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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

Guardrails Hub – Guardrails AI

https://guardrailsai.com/hub
1•TangoBee•47s ago•0 comments

On Type Inference

https://radekmie.dev/blog/on-type-inference/
1•theanonymousone•4m ago•0 comments

1k True Fans (2008)

https://kk.org/thetechnium/1000-true-fans/
1•downbad_•7m ago•0 comments

Join Me in Jamverse

https://contraptions.venkateshrao.com/p/join-me-in-jamverse
1•surprisetalk•7m ago•0 comments

Tattoo is permanent, pain-free, and maybe delivered in the mail

https://www.theverge.com/tech/972466/cipherx-permanent-pain-free-tattoo-microdot-patches
1•JeanKage•9m ago•0 comments

High school axes plans to deploy AI robot called Sally after ties to sex dolls

https://www.dailymail.com/news/article-16017467/humanoid-robot-teacher-new-york-axes-plan.html
1•Bender•9m ago•0 comments

Its the Resolution for Ecommerce Shops:)

https://www.loomy.work
1•Omoll•10m ago•0 comments

EROSITA delivers the most comprehensive census of the high-energy Universe

https://www.mpe.mpg.de/8215311/news20260731
1•xioxox•11m ago•0 comments

DeepSeek-AI/DeepSeek-V4-Flash-0731

https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731
5•Philpax•12m ago•0 comments

NOAA ditches weather-predicting supercomputers for Google Cloud

https://www.theregister.com/hpc/2026/07/29/noaa-ditches-weather-predicting-supercomputers-for-goo...
2•Bender•14m ago•0 comments

Do High Temperatures Affect Firm Demography? Evidence from Italy

https://doi.org/10.1002/bse.71185
1•flinux•15m ago•0 comments

Max-severity Exchange server flaw under active exploitation by Kremlin hackers

https://arstechnica.com/security/2026/07/kremlin-hackers-are-exploiting-exchange-flaw-to-backdoor...
1•Bender•15m ago•0 comments

Amiga development system 1 (PRE A1000)

https://bigbookofamigahardware.com/bboah/product.aspx?id=2007
2•Bluestein•16m ago•0 comments

Ruby Central's Destructive Legacy

https://andre.arko.net/2026/07/30/ruby-centrals-destructive-legacy/
4•4d66ba06•17m ago•1 comments

Mike Williams and Björn Gustafsson on Building the Jam (Erlang) [video]

https://www.youtube.com/watch?v=sRTierdN9c4
1•sbuttgereit•19m ago•0 comments

Show HN: Strophae, multi personas chat interface

https://mtct.github.io/strophae/
1•mtct88•19m ago•0 comments

Ask HN: What are you using local LLMs for?

1•adam_patarino•19m ago•0 comments

Sample More, Reflect Less: Self-Refine and Reflexion Lose to Repeated Sampling

https://arxiv.org/abs/2607.28576
2•sbulaev•21m ago•0 comments

Math shows why your vote may not count the way you think it does

https://phys.org/news/2026-07-math-vote.html
1•pseudolus•21m ago•0 comments

A Culture That Could Only Count

https://robertxworld.com/the-culture-that-could-only-count/
1•devrob•25m ago•0 comments

Digital Independence Day: Switch to the good side every first Sunday

https://diday.org/en/
2•whilenot-dev•26m ago•0 comments

Why is assisted dying so rare, even where it's legal?

https://preservinghope.substack.com/p/why-is-assisted-dying-so-rare-even
1•arielzj•27m ago•1 comments

What a Hedge Fund's Implosion Says About the A.I. Trade

https://www.nytimes.com/2026/07/31/business/dealbook/situational-awareness-ai-hedge-fund.html
3•donohoe•27m ago•0 comments

Farmers spreading crushed glass on their crops

https://www.abc.net.au/news/2026-07-31/ground-glass-silicon-fertiliser-farm-productivity/106963488
1•porjo•27m ago•1 comments

How the Words We Teach English Language Learners Changed

https://pudding.cool/2026/07/essential-words/
1•surprisetalk•27m ago•0 comments

Amiga Pips the PC for Mission-Critical Computing at NASA (2021)

https://hackaday.com/2021/08/16/retrotechtacular-amiga-pips-the-pc-for-mission-critical-computing...
1•Bluestein•28m ago•0 comments

Shipping code without human verification

https://thenewstack.io/ship-code-without-verification/
1•tonkkatonka•29m ago•1 comments

Hello from Zernote

https://blog.zernote.com/hello-from-zernote/
1•sagotly•29m ago•0 comments

Ufc noche free: legal ways to watch and verify the card

https://mxltv.net/mx
1•cynthial485•33m ago•0 comments

How to Stop Procrastinating

https://www.nytimes.com/2026/07/31/well/stop-procrastinating-tips.html
1•EndXA•33m ago•0 comments