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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

Remember this video next time you're arguing with someone on the internet

https://twitter.com/interesting_aIl/status/2008683034879328387
1•keepamovin•4m ago•0 comments

Hacker Dressed as Pink Power Ranger Dismantles Racist Websites Live on Stage

https://www.pcmag.com/news/hacker-dressed-as-pink-power-ranger-dismantles-racist-websites-live-on
1•chha•4m ago•0 comments

Show HN: Shellock, a real-time CLI flag explainer for fish shell

https://github.com/ibehnam/shellock
1•behnamoh•5m ago•0 comments

An Electronic Ising Machine

https://arxiv.org/abs/2512.23720
1•mbowring•6m ago•0 comments

Ask HN: Transition away from embedded SWE due to AI?

1•thawawaycold•7m ago•0 comments

XARA9 – Complete AI Framework running on consumer hardware

https://xara9.com/
2•anantai•24m ago•1 comments

Outward Signs of Inner Mysteries

https://lareviewofbooks.org/article/outward-signs-of-inner-mysteries/
3•prismatic•26m ago•0 comments

Unified Local Observability for AI Coding Assistants

https://ai-observer.dev/
2•tobilg•27m ago•0 comments

State of GPU Hardware (End of Year 2025)

https://asawicki.info/articles/state_of_gpu_hardware_2025.php
3•ibobev•29m ago•0 comments

Why Devs Need DevOps

https://ravestar.dev/blog/why-devs-need-devops/
2•birdculture•30m ago•0 comments

OpenPBR: Novel Features and Implementation Details

https://arxiv.org/abs/2512.23696
2•ibobev•30m ago•0 comments

A bit of glass and freedom is all you need

https://lemire.me/blog/2026/01/07/a-bit-of-glass-and-freedom-is-all-you-need/
3•ibobev•31m ago•0 comments

Show HN: Chess in Hyperbolic Space

https://mchess.io/hyperbolic
2•mannymakes•34m ago•0 comments

Google Dorking

https://dorksearch.pro/
2•Dorker•35m ago•0 comments

Search engine bots crawled so AI bots could run

https://stackoverflow.blog/2026/01/06/search-engine-bots-crawled-so-ai-bots-could-run/
2•nishilpatel•36m ago•0 comments

SHOW HN: I built the Most fancy GitHub Wrapped 2025 with lofi music

https://github-wrapped-five.vercel.app/
3•saiyampathak•41m ago•0 comments

Take a Moment, and Read

https://twitter.com/arealmofwonder/status/2008454434477523334
2•keepamovin•42m ago•0 comments

Larry Page officially moving out of California ahead of proposed billionaire tax

https://www.businessinsider.com/larry-page-leave-california-wealth-billionaire-tax-koop-google-20...
2•schmuckonwheels•44m ago•0 comments

Show HN: I built a remove bg API only $0.001/image

https://removebgapi.com
1•tamnv•45m ago•0 comments

Modern C++ Programming Course

https://github.com/federico-busato/Modern-CPP-Programming
1•signa11•47m ago•0 comments

AMD Just Showed Us What the Next Decade Looks Like

https://substack.com/inbox/post/183678804
1•rbanffy•49m ago•1 comments

Trump steals 50M barrels of oil from Venezuela

https://asiaviewnews.com/gigabots/Threads?p=100052
4•mark336•49m ago•2 comments

New York Television

https://nytv.live/
2•ChrisArchitect•50m ago•0 comments

On the criteria to be used in decomposing systems into modules (1972)

https://dl.acm.org/doi/epdf/10.1145/361598.361623
1•surprisetalk•51m ago•0 comments

I built an email tool that lands emails in user's inboxes – not spam

1•mddanishyusuf•1h ago•0 comments

Securing SSH Authentication with FIDO2 Security Keys

https://developers.yubico.com/SSH/Securing_SSH_with_FIDO2.html
1•Lwrless•1h ago•0 comments

Ask HN: Those making $500/month on side projects in 2026 – Show and tell

4•selmas58•1h ago•1 comments

How GitLab uses Postgres and ClickHouse to power their data stack?

https://clickhouse.com/blog/how-gitlab-uses-clickhouse-to-scale-analytical-workloads
2•saisrirampur•1h ago•0 comments

Getting my first 100 users with $0: what worked

https://amplift.ai/
2•our79511•1h ago•1 comments

Show HN: JSONBench, a Benchmark for Data Analytics on JSON

https://github.com/ClickHouse/JSONBench
1•saisrirampur•1h ago•0 comments