicated the classic 1986 Knight/Leveson N-version programming experiment using LLM-generated code, finding that coding mistakes remain correlated across implementations even when genera…

06:22
2026-06-16
shape-of-code.com
large-language-models

Specification Based Programming

LLMs are shifting from vibe-coding to specification-based programming, where human input is via specifications that generate code. This approach enables controlled, repeatable software creation, with …

22:02
2026-05-17
shape-of-code.com
machine-learning

Estimating Open source project lifecycle using the Bass model

Researchers applied the Bass diffusion model to estimate the lifecycle of open-source projects by fitting monthly developer contributions and extrapolating future activity. The model's use of the hype…