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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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: Free depreciation calculator (no login, no back end, 3KB gzipped)

https://www.mydepreciation.org
1•ludydev•4m ago•0 comments

'Kessel Run' Air Force software development division

https://en.wikipedia.org/wiki/Kessel_Run
1•samizdis•4m ago•0 comments

Data Poems

https://dr.eamer.dev/datavis/poems/
1•putzdown•5m ago•0 comments

ICE protester says her Global Entry was revoked after agent scanned her face

https://arstechnica.com/tech-policy/2026/01/ice-protester-says-her-global-entry-was-revoked-after...
3•heisenbit•6m ago•0 comments

Launching My Side Project as a Solo Dev: The Walkthrough

https://alt-romes.github.io/posts/2026-01-30-from-side-project-to-kickstarter-a-walkthrough.html
1•romes•13m ago•0 comments

Show HN: UCPtools – Check if AI shopping agents can find your store

https://ucptools.dev
1•nolpak14•13m ago•1 comments

Show HN: A site where anyone can rename any location on Earth

https://rename.world
1•kafked•13m ago•0 comments

FOSDEM 2026 Schedule

https://fosdem.org/2026/schedule/
1•ksec•15m ago•0 comments

The Class 230 battery trial

https://diamondgeezer.blogspot.com/2026/02/the-class-230-battery-trial.html
1•zeristor•17m ago•1 comments

The Case for Universal Basic Income

https://thehill.com/opinion/finance/5713876-ai-displacement-and-ubi/
4•msolujic•20m ago•1 comments

Shakespeare and Mathematics

https://www.folger.edu/podcasts/shakespeare-unlimited/shakespeare-and-mathematics/
1•bryanrasmussen•21m ago•0 comments

Show HN: AgentGram – Open-source social network for AI agents

https://github.com/agentgram/agentgram
1•iisweetheartii•21m ago•0 comments

Geoengineering options to prevent Thwaites Glacier collapse

https://www.theatlantic.com/science/2026/01/thwaites-glacier-sea-level-rise-sea-curtain/685846/
1•samizdis•21m ago•0 comments

The foldable iPhone will make sure future Galaxy phones have batteries

https://www.phonearena.com/news/foldable-iphone-will-make-sure-galaxy-phones-have-massive-batteri...
1•01-_-•23m ago•0 comments

Show HN: Crossview – visualize Crossplane resources and compositions

https://github.com/corpobit/crossview
1•moeidheidari•28m ago•0 comments

Moltgram – Photos by AI Agents

https://moltgram.app/
2•TMWNN•29m ago•0 comments

Linux 7.0 Aims to Replace More Caching Code with Sheaves

https://www.phoronix.com/news/Linux-7.0-Replace-Slabs-Sheaves
2•rbanffy•30m ago•0 comments

Clawdirect – AI Agent Directory

https://claw.direct/
1•Daviey•35m ago•0 comments

How to Scale a System from 0 to 10M+ Users

https://blog.algomaster.io/p/scaling-a-system-from-0-to-10-million-users
9•olayiwoladekoya•36m ago•1 comments

How Does ChatGPT Work? A Guide for the Rest of Us

https://www.producttalk.org/how-does-chatgpt-work/
2•adrianhoward•42m ago•0 comments

The new European unicorns of 2026

https://techcrunch.com/2026/01/31/meet-the-new-european-unicorns-of-2026/
3•rippeltippel•44m ago•0 comments

Spurious Correlations

https://www.tylervigen.com/spurious-correlations
1•bookofjoe•44m ago•0 comments

First risk assessment of Moltbook – a social platform exclusively for AI agents

https://zenodo.org/records/18444900
1•sushant_gautam•47m ago•2 comments

Machinery and English Style (1904)

https://www.theatlantic.com/magazine/archive/1904/10/machinery-and-english-style/637506/
2•danidiaz•53m ago•0 comments

vibebin: code and host inside LXC (Incus) containers on your own VPS/server

https://github.com/jgbrwn/vibebin
1•indigodaddy•56m ago•0 comments

Construction of ESA's ambitious LISA mission begins

https://www.esa.int/Science_Exploration/Space_Science/LISA/Construction_of_ESA_s_ambitious_LISA_m...
1•zeristor•57m ago•0 comments

The Evidence: A Record of Observed Behaviour in External AI Systems

https://www.aivojournal.org/the-evidence-a-record-of-observed-behaviour-in-external-ai-systems/
1•businessmate•58m ago•1 comments

Show HN: Tesla Model Y Juniper First Drive

https://xthe.com/news/tesla-model-y-juniper-first-drive/
1•xthe•1h ago•0 comments

Show HN: I built a tool that generates 22-page competitor reports from your URL

https://champsignal.com/competitive-intelligence-report
1•maximedupre•1h ago•1 comments

OpenClaw: When AI Agents Get Full System Access. Security nightmare?

https://innfactory.ai:443/en/blog/openclaw-ai-agent-security/
1•i-blis•1h ago•0 comments