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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

Blessed.rs – Recommended Crate Directory

https://blessed.rs/crates
1•linkdd•42s ago•0 comments

Garrytan/gstack: Use Garry Tan's exact Claude Code setup: 15 opinionated tools

https://github.com/garrytan/gstack
1•heihieih•1m ago•0 comments

Laid Off in Midlife, China's Reform Generation Braces for Downward Mobility

https://www.nytimes.com/2026/03/21/business/laid-off-in-midlife-chinas-reform-generation-braces-f...
1•mitchbob•3m ago•1 comments

Bloom Filters

https://arpitbhayani.me/blogs/bloom-filters/
1•narasimhasai144•10m ago•0 comments

The Rug Pull Attack: MCP Tool Definitions Can Change After User Approval

https://nasser.nz/blog/rug-pull-attack
1•prooftrail•10m ago•0 comments

Paving Hawaiian roads with recycled plastics and abandoned fishing nets

https://www.acs.org/pressroom/presspacs/2026/march/paving-hawaiian-roads-with-recycled-plastics-a...
1•geox•10m ago•0 comments

Nibble – declarative bit-level binary parsing for Go using struct tags

https://github.com/PavanKumarMS/nibble
1•pavan_s•17m ago•1 comments

Does Computer Science Still Exists?

https://davidbau.com/archives/2026/03/20/does_computer_science_still_exist.html
2•gabrielesarti•17m ago•0 comments

The Franny Test: A Three-Step Protocol That Current LLMs Always Fail

https://trwa.substack.com/p/the-franny-test-a-three-step-protocol
1•cactaceae•17m ago•1 comments

Cursor admits its new coding model was built on top of Moonshot AI's Kimi

https://techcrunch.com/2026/03/22/cursor-admits-its-new-coding-model-was-built-on-top-of-moonshot...
1•pseudolus•20m ago•0 comments

Show HN: A New Social Network Called Plasas

https://plasas.com
2•DisabledVeteran•21m ago•0 comments

Reverse-Engineering Google Flights

https://ayushsaraswat.com/writing/reverse-engineering-google-flights/
2•saraswatayu•22m ago•0 comments

QRV Operating System: QNX on RISC-V

https://r-tty.blogspot.com/2026/03/qrv-operating-system-first-publication.html
2•chrsw•26m ago•0 comments

More! More! More! Tech Workers Max Out Their A.I. Use

https://www.nytimes.com/2026/03/20/technology/tokenmaxxing-ai-agents.html
3•bookofjoe•27m ago•1 comments

Self-Recursive Ethics in a Longitudinal AI Ethics Monitor Log: Documented

https://zenodo.org/records/19164044
1•hiddenarchitect•29m ago•0 comments

Locking in WebKit – WebKit

https://webkit.org/blog/6161/locking-in-webkit/
1•throwoutway•30m ago•0 comments

What would you do if you have AI software that may be transformers alternative?

2•adinhitlore•30m ago•0 comments

Trapped! Inside a self-driving car during an anti-robot attack

https://www.seattletimes.com/business/trapped-inside-a-self-driving-car-during-an-anti-robot-attack/
1•pseudolus•31m ago•0 comments

The Illusion of Free Aim: Why Systems Are Gods and We Are Just Subjects

1•jdhtoggi•32m ago•0 comments

Strikes on Qatar's LNG Ras Laffan plant Will Reshape the Future of Fossil Gas

https://www.bloomberg.com/news/features/2026-03-19/iran-war-strikes-on-qatar-s-lng-crown-jewel-re...
2•toomuchtodo•33m ago•1 comments

Nexi Cancels FSFE: Asked for usernames and passwords

https://fsfe.org/news/2026/news-20260316-01.html
1•worik•35m ago•1 comments

Intuitions for Tranformer Circuits

https://www.connorjdavis.com/p/intuitions-for-transformer-circuits
5•cjamsonhn•36m ago•0 comments

Coding After Coders: The End of Computer Programming as We Know It

https://www.nytimes.com/2026/03/12/magazine/ai-coding-programming-jobs-claude-chatgpt.html
3•bookofjoe•36m ago•5 comments

Department of State advises Americans worldwide to exercise increased caution

https://travel.state.gov/en/international-travel/travel-advisories/global-events/worldwide-cautio...
91•supernova215•39m ago•47 comments

Ask HN: How much are you spending on AI coding at work?

3•habosa•40m ago•1 comments

Where hard water causes kidney failure: a field visit to eastern Ethiopia

https://charitysense.com/insights/the-cost-of-bad-water
2•mtweak•40m ago•1 comments

Jensen's Trillion-Dollar Token Factory

https://crazystupidtech.com/2026/03/22/jensens-trillion-dollar-token-factory/
1•herbertl•44m ago•0 comments

Simple Git Branching/Weekly Summary Claude Skills

1•daltonlcarr•45m ago•0 comments

Show HN: AI models AI capex

https://ai-capex-sens-wxc4b.ondigitalocean.app/
1•liujjw•48m ago•0 comments

OpenClaw high level architecture review

https://contextbento.substack.com/p/openclaw-high-level-architecture
2•visopsys•49m ago•0 comments