Blogs

Discover LLM-assisted workflow opportunities in your code
September 26, 2024
We present a new tool -- Patched GitHub repo analyzer that helps users discover different kinds of LLM-assisted workflows in their code.
Build your own AutoFix with Patchwork
September 25, 2024
We describe a patchflow for creating a customizable AutoFix tool that can automatically detect and fix software vulnerabilities using large language models (LLMs).
Evaluating code-to-readme generation using LLMs
September 21, 2024
We introduce Generate README Eval, a new benchmark to evaluate how well LLMs can generate README files from entire code repositories. Our results show that Gemini-1.5 is the SOTA model on this benchmark.
Static Analysis Evaluation Benchmark with OpenAI's GPT-4o Fine-Tuning
August 24, 2024
OpenAI invited Patched to fine-tune gpt-4o to build the SOTA model for this benchmark. We worked alongside their team to understand how performance can be improved by fine-tuning frontier models.
Comparative study of fine-tuning GPT-4o-mini, Gemini Flash 1.5 and Llama-3.1-8B
August 13, 2024
We compare fine-tuning GPT-4o-mini, Gemini Flash 1.5, and Llama-3.1-8B models using a custom vulnerability fixes dataset, with GPT-4o-mini showing the most significant improvement and setting a new benchmark.
MOA: Optimizing inference for diverse software development tasks
August 2, 2024
We discuss Mixture of Agents, an inference optimization technique that enhances gpt-4o-mini to outperform gpt-4-turbo at ~1/50th the cost for a variety of software development tasks.
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