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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

Show HN: MCP Chatbot

https://github.com/mikesmallhelp/chatbot-and-mcp-servers
1•mikesmallhelp•1m ago•0 comments

How to Read a Paper [pdf]

https://www.cs.cmu.edu/~zhihaoj2/papers/HowtoReadPaper.pdf
1•sonabinu•5m ago•0 comments

Show HN: Knowbotic – Upload notes. Get quizzes. Master anything

https://knowbotic.app
1•DannyHeng•6m ago•1 comments

Cameras reveal what hedgehogs get up to after dark

https://www.bbc.com/news/articles/cdjnr7lr7pzo
1•1659447091•10m ago•0 comments

The Rest Is Science

https://therestis.com/science
1•kristianpaul•11m ago•0 comments

Show HN: Generate animated solar system timelapse videos for any date range

https://github.com/simondorfman/solar_system_live/
1•SimonDorfman•13m ago•0 comments

Subject-based weight routing for LLMs (27 days before DeepSeek Engram)

1•AutoJanitor•13m ago•0 comments

Manifold Resonance vs. Transformer: Efficiency Audit

https://github.com/MrPan2048/GeometricTransformer/blob/main/bytefight.md
1•MrPan•25m ago•0 comments

New Dietary Guidelines – No. Just No

https://vegancurator.com/blog/new-dietary-guidelines-just-no
1•plastkfantastik•27m ago•0 comments

The Panchatantra: The ancient 'viral memes' still with us (2018)

https://www.bbc.com/culture/article/20180517-the-panchatantra-the-ancient-viral-memes-still-with-us
1•1659447091•33m ago•0 comments

Germany Forces Lexus to Remotely Kill Car Heating in Dead of Winter

https://www.gadgetreview.com/germany-forces-lexus-to-remotely-kill-car-heating-in-dead-of-winter
2•josephcsible•36m ago•0 comments

Rugs of War

https://rugsofwar.wordpress.com/
1•dmbche•42m ago•0 comments

Ask HN: How does YC / HN think about founder voting splits vs. equity splits?

2•cofounder1999•42m ago•0 comments

How long would you survive with no DNA? [video]

https://www.youtube.com/watch?v=s3oLIDaElaE
2•surprisetalk•45m ago•0 comments

Fundamental Engineering Principles

https://blog.tdhttt.com/post/fundamental-engineering-principles/
1•tdhttt•48m ago•0 comments

Canada's Prime Minister Mark Carney's Full Speech at Davos

https://www.cbc.ca/news/politics/mark-carney-speech-davos-rules-based-order-9.7053350
5•qkeast•49m ago•1 comments

Machine with Concrete – Arthur Ganson [video]

https://www.youtube.com/watch?v=5q-BH-tvxEg
1•o4c•50m ago•0 comments

DevOps Didn't Fail – We Just Gave It the Tools It Deserved

https://devops.com/devops-didnt-fail-we-just-finally-gave-it-the-tools-it-deserved/
1•milkglass•52m ago•0 comments

Libbbf: Bound Book Format, A high-performance container for comics and manga

https://github.com/ef1500/libbbf
4•zdw•55m ago•0 comments

Google Health AI Overviews Cite YouTube More Than Any Hospital Site

https://www.searchenginejournal.com/google-health-ai-overviews-cite-youtube-more-than-any-hospita...
2•randycupertino•1h ago•0 comments

OpenFlexure Microscope

https://openflexure.org/projects/microscope/
1•o4c•1h ago•1 comments

A series of distributed systems challenges brought to you by Fly.io

https://fly.io/dist-sys/
3•meistro•1h ago•0 comments

I got into an argument on Discord about how inefficient CBR/CBZ is, so I wrote

https://old.reddit.com/r/selfhosted/comments/1qi64pr/i_got_into_an_argument_on_discord_about_how/
3•todsacerdoti•1h ago•0 comments

Virology Lectures 2025 [video]

https://www.youtube.com/watch?v=3pX0x3mC4Io&list=PLGhmZX2NKiNm2iEUtVslIUHTW9i2zAG72
2•shpx•1h ago•0 comments

Drift

https://github.com/dadbodgeoff/drift
1•handfuloflight•1h ago•0 comments

Using RL to Double an Agent's Effectiveness in Production Debugging

https://www.dbow.me/rl.html
4•anyekwest•1h ago•0 comments

Show HN: DoceraX – Open "Please wait cannot display this document" PDFs Mac

http://fastHNReader.com
1•coolwulf•1h ago•0 comments

Can AI Pass Freshman CS? [video]

https://www.youtube.com/watch?v=56HJQm5nb0U
1•thethirdone•1h ago•1 comments

Explore medieval life and death with these 5 fun interactive maps (2023)

https://weirdmedievalguys.substack.com/p/explore-medieval-life-and-death-with
1•crescit_eundo•1h ago•0 comments

Migrating 13,000 Comments from Drupal to Hugo

https://www.jeffgeerling.com/blog/2026/migrating-13000-comments-from-drupal-to-hugo/
2•zdw•1h ago•0 comments