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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

The Law of Imposter Systems

https://zenodo.org/records/18383284
1•takko_the_boss•27s ago•0 comments

NDL: Simplifying Local Development for Distributed Systems

https://nuewframe.dev/blog/introducing-ndl-simplifying-distributed-systems-local-development/
1•wrabadi•1m ago•0 comments

The age of Pump and Dump software

https://tautvilas.medium.com/software-pump-and-dump-c8a9a73d313b
1•brisky•1m ago•0 comments

Chatuino: A Feature-Rich TUI Twitch IRC Client

https://github.com/julez-dev/chatuino
1•julezdev•2m ago•0 comments

Ask HN: Where's the actual pain in early-stage medical AI startups?

1•ml_visoft•3m ago•0 comments

I stopped using dependencies and started generating code

https://www.amazingcto.com/audience-of-one-apps/
2•KingOfCoders•4m ago•0 comments

Italians furious over deployment of ICE to bolster US security at Olympics

https://www.cnn.com/2026/01/27/europe/italy-ice-agents-security-olympics-intl
2•rawgabbit•5m ago•0 comments

Show HN: CUGA – Configurable Generalist Agent (HuggingFace Live Demo)

https://huggingface.co/spaces/ibm-research/cuga-agent
1•asaf_adi•5m ago•0 comments

Hit21 v1.9

https://apps.apple.com/us/app/hit21-blackjack-game/id6740510784
1•pompeii•6m ago•1 comments

Show HN: We Built the 1. EU-Sovereignty Audit for Websites

https://lightwaves.io/en/eu-audit/
2•cmkr•7m ago•1 comments

Show HN: Terminal style start page for bookmarks and open tabs

https://home-page.io/welcome/
1•britojosepha•7m ago•0 comments

I built a C++ runtime with immutable objects and no GIL

1•gamarino•9m ago•0 comments

Realism vs. style in AI image models (lessons from building a wallpaper app)

https://tallpaper.app
1•bored-developer•9m ago•1 comments

Not One Penny

https://scottsumner.substack.com/p/not-one-penny
2•RickJWagner•13m ago•1 comments

Show HN: IOPS Profiler – Jupyter magic to measure I/O operations per second

https://github.com/lincc-frameworks/iops-profiler
2•mtauraso•14m ago•1 comments

Feeds of New EBooks

https://www.gutenberg.org/ebooks/feeds.html
2•carlosjobim•15m ago•0 comments

Vibe Coding Is Free – Cleanup Won't Be

https://codesmash.dev/vibe-is-free-cleanup-wont-be
2•codesmash•16m ago•2 comments

Ancient infection disabled gene in chimp brains that remains expressed in humans

https://www.thetransmitter.org/evolution/viral-remnant-in-chimpanzees-silences-brain-gene-humans-...
2•jakewins•17m ago•0 comments

I quit tech today, warning to junior and mid-level devs

https://old.reddit.com/r/nairobitechies/comments/1qml2xr/i_quit_tech_today_warning_to_junior_and_...
3•nomilk•17m ago•0 comments

Show HN: WhyFi – Figure out why your Wi-Fi is bad and fix it

https://whyfi.network/
3•drpancake•18m ago•0 comments

Doom in the Terminal

https://github.com/wojciech-graj/doom-ascii
2•nateb2022•18m ago•0 comments

Show HN: Build Web Automations via Demonstration

https://www.notte.cc/launch-week-i/demonstrate-mode
5•ogandreakiro•19m ago•0 comments

Show HN: Lichess.el – Play Lichess Inside Emacs

https://github.com/tmythicator/lichess.el
2•atimcha•19m ago•1 comments

Digital Excommunication

https://pgaleone.eu/europe/2026/01/27/digital-excommunication/
1•me2too•20m ago•0 comments

Show HN: MonsterWriter – An Overleaf Alternative with a Better Free Plan [video]

https://www.youtube.com/watch?v=feWZByHoViw
1•WolfOliver•20m ago•0 comments

Generate HTTP server and client from protobuf

https://github.com/MUlt1mate/protoc-gen-httpgo
1•MUlt1mate•20m ago•1 comments

Apple's AirTag 2 is easier to find thanks to new chip

https://arstechnica.com/gadgets/2026/01/apple-introduces-new-airtag-with-better-range-and-a-loude...
1•taubek•21m ago•0 comments

A proposal to prevent job losses from AGI

https://invertedpassion.com/a-proposal-to-prevent-job-losses-from-agi/
1•speckx•21m ago•0 comments

TikTok users can't upload anti-ICE videos. The company blames tech issues

https://www.cnn.com/2026/01/26/tech/tiktok-ice-censorship-glitch-cec
41•kotaKat•23m ago•14 comments

TikTok Earning Automation System

https://fluxzap.com/tiktok-money-making-system/
1•taimurkazmi•23m ago•1 comments