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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

Is your website Archive Ready?

https://archiveready.com/
1•pabs3•30s ago•0 comments

Gogs 0-Day Exploited in the Wild

https://www.wiz.io/blog/wiz-research-gogs-cve-2025-8110-rce-exploit
1•rkta•37s ago•0 comments

Show HN: Testify to your NIST CSF maturity with evidence to prove it

https://github.com/clay-good/nisify
1•hireclay•1m ago•0 comments

U.S. Seizes Oil Tanker Off Venezuelan Coast, Escalating Pressure on Maduro

https://www.nytimes.com/2025/12/10/us/politics/oil-tanker-seized-us-venezuela-trump.html
1•zzzeek•4m ago•0 comments

Claude Code Space Invaders Game

https://space-invaders.centminmod.com/
2•vbtechguy•5m ago•1 comments

Returning Astronauts forget gravity exists for a while [video]

https://www.youtube.com/shorts/cQ3Msm659Fw
1•lifeisstillgood•5m ago•0 comments

Midjourney Is Alemwjsl

https://www.aadillpickle.com/blog/midjourney-is-alemwjsl
1•aadillpickle•11m ago•0 comments

Testing a 40M view/day meme-page ad network for b2c products (early case study)

https://findclout.com/marketing/
1•jonahbuilds•12m ago•1 comments

Canada DND scrambles to figure out how to mobilize and equip a citizens' army

https://www.cbc.ca/news/politics/army-mobilization-canada-troops-9.7009323
3•Teever•13m ago•0 comments

Something Ominous Is Happening in the AI Economy

https://www.theatlantic.com/economy/2025/12/nvidia-ai-financing-deals/685197/
1•zerosizedweasle•13m ago•0 comments

Undeciphered Writing Systems

https://en.wikipedia.org/wiki/Undeciphered_writing_systems
3•frozenseven•14m ago•0 comments

My experience with Lean 4 for general programming

https://quamserena.com/2025-12-10/my-experience-with-lean-4-for-general-programming
1•quamserena•17m ago•0 comments

How People Use AI Agents

https://www.perplexity.ai/hub/blog/how-people-use-ai-agents
1•gmays•19m ago•0 comments

Agency Is Eating the World

https://giansegato.com/essays/agency-is-eating-the-world
1•walterbell•20m ago•0 comments

Curiosity in Relationships

https://okaykoa.substack.com/p/curiosity-in-relationships
2•herbertl•20m ago•0 comments

Understanding Carriage

https://seths.blog/2025/12/understanding-carriage/
2•herbertl•26m ago•0 comments

From Llamas to Avocados: Meta's shifting AI strategy is causing confusion

https://www.cnbc.com/2025/12/09/meta-avocado-ai-strategy-issues.html
1•LopRabbit•27m ago•0 comments

Blue Origin Might Make Starship Obsolete

https://wlockett.medium.com/blue-origin-might-make-starship-obsolete-6bc011ae86d2
2•Zigurd•32m ago•0 comments

A differentially private framework for gaining insights into AI chatbot use

https://research.google/blog/a-differentially-private-framework-for-gaining-insights-into-ai-chat...
1•tzury•36m ago•0 comments

HTTP load generator, inspired by rakyll/hey with TUI animation

https://github.com/hatoo/oha
2•overflowy•38m ago•0 comments

Why no one talks about React2Shell?

https://elenacross7.medium.com/react2shell-my-droplet-joined-a-botnet-c4850b079515
9•skilldeliver•39m ago•4 comments

Mosquitoes found in Iceland for first time as climate crisis warms country

https://www.theguardian.com/environment/2025/oct/21/mosquitoes-found-iceland-first-time-climate-c...
2•LopRabbit•39m ago•0 comments

After years of resisting it, SpaceX now plans to go public. Why?

https://arstechnica.com/space/2025/12/after-years-of-resisting-it-spacex-now-plans-to-go-public-why/
3•vanburen•40m ago•1 comments

Nature's many attempts to evolve a Nostr

https://newsletter.squishy.computer/p/natures-many-attempts-to-evolve-a
1•fiatjaf•43m ago•0 comments

Scientists Uncover Why the World's Most Common Heart Drug Causes Muscle Pain

https://scitechdaily.com/scientists-finally-uncover-why-the-worlds-most-common-heart-drug-causes-...
1•bookofjoe•49m ago•0 comments

Disguised and in Danger: How a Nobel Peace Prize Winner Escaped Venezuela

https://www.wsj.com/world/americas/disguised-and-in-danger-how-a-nobel-peace-prize-winner-escaped...
5•JumpCrisscross•51m ago•1 comments

Show HN: I made a social media bot maker

https://makesocialbots.com
1•quadVision•55m ago•1 comments

The Logic of Cue

https://cuelang.org/docs/concept/the-logic-of-cue/
2•PaulHoule•55m ago•0 comments

The Seven-Minute Visit Cannot Understand a Human Body

https://markatwood.substack.com/p/the-seven-minute-visit-cannot-understand
1•coloneltcb•56m ago•0 comments

AI Is Breakin' the Law

https://buildcognitiveresonance.substack.com/p/ai-is-breakin-the-law
1•mgrayson•57m ago•0 comments