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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

Deep Learning: Our Year 1990-1991

https://people.idsia.ch/~juergen/deep-learning-miraculous-year-1990-1991.html
1•untilted•1m ago•0 comments

Ask HN: I built an AI-native codebase framework–could you evaluate it?

1•xodn348•5m ago•0 comments

The Slowest Viral Thing

https://pilgrima.ge/p/the-slowest-viral-thing
1•momentmaker•6m ago•0 comments

SoftBank eyes up to $40B loan to fund OpenAI investment

https://www.reuters.com/business/media-telecom/softbank-seeks-up-40-billion-loan-finance-openai-i...
4•devonnull•6m ago•0 comments

SEIA Solar Market Insight Report 2025 Year in Review

https://seia.org/research-resources/us-solar-market-insight/
1•toomuchtodo•7m ago•0 comments

A vertical tab companion app for aerospace window manager

https://github.com/raghavendra-talur/aeromux
1•rtalur•8m ago•1 comments

Uber rolls out women-only option in the US

https://www.bbc.com/news/articles/cx2gvrzwdr7o
2•alephnerd•8m ago•0 comments

Meta Is Buying Moltbook

https://lifehacker.com/tech/meta-is-buying-moltbook
1•umangsehgal93•8m ago•0 comments

GoT Timeline – a daily timeline game to test your Game of Thrones skills

https://www.got-timeline.com
1•onion92•9m ago•0 comments

Claude Code makes local LLMs 90% slower

https://unsloth.ai/docs/basics/claude-code
4•telotortium•12m ago•0 comments

Eventbrite Enters into Definitive Agreement to Be Acquired by Bending Spoons

https://www.businesswire.com/news/home/20251202408560/en/Eventbrite-Enters-into-Definitive-Agreem...
5•DocFeind•13m ago•0 comments

Why doesn't V8 fit on my microcontroller? (2021)

https://medium.com/the-toit-take/why-doesnt-v8-fit-on-my-microcontroller-71dc6e2d8f5c
1•tosh•14m ago•0 comments

Is there an MD5 Fixed Point where MD5(x) == x?

https://stackoverflow.com/questions/235785/is-there-an-md5-fixed-point-where-md5x-x
2•plaguna•15m ago•0 comments

GPT-4 leaks its own API internals through training data exposure

1•safteylayer•16m ago•0 comments

Andrew Tate Doesn't Get the Point of Books

https://www.theatlantic.com/ideas/2026/03/slow-reading-books-benefits/686266/
2•paulpauper•17m ago•1 comments

The Met Opera's Desperate Hunt for Money

https://www.nytimes.com/2026/03/08/arts/met-opera-peter-gelb-finances.html
3•paulpauper•18m ago•0 comments

Bubbles, Booms and Crashes in the US Stock Market 1792-2024

https://www.nber.org/papers/w34903
3•paulpauper•18m ago•0 comments

Ask HN: How are you reviewing code at work these days?

1•curiousgal•20m ago•1 comments

Professors scramble to save critical thinking in an age of AI

https://www.theguardian.com/technology/ng-interactive/2026/mar/10/ai-impact-professors-students-l...
2•fallinditch•21m ago•0 comments

Senate Moves Toward Passing Housing Bill, but Challenges Lie Ahead

https://www.nytimes.com/2026/03/10/us/politics/senate-housing-bill.html
1•JumpCrisscross•23m ago•0 comments

Show HN: Zehrava Gate – an control plane that sits between AI agents and prod

1•cgallic•26m ago•0 comments

Single-dose treatment approved for sleeping sickness

https://www.nature.com/articles/d44148-026-00051-w
4•bookofjoe•27m ago•0 comments

Show HN: AlphaEvolve inspired evolution harness for Pokemon

https://github.com/papercomputeco/pokemon
2•brianllamar•27m ago•0 comments

Ex-Google PM Builds God's Eye to Monitor Iran in 4D

https://www.youtube.com/watch?v=0p8o7AeHDzg
3•doener•28m ago•1 comments

The Only Code That Defies Entropy

https://ta.fo/the-only-code-that-defies-entropy/
1•freediver•29m ago•0 comments

Python: The Optimization Ladder

https://cemrehancavdar.com/2026/03/10/optimization-ladder/
1•Twirrim•29m ago•0 comments

The Public Suffix List

https://publicsuffix.org/list/public_suffix_list.dat
1•barishnamazov•31m ago•1 comments

V32 (Number Station)

https://priyom.org/number-stations/other/v32
1•NoboruWataya•31m ago•1 comments

I Built an AI Agent That Writes Its Own Rules from Its Mistakes

https://www.roryteehan.com/writing/i-built-an-ai-agent-that-writes-its-own-rules
2•freediver•32m ago•0 comments

Nasal spray protects mice from respiratory viruses, bacteria and allergens

https://medicalxpress.com/news/2026-02-universal-vaccine-nasal-spray-mice.html
4•PaulHoule•32m ago•0 comments