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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Maybe the Default Settings Are Too High

https://www.raptitude.com/2025/12/maybe-the-default-settings-are-too-high/
1•htk•2m ago•0 comments

The ML drug discovery startup trying hard to not cheat

https://www.owlposting.com/p/an-ml-drug-discovery-startup-trying
1•sebg•5m ago•0 comments

Mouse Study Suggests Nose-Picking Has a Surprising Link with Alzheimer's

https://www.sciencealert.com/mouse-study-suggests-nose-picking-has-a-surprising-link-with-alzheimers
1•nis0s•7m ago•0 comments

Data Science Weekly – Issue 631

https://datascienceweekly.substack.com/p/data-science-weekly-issue-631
1•sebg•10m ago•0 comments

Show HN: Frame an web synth for desktop or mobile with hand gesture support

https://oyehoy.net/
1•markrai•19m ago•0 comments

Blue-Green Marker Light Standard for Autonomous Vehicles Gets Approved

https://www.motortrend.com/news/autonomous-driving-mode-lighting-changes
3•tangelogica•22m ago•1 comments

Show HN: QuickCV – Free ATS Resume Checker

https://quickcv.io/resume-checker
2•ibrahim_gabr•25m ago•0 comments

Serde's borrowing can be treacherous

https://yossarian.net/til/post/serde-s-borrowing-can-be-treacherous/
1•woodruffw•28m ago•0 comments

13thrule

https://github.com/13thrule/Nexus-Wifi-Radar
2•13thrule•29m ago•0 comments

Show HN: Kill List–A local-first PWA where tasks deletes if not done by midnight

https://killlist-production.up.railway.app
1•msldiarra•33m ago•2 comments

DHS Changes Process for Awarding H-1B Work Visas to Protect American Workers

https://www.uscis.gov/newsroom/news-releases/dhs-changes-process-for-awarding-h-1b-work-visas-to-...
2•jnord•35m ago•0 comments

Show HN: Rpmrepo-update – Incremental RPM repo updates for S3 (no full sync)

https://github.com/e2llm/rpmrepo-update
1•Alechko•38m ago•1 comments

We "solved" C10K years ago yet we keep reinventing it

https://www.kegel.com/c10k.html
2•birdculture•40m ago•1 comments

'Call of Duty' co-creator killed in fiery Ferrari crash caught on video

https://www.sfchronicle.com/entertainment/article/vince-zampella-call-of-duty-dies-21258029.php
2•boarsofcanada•41m ago•0 comments

Hack your way to a good Git history

https://masalmon.eu/2024/06/11/rewrite-git-history/
1•sebg•45m ago•1 comments

Reservoir thermal energy storage for data center cooling system

https://www.sciencedirect.com/science/article/pii/S0306261925005884
1•PaulHoule•54m ago•0 comments

Is Our Democracy Failing Because We're Not Thinking Enough? – James Fishkin [video]

https://www.youtube.com/watch?v=kONd0Ip0HL4
3•neehao•55m ago•0 comments

Show HN: GenresFox v0.4 – Hand-Written, Zero-Dependency Rust WASM

https://github.com/zayokami/GenresFox
3•zayoka•57m ago•0 comments

Why so many famous Berlin clubs are closing [video]

https://www.youtube.com/watch?v=WiXHj2nYy1o
1•leoh•58m ago•0 comments

Show HN: Picunic – convert image to Unicode art using ML

https://mnur.me/picunic/
1•mntalateyya•1h ago•0 comments

Show HN: Typed-Prompts – Type-Safe Prompt Engineering

https://github.com/f/awesome-chatgpt-prompts/tree/main/packages/prompts.chat
2•fka•1h ago•1 comments

The Computer Chronicles – Artificial Intelligence (1984) [video]

https://www.youtube.com/watch?v=_S3m0V_ZF_Q
5•da02•1h ago•0 comments

Show HN: FIDO2 PRF with TPM and Fingerprint Auth for Confer on Linux

https://vitorpy.com/blog/2025-12-25-confer-to-linux-tpm-fido2-prf/
2•vpb•1h ago•0 comments

Taiwan ramps up plans for overseas chipmaking as threat from China looms

https://www.semafor.com/article/12/19/2025/taiwan-ramps-up-plans-for-overseas-chipmaking-as-threa...
5•gmays•1h ago•0 comments

Do you need a lead scoring model?

https://betterthanrandom.substack.com/p/do-you-really-need-a-lead-scoring
1•sebg•1h ago•0 comments

What (I think) makes Gemini 3 Flash so good and fast

https://bdtechtalks.substack.com/p/what-i-think-makes-gemini-3-flash
5•gmays•1h ago•0 comments

Safety panel says NASA should have taken Starliner incident more seriously

https://arstechnica.com/space/2025/12/safety-panel-says-nasa-should-have-taken-starliner-incident...
1•janzer•1h ago•2 comments

Python Anti-Patterns

https://docs.quantifiedcode.com/python-anti-patterns/
2•fanf2•1h ago•1 comments

Show HN: OmniWM a macOS tiling window manager Niri inspired

https://github.com/BarutSRB/OmniWM
2•Barut1•1h ago•0 comments

Pen testers accused of 'blackmail' after reporting Eurostar chatbot flaws

https://www.theregister.com/2025/12/24/pentesters_reported_eurostar_chatbot_flaws/
14•Bender•1h ago•0 comments