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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

Royal Mail Lost Parcel Compensation Claim Automation: Xero and Linnworks

https://saas-glue.com/case-studies/royal-mail-lost-parcel-compensation-claim-automation-xero-linn...
1•jawb•14s ago•1 comments

Apollo 13: An Accident in Space (1972)

https://www.newyorker.com/magazine/1972/11/11/apollo-13-an-accident-in-space
1•canjobear•25s ago•0 comments

Oldest Reptile Mummy Sheds Light on the Ancient Art of Breathing

https://nautil.us/oldest-reptile-mummy-sheds-light-on-the-ancient-art-of-breathing-1279942
1•Brajeshwar•1m ago•0 comments

I am DONE with applying to Indeed or LinkedIn

https://github.com/Masterjx9/OpenPostings
1•PythonicIT•3m ago•1 comments

(U)CONPLAN 8888 [pdf]

https://www.stratcom.mil/Portals/8/Documents/FOIA/CONPLAN_8888-11.pdf
1•jmward01•4m ago•0 comments

High intelligence not associated with more mental health disorders

https://www.cambridge.org/core/journals/european-psychiatry/article/high-intelligence-is-not-asso...
1•gmays•4m ago•0 comments

NIST cuts down CVE analysis amid vulnerability overload

https://www.csoonline.com/article/4159882/nist-cuts-down-cve-analysis-amid-vulnerability-overload...
1•WaitWaitWha•5m ago•0 comments

Our Tax System Should Make You Furious

https://www.nytimes.com/2026/04/17/opinion/ezra-klein-podcast-ray-madoff.html
1•keernan•9m ago•0 comments

Claude Opus 4.7 Dropped and My Trust Got a Little Smaller

https://www.bhusalmanish.com.np/blog/posts/opus-4-7-developer-fatigue.html
1•okchildhood•9m ago•0 comments

When AI agents show up to class

https://moodle.com/news/field-notes-when-ai-agents-show-up-to-class/
1•the-mitr•10m ago•0 comments

Suspects used smart glasses, other AI tools to commit 'organized' retail fraud

https://www.ctvnews.ca/toronto/article/suspects-used-smart-glasses-other-ai-tools-to-commit-organ...
1•KLK2019•10m ago•1 comments

Norway Launches First Driverless Bus in Regular Traffic

https://www.nrk.no/rogaland/historisk_-kolumbus-kjorer-uten-sjafor-pa-bussen-i-stavanger-1.17841909
1•chaosprint•12m ago•0 comments

Claude Opus 4.7 costs 20–30% more per session

https://www.claudecodecamp.com/p/i-measured-claude-4-7-s-new-tokenizer-here-s-what-it-costs-you
2•aray07•12m ago•0 comments

Average new UK electric car price is now lower than petrol vehicles

https://www.theguardian.com/environment/2026/apr/17/new-uk-electric-car-price-petrol-ev-autotrader
5•MBCook•15m ago•1 comments

From Vivaldi to Van Halen, classical and heavy metal are a natural pairing

https://www.theguardian.com/music/2026/apr/15/from-strads-to-shreds-and-vivaldi-to-van-halen-clas...
2•robtherobber•15m ago•0 comments

Show HN: Amendments to the PayPal Cryptocurrency Terms and Conditions

https://www.paypal.com/us/legalhub/paypal/upcoming-policies-full
1•ppolicyco•15m ago•0 comments

What if the robots came for the org chart instead?

https://substack.com/home/post/p-194053020
1•sirnicolaz•16m ago•0 comments

Saturn's largest moon could see 10-foot waves from a tiny breeze

https://www.popsci.com/science/saturn-moon-titan-big-waves/
2•Brajeshwar•16m ago•0 comments

A new direction for AI developer tooling featuring creator of Tidewave

https://changelog.com/friends/112
1•fagnerbrack•18m ago•0 comments

Tips for Probabilistic Software

https://jxnl.co/writing/2024/01/19/tips-probabilistic-software/
1•fagnerbrack•18m ago•0 comments

Netflix plans to add a vertical video feed

https://techcrunch.com/2026/04/17/netflix-plans-to-add-a-vertical-video-feed-use-ai-for-recommend...
1•Levitating•20m ago•0 comments

The Gregorio project – GPL tools for typesetting Gregorian chant

https://gregorio-project.github.io/index.html
3•mcookly•21m ago•0 comments

The tide has turned in the AI infrastructure space

https://radiant.co/blog/the-tide-is-receding-in-ai-infrastructure
1•theaiguyhack•22m ago•0 comments

App Store Reviews Are Busted

https://blog.terrygodier.com/2026/04/13/app-store-reviews-are-busted.html
1•gpi•22m ago•0 comments

Kamal

https://github.com/basecamp/kamal
3•sakopov•22m ago•0 comments

Agents, Code Reviews, and the Bottleneck Shift, Oh My

https://ayende.com/blog/203939-C/agents-code-reviews-and-the-bottleneck-shift-oh-my?Key=a4aac51e-...
1•speckx•22m ago•0 comments

How the cost of a mortgage has changed in the UK – from the 60s until now (2025)

https://hotminute.co.uk/2025/06/22/heres-how-the-cost-of-a-mortgage-has-changed-in-the-uk-from-th...
2•robtherobber•23m ago•0 comments

Claude, Gemini, and Copilot Got Hijacked

https://agentshield.pro/blog
1•eigenart•23m ago•0 comments

What's the Point of Hardbacks?

https://tomrowley.substack.com/p/whats-the-point-of-hardbacks
2•casca•24m ago•0 comments

The New Economics of WPF Migration: Why AI Agents Changed the Math

https://platform.uno/blog/the-new-economics-of-wpf-migration-why-ai-agents-changed-the-math/
1•mx2ei1•25m ago•0 comments