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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

A Captive Audience

https://seths.blog/2026/07/a-captive-audience/
1•herbertl•6m ago•0 comments

In defense of not understanding your codebase

https://www.seangoedecke.com/in-defense-of-not-understanding-your-codebase/
1•herbertl•7m ago•0 comments

Cloudflare Threatens to Cut Google Off from Their Publishers in Searches

https://www.nakedcapitalism.com/2026/07/cloudflare-threatens-to-cut-google-off-from-their-publish...
2•hackandthink•16m ago•0 comments

Show HN: Dgxtop: Rust Monitor for DGX or need to monitor GPU status

https://github.com/DennySORA/dgxtop
1•dennysora-main•17m ago•0 comments

Run Claude and Codex in the Browser [video]

https://www.youtube.com/watch?v=wgNbFRgQXwU
3•Ellis_dev•20m ago•2 comments

The Mind-Bending Company That Gets a Million Job Applications–and Rejects 99.9%

https://www.wsj.com/business/bending-spoons-jobs-hiring-stock-eaed2b8e
1•Stratoscope•23m ago•1 comments

Notion database based form builder

https://ndbforms.com/
1•nookeshkarri7•25m ago•0 comments

Martin van Creveld Interview

https://www.sonshi.com/martin-van-creveld-interview.html
1•fisheuler•25m ago•0 comments

The Entire History of Tetris Game Design

https://www.youtube.com/watch?v=mGuYUEuVDYc
1•euthymiclabs•32m ago•0 comments

Negotiating AI in Open Source Software Communities: A Case Study of LLVM Project

https://gupea.ub.gu.se/server/api/core/bitstreams/ad9b523e-f6d5-4dc2-b632-64f9734484cf/content
1•matt_d•35m ago•0 comments

What do you do when your to-do list gets out of hand?

https://www.taskloco.com/
1•taskloco_nyc•44m ago•1 comments

I built my DREAM New York City apartment from SCRATCH in 93 days [video]

https://www.youtube.com/watch?v=9hL4V3KFTKQ
1•tekacs•45m ago•0 comments

The Task Is Not the Unit of Work

https://sekoudoumbouya.com/blog/the-task-is-not-the-unit-of-work/
1•fakoli•48m ago•0 comments

Why the world is ordering buildings from China [video]

https://www.youtube.com/watch?v=qGqYaULHPV4
1•thelastgallon•49m ago•0 comments

Forward Deployed

https://andys.blog/forward-deployed/
1•andytratt•49m ago•0 comments

Why are US consumers so angry? It's not just high prices

https://www.theguardian.com/us-news/ng-interactive/2026/jun/04/us-consumer-rage-prices-economy
9•dilawar•49m ago•0 comments

Supernormal Stimulus

https://en.wikipedia.org/wiki/Supernormal_stimulus
1•thunderbong•50m ago•0 comments

TalkFitly – Practice high-EQ conversations with AI

https://apps.apple.com/us/app/talkfitly/id6776912365
1•sghick•53m ago•0 comments

Reducing HBM Bottlenecks in JAX-Based LLM Training with Host Offloading

https://developer.nvidia.com/blog/reducing-high-bandwidth-memory-bottlenecks-in-jax-based-llm-tra...
2•matt_d•57m ago•0 comments

Compiler Testing – Part 2: Metamorphic Testing with Verified Identities

https://nowarp.io/blog/compiler-testing-part-2/
2•matt_d•59m ago•0 comments

Martha Lillard, last US polio patient using iron lung, dies at 78 in Oklahoma

https://apnews.com/article/iron-lung-last-patient-died-polio-41e5b4da4f4e710344dd0872d7fcf987
2•gscott•1h ago•1 comments

OpenAI Engineer's 'LOL' Moment Set Stage for Legal Fight with Apple

https://www.bloomberg.com/news/articles/2026-07-11/openai-engineer-s-lol-moment-set-stage-for-leg...
2•sbulaev•1h ago•1 comments

All the Government's 385,837 frames of UFO files released thus far

https://hypergrid.systems/war.gov-ufo-viewer/microfilm5
1•keepamovin•1h ago•0 comments

Ukraine accuses Russia of creating conditions for the spread of anthrax

https://outbreaknewstoday.substack.com/p/ukraine-accuses-russia-of-creating
5•pinewurst•1h ago•1 comments

Don't You Mean Extinct?

https://fabiensanglard.net/extinct/index.html
1•markus_zhang•1h ago•0 comments

Survival guide: Key advice for what to do if you find yourself in a wildfire

https://www.euronews.com/my-europe/2026/07/10/survival-guide-key-advice-for-what-to-do-if-you-fin...
3•rawgabbit•1h ago•0 comments

Small Inventors Are Being Squeezed by a Convoluted Patent Process

https://www.nationalreview.com/news/small-inventors-are-being-squeezed-by-a-convoluted-patent-pro...
11•petethomas•1h ago•0 comments

Show HN: We beat Anubis with our stealth MCP

https://tilion.dev/blog/anubis-proof-of-work
8•armanluthra_•1h ago•3 comments

Show HN: Quantum-Qec / Matrix-Free Quantum Homeostatic Engine(Blueprint)

https://github.com/PJHkorea/quantum-mesh-qec
3•PJHkorea•1h ago•3 comments

We Know Simple Fluids Can Flow. Turns Out, Some Can Fracture

https://www.quantamagazine.org/we-know-simple-fluids-can-flow-turns-out-some-can-fracture-20260710/
29•Anon84•1h ago•6 comments