Back to Home11/18/2025, 8:25:05 AM

Agentic Property-Based Testing: Finding Bugs Across the Python Ecosystem

1 points
1 comments

Mood

supportive

Sentiment

positive

Category

tech

Key topics

property-based testing

AI-powered testing

Python ecosystem

The author showcases an AI-powered agent that autonomously finds bugs in popular Python libraries using property-based testing, and shares the results on a website. The discussion revolves around the agent's capabilities and the findings.

Snapshot generated from the HN discussion

Discussion Activity

Light discussion

First comment

N/A

Peak period

1

Hour 1

Avg / period

1

Comment distribution1 data points

Based on 1 loaded comments

Key moments

  1. 01Story posted

    11/18/2025, 8:25:05 AM

    13h ago

    Step 01
  2. 02First comment

    11/18/2025, 8:25:05 AM

    0s after posting

    Step 02
  3. 03Peak activity

    1 comments in Hour 1

    Hottest window of the conversation

    Step 03
  4. 04Latest activity

    11/18/2025, 8:25:05 AM

    13h ago

    Step 04

Generating AI Summary...

Analyzing up to 500 comments to identify key contributors and discussion patterns

Discussion (1 comments)
Showing 1 comments
mmaaz
13h ago
This website showcases our agent, based on Claude, that autonomously infers properties of code and tests them using Hypothesis. Our agent found hundreds of bugs across popular Python libraries, some of which we have since reported and patched! On this website, you can browse all of the bugs it found. You can read the linked paper and code for more information.
ID: 45962684Type: storyLast synced: 11/18/2025, 8:26:39 AM

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