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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

Ask HN: How do new blogs break the backlink–indexing loop?

1•lilcodingthings•2m ago•0 comments

Show HN: Modern Reimplementation of the Speck Molecule Renderer

https://github.com/vangelov/modern-speck
1•vlad_angelov•2m ago•0 comments

Tesla admits it still needs drivers and remote operators

https://electrek.co/2026/02/19/tesla-admits-needs-drivers-and-remote-operators-argues-better-than...
1•xnx•9m ago•0 comments

Show HN: Django-xbench – slow endpoint aggregation for Django

https://github.com/yeongbin05/django-xbench
1•yeongbin05•9m ago•1 comments

Show HN: I built a free tool to find recent news about any company

https://champsignal.com/tools/company-news-finder
1•maximedupre•12m ago•1 comments

Front end Developer, slap yourself if you cannot explain 10 of the following

https://twitter.com/SumitM_X/status/2025051353790493028
2•ksec•14m ago•0 comments

Show HN: Horizon – My AI-powered personal news aggregator and summarizer

https://github.com/Thysrael/Horizon
1•gg_equal_G•21m ago•0 comments

Show HN: Zog parsing JSONL at 3 GB/s by not parsing it

https://github.com/aikoschurmann/zog
1•aikoschurmann•21m ago•0 comments

It is time for Europe to weaponise its chokepoints

https://www.ft.com/content/b92fd917-9f1b-4393-b96d-6d22ba757c72
1•ironyman•24m ago•1 comments

Show HN: Screenix, a Screen Studio Alternative for Ubuntu

https://screenix.studio
1•femtobusa•24m ago•0 comments

Show HN: Brevoir The due diligence infrastructure that angel investing never had

https://brevoir.com
1•nabuhad•24m ago•0 comments

AI Slopageddon and the OSS Maintainers

https://redmonk.com/kholterhoff/2026/02/03/ai-slopageddon-and-the-oss-maintainers/
1•jruohonen•26m ago•1 comments

A solar-powered website, which means it sometimes goes offline (2021) [pdf]

https://computingwithinlimits.org/2021/papers/limits21-abbing.pdf
1•tosh•26m ago•0 comments

Google keyword `brew` points to a malicious site with false instructions

https://github.com/Homebrew/install/issues/1074
2•latexr•27m ago•0 comments

Restricting code touch to engineers turns AI into a bottleneck amplifier

https://www.aldovincenti.com/blog/restricting-code-touch-ai-bottleneck-amplifier/
3•aldovincenti•33m ago•0 comments

Levelsio: HN is more negative lately because of AI threat

https://twitter.com/levelsio/status/2025430673285071295
2•Varqu•34m ago•0 comments

Can anyone help with GitHub project for a calendar?

https://johndlafayette.github.io/CalendarForKimble/
1•quantum2022•37m ago•1 comments

Show HN: Monitor your team's Cursor AI spend before the invoice hits

1•ofershap•41m ago•0 comments

New Sabre-Crested Spinosaurus Species

https://www.nhm.ac.uk/discover/news/2026/february/new-sabre-crested-spinosaurus-species-named-fro...
2•within_will•42m ago•0 comments

Costco Joins Companies Suing Trump Administration over Tariffs

https://www.wsj.com/politics/policy/costco-joins-companies-suing-trump-administration-over-tariff...
4•KnuthIsGod•43m ago•0 comments

How Slow Local LLMs Are on My Framework 13 AMD Strix Point

https://msf.github.io/blogpost/local-llm-performance-framework13.html
1•rcarmo•43m ago•0 comments

Why Agile Practitioners Should Be Optimistic for 2026

https://age-of-product.com/agile-practitioners-optimistic-ai-2026/
1•swolpers•44m ago•0 comments

Genera

https://en.wikipedia.org/wiki/Genera_(operating_system)
2•tosh•45m ago•0 comments

The influence of in-groups and out-groups on empathy in college students

https://pmc.ncbi.nlm.nih.gov/articles/PMC9871151/
1•keepamovin•45m ago•0 comments

AI is stress testing processor architectures and RISC-V fits the moment

https://www.edn.com/ai-is-stress-testing-processor-architectures-and-risc-v-fits-the-moment/
1•fork-bomber•47m ago•0 comments

Show HN: Claude Flubber – A 3D avatar that expresses Claude's emotions

https://github.com/binora/claude-flubber
1•binora•47m ago•0 comments

Show HN: Create Spot for creative inspiration, portfolios and critiques

https://www.create.spot/
1•k_shehadeh•48m ago•0 comments

The splinternet: how online shutdowns are getting cheaper and easier to impose

https://www.theguardian.com/world/2026/feb/21/splinternet-online-shutdowns-are-getting-cheaper-an...
1•us321•48m ago•0 comments

DietPi released a new version v10.1

1•StephanStS•49m ago•0 comments

Show HN: Cuto – Turn raw footage into viral shorts in 30s with an AI prompt

https://cuto.video
1•zy5a59•55m ago•0 comments