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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

Canadian woman euthanized 'against her will' after husband fed up caring for her

https://www.dailymail.co.uk/news/article-15489605/canadian-woman-euthanized-ontario-maid.html
1•binning•31s ago•0 comments

Ask HN: Rust and AI builders interested in local-first, multi-agent systems?

1•cajazzer•1m ago•0 comments

Contradictions on the Liberal Influenced Leftist Movement: On Prostitution

https://radleftunity.substack.com/p/contradictions-on-the-liberal-influenced-9f4
1•binning•2m ago•0 comments

Propositions about the New Romanticism

https://www.honest-broker.com/p/25-propositions-about-the-new-romanticism
3•dom2•3m ago•0 comments

Native GFM+ macOS (iOS WIP) Markdown Rendering via TextKit2

https://github.com/SuperSwiftMarkup/SuperSwiftMarkdownPrototype
1•colbyn•4m ago•1 comments

AI and Open Source: A Maintainer's Take (2025)

https://st0012.dev/2025/12/30/ai-and-open-source-a-maintainers-take-end-of-2025/
1•mooreds•7m ago•0 comments

Show HN: DocuDeeper – private document AI assistant,100% offline, GDPR-compliant

https://github.com/erabytse/docudeeper
1•takouzlo•7m ago•0 comments

A virtual-threaded Java HTTP server with zero dependencies

https://soklet.com/
1•mooreds•8m ago•0 comments

I Was Diagnosed with ADHD in My Forties. It Explained Everything

https://www.wsj.com/health/wellness/in-my-forties-i-found-out-i-have-adhdmaybe-you-do-too-c6fa3f84
1•ViktorRay•8m ago•0 comments

Why Does Destroying Resources via TF Suck?

https://newsletter.masterpoint.io/p/why-does-destroying-resources-via-tf-suck
2•mooreds•9m ago•1 comments

Looks like Claude is having a stroke

https://twitter.com/tskulbru/status/2015148189897101622
8•tskulbru•13m ago•1 comments

Show HN: I built a bedtime story web app in a weekend using AI tools

1•ealpopa•14m ago•1 comments

An Illustrated Guide to Hippo Castration

https://www.science.org/content/article/scienceshot-illustrated-guide-hippo-castration
1•joebig•14m ago•0 comments

Show HN: The AI-SDK for Rust Agents

https://github.com/lazy-hq/aisdk
1•ishaksebsib•15m ago•0 comments

Show HN: Stateless On-Prem JSON-to-PDF via REST (Java)

https://github.com/onprem-pdf/onprempdf
1•TrqConverter9•16m ago•0 comments

Bye Bye Gmail

https://m24tom.com/bye-bye-gmail/show
3•tklenke•17m ago•2 comments

Graphene Will Reshape the Future by 2030

https://www.youtube.com/watch?v=e772f2dikvE
3•AnfaB•20m ago•1 comments

Show HN: StormWatch – Weather emergency dashboard with prep checklists

https://jeisey.github.io/stormwatch/
2•lotusxblack•21m ago•0 comments

CPNs, LLMs, and Distributed Applications

https://blog.sao.dev/cpns-llms-distributed-apps/
2•stuartaxelowen•23m ago•0 comments

iCloud with Advanced Data Protection doesn't delete your files

4•mnls•23m ago•0 comments

Clawdbot looks promising – worth time?

https://twitter.com/techfrenAJ/status/2014934471095812547
2•frabonacci•23m ago•0 comments

Understanding FSR 4

https://woti.substack.com/p/understanding-fsr-4
1•schmorptron•23m ago•0 comments

Nvidia releases 8B model with learned 8x KV cache compression

https://huggingface.co/nvidia/Qwen3-8B-DMS-8x
2•alecco•25m ago•1 comments

Notes on Afghanistan

https://mattlakeman.org/2026/01/05/notes-on-afghanistan/
1•phsource•27m ago•3 comments

Oak-killing beetle reaches Ventura County, significantly expanding range

https://www.latimes.com/environment/story/2026-01-10/it-is-scary-oak-killing-beetle-reaches-ventu...
3•PaulHoule•28m ago•0 comments

Uptime Monitoring

https://github.com/AlertSleep/awesome-uptime-monitoring
1•thepatrykooo•28m ago•0 comments

I built Git for Minecraft for a hackathon and won [video]

https://www.youtube.com/watch?v=ZdM-iNpv3nU
2•radeeyate•29m ago•0 comments

How to stand out in the dead internet

https://letters.thedankoe.com/p/the-death-of-value-based-content
1•saikatsg•29m ago•0 comments

Favicons are broken in Google search results

https://www.google.com/search?q=chatgpt
1•sh_tomer•29m ago•1 comments

What usually happens after a VC asks for a demo?

2•stijo•32m ago•0 comments