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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

U.S. freezes visas to 75 countries

https://www.kenklippenstein.com/p/trump-freezes-visas-to-75-countries
1•0x54MUR41•3m ago•0 comments

A Data Model for Git

https://jvns.ca/blog/2026/01/08/a-data-model-for-git/
1•vismit2000•3m ago•0 comments

Why is "Am I the asshole" always popular on Reddit

1•jaskirat1216•4m ago•0 comments

The New Food-Stamp Rules Will Make Your Head Spin

https://www.theatlantic.com/health/2026/01/snap-soda-ban-food-stamps/685637/
1•JumpCrisscross•5m ago•0 comments

Dps

https://engineering.fb.com/2019/08/15/security/zoncolan/
1•JohnCorey•9m ago•1 comments

Show HN: AudiobookHub – Blinkist-style summaries and full classics

https://www.audiobookhub.net/
1•baoyashishui•9m ago•1 comments

Something Is Wrong with Russia's Children

https://www.theatlantic.com/international/2026/01/russia-children-violence-war/685635/
1•JumpCrisscross•14m ago•0 comments

China blocks Nvidia H200 AI chips that US Government cleared for export – report

https://www.theguardian.com/technology/2026/jan/17/china-blocks-nvidia-h200-ai-chips-that-us-gove...
2•sorokod•14m ago•0 comments

Fatberg the size of 4 buses likely birthed poo balls that closed Sydney beaches

https://www.theguardian.com/australia-news/2026/jan/17/fatberg-poo-balls-sydney-beaches-malabar-o...
2•ljf•22m ago•0 comments

YouTube relaxes monetization policy on videos with controversial content

https://apnews.com/article/youtube-monetization-update-policy-controversial-issues-545e27e27e26e0...
1•01-_-•23m ago•0 comments

FestiveEcho

https://github.com/StnkRB/Chrome-Extension-X-AutoComment
1•rahulbootstrap•26m ago•1 comments

ClickHouse valued at $15B as database analytics firm rides AI wave

https://www.reuters.com/technology/database-management-firm-clickhouse-valued-15-billion-amid-ai-...
1•shadow28•26m ago•0 comments

True story of the 1916 hanging of Murderous Mary, a circus elephant

https://www.themoonlitroad.com/murderous-mary-the-elephant/
2•joebig•27m ago•1 comments

Show HN Rundown transforms docs into executable workflows

https://rundown.cool/
1•tobyhede•28m ago•0 comments

Tyler Cowen's AI Campus

https://arnoldkling.substack.com/p/tyler-cowens-ai-campus
1•samuel246•35m ago•0 comments

Show HN: Local AI that knows when you're burning out

https://www.humonos.com/beta
2•jaskirat1216•39m ago•0 comments

Why Systems Fail Under Load

https://www.youtube.com/watch?v=oO6pBX8_g6o
1•paperplaneflyr•45m ago•0 comments

GPT-5.2 does not follow instructions and ignores my prompts

https://old.reddit.com/r/OpenAI/comments/1mwyz6m/gpt_5_pro_no_following_instructions_and_ignoring/
1•behnamoh•48m ago•2 comments

Ask HN: How are you preventing LLMs from hallucinating in real workflows?

1•Agent_Builder•48m ago•0 comments

Built an app that aggregates Prediction Markets with AI Context

https://saipintel.ai:443/
1•everythingalt•51m ago•1 comments

Vibe coding is a blight on open-source

https://old.reddit.com/r/webdev/comments/1qcxres/vibe_coding_is_a_blight_on_opensource/
4•doppp•56m ago•0 comments

Learning better decision trees – LLMs as Heuristics for Program Synthesis

https://mchav.github.io/learning-better-decision-tree-splits/
1•mchav•56m ago•0 comments

Divorce app to save you lawyers fee

https://replantlife.com/
1•cheroll•59m ago•1 comments

Meditation and Unconscious: A Buddhist Monk and a Neuroscientist (2022)

https://thereader.mitpress.mit.edu/meditation-and-the-unconscious-buddhism-neuroscience-conversat...
2•arunc•1h ago•0 comments

Do not give up your brain

https://cassidoo.co/post/good-brain/
2•gpi•1h ago•0 comments

Reality Is Breaking the "AI Revolution"

https://www.planetearthandbeyond.co/p/reality-is-breaking-the-ai-revolution
5•handfuloflight•1h ago•0 comments

Teen Jailed After Exploiting Refund Policy for $570k

https://www.vice.com/en/article/teen-jailed-after-exploiting-refund-policy-for-570000/
3•lnguyen•1h ago•1 comments

RubyShell: Ruby way to create shell scripts

https://github.com/albertalef/rubyshell
1•thunderbong•1h ago•0 comments

Ask HN: Convince me on why AI matters

1•moh20•1h ago•4 comments

New York proposal requires 3D printer manufacturers to prevent printing guns

https://www.tomshardware.com/3d-printing/new-york-state-takes-steps-to-ban-3d-printed-guns-propos...
3•josephcsible•1h ago•2 comments