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Repair and restoration of a table clock with a verge escapement

https://artifex-babel.de/en/werkstatt/werkstatt_en.html
1•pillars•49s ago•0 comments

Darwinian Specialization in AI

https://tomtunguz.com/inference-market-segmentation/
1•gmays•2m ago•0 comments

Losing Skills

https://noahbogart.com/posts/2026-05-03-losing-skills/
1•speckx•2m ago•0 comments

AI slop video is being used as an attack ad in a contentious Kentucky primary

https://twitter.com/MassieforKY/status/2051347166505881864
1•jjordan•3m ago•1 comments

A new way to create a digital wardrobe from your Google Photos

https://blog.google/products-and-platforms/products/photos/google-photos-wardrobe-feature/
1•h43k3r•4m ago•0 comments

Aube, a fast NPM package manager which is faster than bun(made by jdx aka mise)

https://aube.en.dev/
1•Imustaskforhelp•4m ago•0 comments

Exploring LLM biases to manipulate AI search overview

https://arxiv.org/abs/2605.00012
1•Brajeshwar•6m ago•0 comments

Dating App Sued for Targeting Men in Her Dormitory with Her Tiktoks

https://cyberscoop.com/meete-dating-app-lawsuit-geofencing-tiktok-misappropriation/
2•lschueller•7m ago•0 comments

Code Agents are bad at Software Architecture – for now

https://blog.cohix.network/code-agents-are-bad-at-software-architecture-for-now/
1•cohix•8m ago•0 comments

HPC Intelligence Platform Market Diagnostic

https://www.notion.so/Sediman-Intelligence-HPC-Intelligence-Platform-Market-Diagnostic-356f76e07c...
1•JasonHEIN•9m ago•0 comments

A thermodynamic trust layer cutting LLM hallucinations by 52%

https://github.com/Dan23RR/snc-core
2•Dan23RR•9m ago•0 comments

We found exposed U.S. military data at an A16Z startup (fixed after 150 days)

https://www.strix.ai/blog/how-strix-found-zero-auth-vulnerability-dod-backed-startup
5•bearsyankees•9m ago•0 comments

Broadcasting GPS on the Local Network

https://evertpot.com/broadcasting-gps-on-local-network/
2•fanf2•13m ago•0 comments

Transita: Fit-score quiz across 64 visa pathways, $9 plan

https://transita.app
1•snenenenene•16m ago•0 comments

Transferable Pixel-Perfect Material Graphs for Blender and Three.js

https://ben3d.ca/blog/pixel-perfect-materialx-in-blender-and-threejs
1•bhouston•18m ago•0 comments

Days Without GitHub Incidents

https://www.dayswithoutgithubincident.com/
20•goalieca•19m ago•5 comments

Testing Super Mario Using a Behavior Model Autonomously – Finding Real Bugs

https://testflows.com/blog/testing-super-mario-using-a-behavior-model-autonomously-part2/
1•Naulius•19m ago•0 comments

Building a C-3PO You Can Talk To

https://hackaday.com/2026/05/02/building-a-c-3po-you-can-really-talk-to/
1•emreb•20m ago•0 comments

Heat pump sales rise 17% across Europe in Q1 as energy prices surge

https://www.pv-magazine.com/2026/05/04/heat-pump-sales-rise-17-across-europe-in-q1-as-energy-pric...
2•doener•20m ago•0 comments

SVG from Scratch

https://www.carmenansio.com/articles/svg-from-scratch/
1•speckx•21m ago•0 comments

'Kitten Space Agency' Is the Spiritual Successor to 'Kerbal Space Program'

https://www.space.com/entertainment/space-games/kitten-space-agency-is-the-spiritual-successor-to...
4•Tomte•22m ago•0 comments

From the construction of the Turbo Jet engine to the flight(2017) [1h] [video]

https://www.youtube.com/watch?v=dYFYZ-g7fzA
1•num42•22m ago•0 comments

Zisnake – a simple snake game in Zig

https://github.com/atomicswe/zisnake
1•tomasantunes•22m ago•0 comments

Powerful tools are revealing the 'control knobs' of the genome

https://www.nature.com/articles/d41586-026-01410-1
2•Brajeshwar•23m ago•0 comments

Major Update to Dbsod: Density-Based Spatial Outlier Detection [Data Science]]

https://github.com/Kowd-PauUh/dbsod
1•Kowd-PauUh•24m ago•0 comments

Aeron: High-throughput, low-latency, fault-tolerant trading systems

https://aeron.io/
1•tosh•24m ago•0 comments

PDA: Meds/Surgery/Conservative

1•dratiqur•25m ago•1 comments

Let's Talk about LLMs

https://www.b-list.org/weblog/2026/apr/09/llms/
3•cdrnsf•26m ago•0 comments

Flock Holding Closed Police Conference, Requires Police Consent for Marketing

https://ipvm.com/reports/flock-closed-police-marketing
2•jhonovich•26m ago•0 comments

J. Craig Venter, Scientist Who Decoded the Human Genome, Dies at 79

https://www.nytimes.com/2026/04/30/science/j-craig-venter-dead.html
2•gmays•27m ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•12mo ago

Comments

anuragdt•12mo ago
Generating tests is good, but how to handle the updating tests? Also how will you handle the flakiness and side effects of AI models?
siddhant_mohan•12mo ago
We handles flakiness with retries, smart waits, and isolation, while side effects are avoided using clean setups, teardowns, and state-safe mocks. Each tests scenarios are independent of each other and can be configured in a way to have prerequisite to setup the system and the post callback to cleanup the system

About updating test scenarios, we map it with your github commits and when a new commits come, we use the diff to figure out if tests failing are because of a bug or because of a new feature.

kshitijzeoauto•12mo ago
It claims to plug into your CI pipeline, detect what changed, and generate relevant test cases using LLMs.

As someone who’s struggled with stale or missing tests—especially in fast-moving codebases—I find this idea quite compelling. But I’m also curious about how it handles:

Contextual understanding across large codebases (e.g., multiple modules touched in a PR) Avoiding flaky or non-deterministic tests Matching team-specific coding styles or conventions