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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

Decreasing human body temperature in United States since Industrial Revolution

https://elifesciences.org/articles/49555
2•paulpauper•1m ago•0 comments

Astronauts splash down to Earth after medical evacuation from space station

https://www.bbc.com/news/articles/c205r8n0276o
1•reconnecting•1m ago•0 comments

OpenAI Codex Zoom Event – 10xing Eng Velocity

https://bvp.zoom.us/webinar/register/WN_bul7bYg6RcCXBuxl30KwRA#/registration
1•bnagda•2m ago•1 comments

Show HN: Skillthis.ai – Generate AI skills using Claude's best practices

https://skillthis.ai
1•barefootsanders•2m ago•1 comments

Burn 0.20.0: Unifying CPU and GPU Kernels with CubeCL

https://burn.dev/blog/release-0.20.0/
1•dabinat•3m ago•0 comments

Visualizing and managing Pipewire audio graphs from Emacs

https://sachachua.com/blog/2026/01/visualizing-and-managing-pipewire-audio-graphs-from-emacs/
1•JNRowe•3m ago•0 comments

Archaeologists uncover Victorian children's schoolwork in east London

https://www.ianvisits.co.uk/articles/archaeologists-uncover-victorian-childrens-schoolwork-in-eas...
1•7777777phil•3m ago•0 comments

UK offshore wind prices come in 40% cheaper than gas in record auction

https://electrek.co/2026/01/14/uk-offshore-wind-record-auction/
2•doener•5m ago•0 comments

Show HN: I built an 11MB offline PDF editor because mobile Acrobat is 500MB

https://revpdf.com/
2•pawandeepsingh•5m ago•1 comments

How to Bounce Postal Mail

https://blog.zgp.org/how-to-bounce-postal-mail/
1•speckx•6m ago•0 comments

Ratelimit is a Feature, not a constraint

https://dantelex.com/blog/ratelimits-are-features
1•lexokoh•7m ago•0 comments

Show HN: Pageplane – Copy and Paste Deployments for HTML Apps

https://pageplane.app
1•christoff12•9m ago•0 comments

AI Physicians at Last

https://marginalrevolution.com/marginalrevolution/2026/01/ai-physicians-at-last.html
1•paulpauper•10m ago•0 comments

China's mighty green tech sector still has stubborn weak points

https://www.ft.com/content/d67c3011-646e-4363-a83d-1e9d3f23c9a0
1•paulpauper•11m ago•0 comments

Show HN: Tusk Drift – Turn production traffic into API tests

https://github.com/Use-Tusk/tusk-drift-cli
4•jy-tan•11m ago•0 comments

Ask HN: For those of you building AI agents, how have you made them faster?

1•arkmm•13m ago•0 comments

Are open source maintainers going to be the main sufferers from LLM

https://github.com/ghostty-org/ghostty/pull/10205
1•jemiluv8•13m ago•2 comments

You can now import data from CSV files without Power Query

https://www.neowin.net/news/good-news-for-excel-users-you-can-now-import-data-from-csv-files-with...
1•bundie•13m ago•0 comments

Musk Praises Anthropic's Claude for Coding Lead over Grok 4.20

https://twitter.com/elonmusk/status/2011699395717447749
1•sh_tomer•14m ago•0 comments

DriftMind – Anomaly detection and forecasting for Excel users (no signup)

https://thingbook.io/csvanalysis.html
2•romanfll•14m ago•3 comments

Show HN: Munimet.ro – ML-based status page for the local subways in SF

https://munimet.ro/
1•MrEricSir•14m ago•0 comments

Show HN: I built a self-hosted video search tool because Google's API was $$$

1•iliashad•14m ago•0 comments

TranslateGemma: A new suite of open translation models

https://blog.google/innovation-and-ai/technology/developers-tools/translategemma/
1•kerim-ca•15m ago•0 comments

Vibe Mapping – Google's Antigravity is pretty damn amazing

https://flower.codes/2026/01/15/antigravity.html
1•speckx•16m ago•0 comments

Interview with Todd Green, head of the company that created 'Candy Crush'

https://english.elpais.com/technology/2025-12-27/todd-green-head-of-the-company-that-created-cand...
1•PaulHoule•16m ago•0 comments

Show HN: Google Flights TUI

https://github.com/spacegauch0/flights-scraper-effect
1•dperalta•16m ago•0 comments

Looking at a Real Fake Raspberry Pi RP2040 Board

https://hackaday.com/2026/01/15/looking-at-a-real-fake-raspberry-pi-rp2040-board/
1•hpb42•17m ago•0 comments

Show HN: I have build a free random code generator (250k codes/batch)

https://codito.io/free-random-code-generator/
1•tomge•17m ago•1 comments

UseOptimistic Won't Save You

https://www.columkelly.com/blog/use-optimistic
1•columk•17m ago•0 comments

State Department Threatens UK Because Only the US Is Allowed to Ban Foreign Apps

https://www.techdirt.com/2026/01/15/state-department-threatens-uk-over-grok-investigation-because...
3•beardyw•18m ago•0 comments