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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

DirectStorage LLM Weight Streaming: 4x faster loading, MoE expert streaming

https://github.com/kibbyd/llm_upper/blob/main/PROJECT_RECORD.md
1•kibbyd1985•51s ago•1 comments

Exploring D&D 5th Edition Monster Features Using Julia

https://cmu-lib.github.io/2026LoveDataWeek_DnDnDMonsterManagement/
1•mirawelner•1m ago•0 comments

Toyota Developing a Console-Grade, Open-Source Game Engine – Flutter and Dart

https://www.phoronix.com/news/Fluorite-Toyota-Game-Engine
1•mosura•1m ago•0 comments

GPT-5.3-Codex review after 4 days of use

1•agentifysh•1m ago•0 comments

Alphabet lines up 100-year sterling bond sale

https://www.ft.com/content/3260bc45-e09e-45a7-ae30-e55effbaf29b
1•hnburnsy•3m ago•0 comments

AI Took over the Super Bowl, Accounting for 23% of Ads

https://www.adweek.com/brand-marketing/super-bowl-revealed-ai-messaging-crisis/
1•firasd•5m ago•1 comments

Discord Is Not an Acceptable Choice for Free Software Projects (2020)

https://sneak.berlin/20200220/discord-is-not-an-acceptable-choice-for-free-software-projects/
1•sneak•6m ago•0 comments

Show HN: Brood– an image-first design tool for iterating on visual ideas

https://github.com/kevinshowkat/brood
1•kshowkat•7m ago•0 comments

Daily YouTube Digest for Your AI Agents

https://github.com/therohitdas/awesome-openclaw-usecases/blob/add-daily-youtube-digest/usecases/d...
1•nikhonit•7m ago•1 comments

Luce: First Electric Ferrari. Designed by LoveFrom

https://www.ferrari.com/en-US/auto/ferrari-luce
2•kaizenb•8m ago•0 comments

Algorithmic Underwriting: The shift toward individual risk in health insurance

https://suretyinsights.com/blog/the-ai-revolution-in-health-insurance-what-it-means-for-your-cove...
2•engelo_b•8m ago•0 comments

Large Language Model Reasoning Failures

https://arxiv.org/abs/2602.06176
2•belter•8m ago•0 comments

Random driving on a 78-qubit processor reveals controllable prethermal plateau

https://phys.org/news/2026-01-random-qubit-processor-reveals-prethermal.html
2•PaulHoule•10m ago•0 comments

I created a tool to help visualiza infrastructure interdependencies

https://github.com/Athla/grimm-nodes-work
1•devGrimm•10m ago•1 comments

CA Sues Gatalog for distributing computer code for 3D printing firearms [pdf]

https://oag.ca.gov/system/files/attachments/press-docs/Gatalog%20Complaint_FINAL.pdf
3•mhb•10m ago•2 comments

Meta Distinguished Eng (IC9) on Influencing Engs, Failures, and Learnings [video]

https://www.youtube.com/watch?v=YA_OYJF3Mmw
2•duck•10m ago•0 comments

100 Days of Sex: Day 108

https://stevepavlina.com/blog/2025/07/100-days-of-sex-day-108/
1•baxtr•10m ago•0 comments

Querystudio – A open-source database studio

https://querystudio.dev
1•lassejlv•11m ago•1 comments

Show HN: 3D Modelling in CSS

https://petertyliu.github.io/toaster/
1•PeterLiu-Trayja•11m ago•0 comments

Build tiny, fast desktop apps with Bun

https://blackboard.sh/blog/electrobun-v1/
1•yoav•11m ago•1 comments

Effect of Novel Hypoglossal Stimulation on Airflow, Airway Collapsibility in OSA

https://journal.chestnet.org/article/S0012-3692(25)05160-8/abstract
1•gnabgib•12m ago•0 comments

Massie Threatens to Reveal Epstein Client Names If Bondi Won't Unredact Them

https://www.commondreams.org/news/massie-nuclear-epstein-files
2•belter•12m ago•0 comments

Discord Alternatives, Ranked

https://taggart-tech.com/discord-alternatives/
2•pseudalopex•12m ago•0 comments

Illinois man pleads guilty to hacking Snapchats to steal nude photos

https://therecord.media/illinois-man-pleads-guilty-snapchat-nude-photo-hacks
2•randycupertino•14m ago•0 comments

Carl Sagan's 1994 "Lost" Lecture: The Age of Exploration [video]

https://www.youtube.com/watch?v=6_-jtyhAVTc
2•measurablefunc•15m ago•0 comments

Another GitHub outage in the same day

https://www.githubstatus.com/incidents/lcw3tg2f6zsd
7•Nezteb•20m ago•0 comments

US companies accused of 'AI washing' re: job losses

https://www.theguardian.com/us-news/2026/feb/08/ai-washing-job-losses-artificial-intelligence
12•billybuckwheat•22m ago•0 comments

Testing Ads in ChatGPT

https://openai.com/index/testing-ads-in-chatgpt/
27•davidbarker•23m ago•20 comments

Linux servers that let you ditch the public cloud and reclaim your privacy

https://www.zdnet.com/article/personal-digital-sovereignty-choices-free-linux-servers/
2•CrankyBear•25m ago•0 comments

How we release the Spotify app, part 1

https://engineering.atspotify.com/2025/04/how-we-release-the-spotify-app-part-1
2•lr0•25m ago•0 comments