frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

SpaceX wants to launch 100k more Starlink satellites – for 100x the bandwidth

https://www.zdnet.com/home-and-office/networking/spacex-wants-to-launch-100000-more-starlink-sate...
1•CrankyBear•25s ago•0 comments

Uiua - A tacit array programming language

https://www.uiua.org/
1•weinzierl•1m ago•0 comments

Train the Agent, Then Replace It

https://allthesethings.substack.com/p/train-the-agent-then-replace-it
1•taubek•2m ago•0 comments

"Disk Not Ejected Properly": What It Means

https://bombich.com/blog/2026/07/07/disk-not-ejected-properly
1•speckx•2m ago•0 comments

Generating Effects

https://othermeans.substack.com/p/generating-effects
1•Tomte•2m ago•0 comments

Bun vs. Deno vs. Node.js 2026: Real Benchmarks Mislead

https://byteiota.com/bun-vs-deno-vs-node-js-2026-real-benchmarks-mislead/
2•h1696UOuk•3m ago•0 comments

The Work of Helping A.I. Destroy Work

https://www.nytimes.com/2026/07/10/business/ai-white-collar-jobs.html
1•apparent•4m ago•0 comments

The 2025–2026 Evolution of Generative Spatial AI

https://hal9.com/articles/the-2025-2026-evolution-of-generative-spatial-ai
1•javierluraschi•4m ago•0 comments

Alarm over launch of facial recognition in UK shops that instantly alerts police

https://www.theguardian.com/technology/2026/jul/10/facewatch-facial-recognition-uk-shops-instantl...
2•pseudolus•5m ago•0 comments

Why Stone-Faced Fascists Keep Getting Antiquity Wrong

https://www.thebulwark.com/p/why-stone-faced-fascists-keep-getting-antiquity-wrong-x-twitter-elon...
1•Tomte•8m ago•0 comments

Property Graphs in PostgreSQL

https://www.postgresql.org/docs/19/ddl-property-graphs.html
1•throwaway7783•9m ago•0 comments

Boom Prize: $750k to the first amateur RC plane that breaks the sound barrier

https://boomsupersonic.com/prize
1•dwwoelfel•9m ago•0 comments

Disable autoplay and infinite scroll or risk fines, EU tells Meta

https://arstechnica.com/tech-policy/2026/07/disable-auto-play-and-infinite-scroll-or-risk-massive...
2•OptionOfT•10m ago•0 comments

I Think I Know How to Solve the Video Game Industry's Problems

https://ggtribune.com/2026/07/10/opinion-i-think-i-know-how-to-solve-the-video-game-industrys-pro...
1•qdot76367•11m ago•0 comments

MagicView Advertising for Startups

https://www.magicview.com/
1•wesley-zheng•11m ago•0 comments

The Road to Housing Act Might Pass

https://inpractice.yimbyaction.org/p/the-road-to-housing-act-might-actually
2•viajante1882•13m ago•0 comments

China recaptures the first stage of a rocket to reuse it

https://phys.org/news/2026-07-china-page-spacex-recaptures-stage.html
2•miohtama•14m ago•0 comments

Dangerzone: Convert potentially dangerous documents into safe PDFs

https://dangerzone.rocks/
1•Cider9986•14m ago•0 comments

PQC Readiness and Migration Tool

https://postq.dev
1•PallabPaul•14m ago•0 comments

The Difference Between Watercolor and Gouache Paints

https://www.jetpens.com/blog/The-Difference-Between-Watercolor-and-Gouache-Paints/pt/963
2•ynac•15m ago•0 comments

Big Tech Doubles Debt Load to $350B in AI Spending Spree

https://www.bloomberg.com/news/articles/2026-07-10/big-tech-doubles-debt-load-to-350-billion-in-a...
2•thm•15m ago•1 comments

Hackachu: Building Pokémon-inspired games to earn hardware

https://hackachu.hackclub.com/
1•Plastuchino•16m ago•0 comments

Blood Cell 'Nurseries' Upend Understanding of Human Physiology

https://news.feinberg.northwestern.edu/2026/07/02/blood-cell-nurseries-upend-understanding-of-hum...
1•gmays•18m ago•0 comments

How to Read Scientific Papers (Or Give Good Dating Advice)

https://serenakrejcipapa.substack.com/p/how-to-read-scientific-papers-or
1•herbertl•18m ago•0 comments

Lessons from the UK's first trial scheme for electrical repairs

https://relondon.gov.uk/resources/case-study-north-london-repair-voucher-scheme-lessons-from-the-...
1•DamonHD•18m ago•0 comments

The Joy of Old-School Coding After a Stupid Mistake

https://canro91.github.io/2026/07/04/JoyOfCoding/
1•speckx•19m ago•0 comments

Ethical NBA Championships

https://pudding.cool/2026/06/ethical-champions/
1•colinprince•20m ago•0 comments

The inventor of the outside white stripes on roads

https://www.iflscience.com/one-simple-idea-has-quietly-saved-millions-of-lives-over-the-last-70-y...
1•toss1•20m ago•0 comments

Are Memories Transferable – Or Edible?

https://www.quantamagazine.org/are-memories-transferable-or-edible-20260605/
1•CGMthrowaway•20m ago•0 comments

Kimi 2.7 Code: 1T model with 1000 tokens per second

https://www.lithosai.com/
2•rthng•22m ago•0 comments