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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

Utm-Builder – Bulk UTM Link Generator CLI for Marketers

1•mbinatorom•2m ago•0 comments

ManuscriptFormatter – Instant Standard Manuscript Format for Writers

1•mbinatorom•2m ago•0 comments

Curses-exec: interactive xargs for less

https://github.com/dnewcome/curses-exec
1•dnewcome•7m ago•1 comments

Ask Maps and Immersive Navigation: New AI Features in Google Maps

https://blog.google/products-and-platforms/products/maps/ask-maps-immersive-navigation/
1•yread•10m ago•0 comments

100 Jumps

https://100jumps.org/play/
2•pompomsheep•19m ago•1 comments

Black logos are taking over Silicon Valley

https://old.reddit.com/r/dataisbeautiful/comments/1rs2wzq/oc_black_logos_are_taking_over_silicon_...
2•ghghgfdfgh•23m ago•0 comments

A defense official reveals how AI chatbots could be used for targeting decisions

https://www.technologyreview.com/2026/03/12/1134243/defense-official-military-use-ai-chatbots-tar...
2•joozio•24m ago•0 comments

Show HN: CacheLens – Local-first cost tracking proxy for LLM APIs

https://github.com/stephenlthorn/cache-lens
1•stephenlthorn•26m ago•0 comments

Tracking and analysis of a hidden mesh network operating across iOS devices

https://lists.nanog.org/archives/list/nanog@lists.nanog.org/thread/YDTTFIWTVGTLOUNLUXL6VNKWOIEDJ37Q/
1•speckx•28m ago•0 comments

2025 State of Rust Survey Results

https://blog.rust-lang.org/2026/03/02/2025-State-Of-Rust-Survey-results/
1•olalonde•33m ago•0 comments

Lenovo ThinkStation PGX Review: The Nvidia GB10 128GB AI Workstation

https://www.servethehome.com/lenovo-thinkstation-pgx-review-the-nvidia-gb10-128gb-ai-workstation-...
1•teleforce•35m ago•0 comments

We are not alone: Our sun escaped together with stellar 'twins' from galaxy cent

https://phys.org/news/2026-03-sun-stellar-twins-galaxy-center.html
1•bookmtn•38m ago•0 comments

Dennis Ritchie, Ken Thompson And others on the Unix system [video]

https://www.youtube.com/watch?v=tc4ROCJYbm0
1•tzury•42m ago•0 comments

GitHub – REST API version 2026-03-10 is now available

https://github.blog/changelog/2026-03-12-rest-api-version-2026-03-10-is-now-available/
1•stevehipwell•42m ago•0 comments

AutoExp: One-liner turn any traning code to autoresearch

https://github.com/wizwand/autoexp
1•allanhahaha•46m ago•0 comments

HP has new incentive to stop blocking third-party ink in its printers

https://arstechnica.com/gadgets/2026/03/hp-has-new-incentive-to-stop-blocking-third-party-ink-in-...
2•XzetaU8•52m ago•0 comments

What if compiler errors were an API? (AI-native language demo)

https://asciinema.org/a/834560
1•hvoetsch•52m ago•1 comments

Show HN: YAOS – A 1-click deploy, real-time sync engine for Obsidian

2•kavinsood•53m ago•0 comments

Shiny Object Syndrome

https://en.wikipedia.org/wiki/Shiny_object_syndrome
1•esher•58m ago•0 comments

I ran /autoresearch on liquid codebase. 53% faster combined parse+render time

https://twitter.com/tobi/status/2032212531846971413
2•tosh•1h ago•0 comments

The parasite continues to eat the host. The cancer is trying to spread

https://twitter.com/wordpress/status/2032291317871468554
1•docdeek•1h ago•0 comments

NVFP4: Efficient and Accurate Low-Precision Inference

https://developer.nvidia.com/blog/introducing-nvfp4-for-efficient-and-accurate-low-precision-infe...
1•tosh•1h ago•0 comments

Chicken Nuget

https://daniel.haxx.se/blog/2026/03/12/chicken-nuget/
2•HieronymusBosch•1h ago•0 comments

Private LLM Inference on Consumer Blackwell GPUs

https://arxiv.org/abs/2601.09527
1•rohansood15•1h ago•0 comments

Show HN: ROI-first AI automation framework for B2B companies

https://roihacking.ai/
1•roihacking•1h ago•1 comments

Ask HN: What benchmarks do you trust most when comparing large LLMs?

1•QubridAI•1h ago•0 comments

LLMs: Using a single Unix-style tool instead of multiple tools/function calling

https://old.reddit.com/r/LocalLLaMA/comments/1rrisqn/i_was_backend_lead_at_manus_after_building_a...
4•drtse4•1h ago•0 comments

Atlassian Is Not Collapsing – But Its Business Model Might Be

https://www.ctol.digital/news/atlassian-credibility-crisis-not-a-collapse/
2•donutshop•1h ago•0 comments

Ask HN: Resources for a conceptual model of LLMs as applicable to coding?

2•pramodbiligiri•1h ago•0 comments

Cockroach Milk: Yes. You Read That Right

https://www.npr.org/sections/thesalt/2016/08/06/488861223/cockroach-milk-yes-you-read-that-right
2•thunderbong•1h ago•0 comments