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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

What Happens When Technical Debt Vanishes?

https://ieeexplore.ieee.org/document/11316905
1•xnx•1m ago•0 comments

NASA Conducts Artemis II Fuel Test, Eyes March for Launch Opportunity

https://www.nasa.gov/blogs/missions/2026/02/03/nasa-conducts-artemis-ii-fuel-test-eyes-march-for-...
1•gmays•1m ago•0 comments

Show HN: Built a free moderation API after failing to find one

https://the-profanity-api.com/
1•Olehype•3m ago•0 comments

Why it's so hard to fuel the Artemis rockets

https://www.nationalgeographic.com/science/article/artemis-2-hydrogen-fuel-leak
1•bookofjoe•4m ago•1 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
1•ostacke•4m ago•0 comments

Tree hug dream unlocked by AI

https://tiago.rio.br/work/olxbrasil/hackday/tree-hug-dream-unlocked-ai/
1•timotta•4m ago•1 comments

Claude Trolled ChatGPT and Won

https://offmenu.substack.com/p/claude-just-trolled-chatgpt-and-won
1•gk1•5m ago•0 comments

Hiring for a Director, Operations at Rockwallet

https://secure.collage.co/jobs/rockwallet/59538
1•RockWalletHR•7m ago•0 comments

Vritual Screen: macOS utility that captures a region of your screen and mirrors

https://github.com/alexolivier/virtual-screen
1•emreb•7m ago•0 comments

NIMBYs Aren't Just Shutting Down Housing

https://inpractice.yimbyaction.org/p/nimbys-arent-just-shutting-down-housing
5•toomuchtodo•10m ago•0 comments

Ableton Move: A portable tool for intuitive music making

https://www.ableton.com/en/move/
1•Lwrless•11m ago•0 comments

The Great Recession and Its Aftermath

https://www.federalreservehistory.org/essays/great-recession-and-its-aftermath
1•rickcarlino•11m ago•0 comments

State of JavaScript Results 2025

https://2025.stateofjs.com/en-US
1•CollinEMac•12m ago•0 comments

AI powered Git commits in Rust

https://github.com/a32ninja/lgit
1•urimaxi•14m ago•1 comments

Big Tech's 'breathtaking' $660B spending spree reignites AI bubble fears

https://www.ft.com/content/0e7f6374-3fd5-46ce-a538-e4b0b8b6e6cd
3•zerosizedweasle•16m ago•1 comments

Show HN: Find the missing word (sign, bus, watch)

https://common-thread.specr.net
1•vunderba•16m ago•0 comments

Amazon Shares Sink as Company Boosts AI Spending by Nearly 60%

https://www.wsj.com/business/earnings/amazon-earnings-q4-2025-amzn-stock-996e5cc2
3•1vuio0pswjnm7•17m ago•1 comments

DaveLovable the Most Advanced Open-Source AI Web Development Platform

https://dlovable.daveplanet.com
1•dmonterocrespo•18m ago•1 comments

Amazon shares sink as it prepares $200B AI spending blitz

https://www.ft.com/content/a1bd22ec-42cf-46dc-9ff7-ec8a2a89a534
3•1vuio0pswjnm7•18m ago•1 comments

Tesla bet big on Elon Musk. His politics continue to haunt it

https://www.washingtonpost.com/technology/2026/01/28/elon-musk-tesla-politics/
2•1vuio0pswjnm7•20m ago•0 comments

Reduce Complexity of Matmul to O(N^2logN) by Asymptotically Optimal Quantum Algo

https://arxiv.org/abs/2602.05541
3•limoce•21m ago•0 comments

To Solve My Snoring Problem, I Built an iOS App – Snoreman

https://t9t.io/blog/en/1
3•timqian•22m ago•0 comments

Umbrel Pro – The ulimate home cloud

https://umbrel.com/umbrel-pro
1•janandonly•23m ago•0 comments

Claude Opus 4.6 available in Cloudflare AI Gateway through unified billing

https://developers.cloudflare.com/ai-gateway/features/unified-billing/
1•hkpatel3•24m ago•0 comments

The Trojan horse in your cluster: a deep dive into container image security

https://andreafortuna.org/2026/02/06/image-security
1•speckx•24m ago•0 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
7•lstoll•25m ago•2 comments

Twitter is not real life

https://www.theargumentmag.com/p/twitter-is-not-real-life
2•ohjeez•25m ago•0 comments

0-Click Remote Code Execution in OpenClaw with GPT5.2 via Gmail Hook

https://veganmosfet.github.io/2026/02/02/openclaw_mail_rce.html
4•veganmosfet•26m ago•1 comments

Death of Software. Nah

https://www.a16z.news/p/death-of-software-nah
2•7777777phil•26m ago•0 comments

Predicting Zero-Shot Classification Performance for Arbitrary Queries

https://arxiv.org/abs/2601.17535
1•PaulHoule•26m ago•0 comments