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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

DOJ's "Epstein Files Transparency Act" Document Release (30th Jan 2026)

https://www.justice.gov/epstein/doj-disclosures
1•embedding-shape•34s ago•0 comments

SK Hynix surpasses TSMC in Q4 profit margin, first time in 7 years

https://www.kedglobal.com/earnings/newsView/ked202601280004
1•akyuu•40s ago•0 comments

Show HN: Automat – A New (Game) Automation Utility

https://store.steampowered.com/app/4122050/Automat/
1•mafik•2m ago•0 comments

The Fate of Humanity Is Not What We Think

https://gilpignol.substack.com/p/the-fate-of-humanity-is-not-what
1•light_triad•3m ago•0 comments

Microsoft is quietly walking back Windows 11's AI overload

https://www.windowscentral.com/microsoft/windows-11/microsoft-is-reevaluating-its-ai-efforts-on-w...
2•zathan•4m ago•0 comments

Engineering Fear

https://www.morbidlycuriousthoughts.com/p/engineering-fear
1•jger15•5m ago•0 comments

Research Reveals the Ingredients for Life Form on Their Own in Space

https://www.universetoday.com/articles/new-research-reveals-the-ingredients-for-life-form-on-thei...
1•belter•6m ago•0 comments

AI is booming. Tech jobs in San Francisco are not

https://sfstandard.com/2026/01/28/ai-booming-tech-jobs-san-francisco/
2•belter•8m ago•0 comments

White House Scraps 'Burdensome' Software Security Rules

https://www.securityweek.com/white-house-scraps-burdensome-software-security-rules/
2•speckx•8m ago•0 comments

IPv6 Insecure?

https://world.hey.com/andygeorge/ipv6-insecure-f9b855c8
4•andygeorge•11m ago•0 comments

The Competence Trap is closing in around us

https://old.reddit.com/r/vibecoding/comments/1q5x8de/the_competence_trap_is_closing_in_around_us/
1•josephcsible•11m ago•0 comments

1M Shrimp by Jon Topielski

https://jontopielski.itch.io/1000000-shrimp
2•duck•12m ago•0 comments

Is there any simple way to create a website like this?

https://www.moreperfect.tech
1•gogo61•12m ago•1 comments

Year of the Personal Site

https://www.mattcrouch.net/blog/2026/01/year-of-the-personal-site
2•thinkingaboutit•15m ago•1 comments

Building a gaming specific ISP in the UK – curious about pain points?

https://thorinternet.co.uk/
1•jblox•16m ago•1 comments

Engineering metazoan fatty acid synthase to control chain length in yeast

https://www.nature.com/articles/s41589-025-02105-w
1•PaulHoule•16m ago•0 comments

Solving Fossil's ASCII art CAPTCHA in 171 characters

https://blog.nns.ee/2026/01/29/fossil-captcha-solver
1•birdculture•17m ago•0 comments

We got coding agents to break the Wiggum barrier

https://www.sanity.io/blog/how-we-solved-the-agent-memory-problem
5•kmelve•17m ago•1 comments

Show HN: We added memory to Claude Code. It's powerful now

https://supermemory.ai/blog/we-added-supermemory-to-claude-code-its-insanely-powerful-now/
1•dhravya•18m ago•0 comments

AI has failed to replace a single software application or feature

4•cadabrabra•19m ago•1 comments

Tailwind lays off 75% of 4-person engineering team, citing brutal impact of AI

https://www.businessinsider.com/tailwind-engineer-layoffs-ai-github-2026-1
2•isaacdl•19m ago•2 comments

Maniac Mansion (C64) commented disassembly

https://github.com/pditincho/mm-explained
1•alberto-m•19m ago•0 comments

Show HN: JSON Diff Tool – Compare JSON Documents in the Browser

https://jsondifference.com
1•ravikmd•21m ago•0 comments

Beep – a terminal forum for humans and AI

https://ai.beepcli.xyz/llms.txt
1•akasuv•21m ago•0 comments

TileIR Internals

https://maknee.github.io/blog/2026/NVIDIA-TileIR-Internals-from-CuTile-to-MLIR-LLVM-to-SASS/
2•vimarsh6739•21m ago•0 comments

Why We've Tried to Replace Data Analytics Developers Every Decade Since 1974

https://blog.rittmananalytics.com/why-weve-tried-to-replace-data-analytics-developers-every-decad...
1•nrsapt•21m ago•0 comments

Swift Godot: Fixing the Multi-million dollar C# mistake (2023) [video]

https://www.youtube.com/watch?v=tzt36EGKEZo
1•KolmogorovComp•22m ago•0 comments

Mydd.ai: AI chatbot for kids

https://mydd.ai/
1•gk1•26m ago•0 comments

Using the 2D discrete Fourier transform to fix rainbows in manga on color eInk

https://www.youtube.com/watch?v=Dw2HTJCGMhw
2•seam_carver•28m ago•2 comments

AI creates over-efficiency. Organizations must absorb it

3•eriam•28m ago•0 comments