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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

CIDR 2026 Proceedings

https://vldb.org/cidrdb/2026/
1•remywang•1m ago•0 comments

The Lost Art of XML

https://marcosmagueta.com/blog/the-lost-art-of-xml/
1•Curiositry•5m ago•0 comments

Over 1k Arizona teachers resigning plays a part in shortage

https://azpbs.org/horizon/2025/11/teacher-shortage-2/
1•toomuchtodo•6m ago•0 comments

Asciinema: Making Movies at the Command-Line

https://lwn.net/Articles/1053355/
1•signa11•8m ago•0 comments

Google decides what you see in Images and where invisible keywords are born

https://comuniq.xyz/post?t=738
1•01-_-•11m ago•0 comments

Microsoft investigating outage affecting Microsoft 365

https://www.cbsnews.com/news/microsoft-365-outage-outlook/
1•01-_-•12m ago•0 comments

Remotely unlocking an encrypted hard disk with systemd initrd on Arch

https://jyn.dev/remotely-unlocking-an-encrypted-hard-disk/
1•signa11•12m ago•0 comments

Show HN: Glean – RSS reader with AI-powered smart sorting and MCP integration

https://github.com/LeslieLeung/glean
1•3verest•16m ago•0 comments

Intel puts consumer chip production on back burner

https://www.theregister.com/2026/01/23/intel_earnings_q4_2025/
1•bovem•17m ago•0 comments

I Overengineered a Spinning Top

https://www.youtube.com/watch?v=Wp5NodfvvF4
1•bane•18m ago•0 comments

Man, these New York Times games are hard A computational perspective

https://arxiv.org/abs/2509.10846
1•PaulHoule•19m ago•0 comments

ChatGPT Self Portrait

https://thezvi.substack.com/p/chatgpt-self-portrait
1•gmays•19m ago•0 comments

Introducing: Postgres Best Practices

https://supabase.com/blog/postgres-best-practices-for-ai-agents
1•samuba•20m ago•0 comments

TikTok USDS Joint Venture LLC Established Under U.S. Regulatory Requirements

https://newsroom.tiktok.com/announcement-from-the-new-tiktok-usds-joint-venture-llc?lang=en
1•rzerowan•21m ago•1 comments

Thomas Edison: The Unintentional Founder of Hollywood

https://www.saturdayeveningpost.com/2021/03/thomas-edison-the-unintentional-founder-of-hollywood/
1•ronsor•22m ago•0 comments

Underground Resistance Aims to Sabotage AI with Poisoned Data

https://www.forbes.com/sites/craigsmith/2026/01/21/poison-fountain-and-the-rise-of-an-underground...
3•atomic128•26m ago•2 comments

The Cscript Style Guide – CScript is the standard C

https://github.com/domenukk/CScript
1•domenukk•27m ago•1 comments

How to Train an AI Agent for Command-Line Tasks with Synthetic Data and RL

https://developer.nvidia.com/blog/how-to-train-an-ai-agent-for-command-line-tasks-with-synthetic-...
1•gmays•27m ago•0 comments

Waze built the largest crowdsourced surveillance system

https://twitter.com/harrris0n/status/2014197314571952167
3•takoid•27m ago•1 comments

Show HN: Bookmarklet for removing AI posts from Hacker News

https://dan-lovelace.github.io/hn-blocklist/
2•dandrew5•29m ago•0 comments

Show HN: An ultra-light, multilingual unit converter that keeps growing

https://mrunit.net/
1•thenodeshift•30m ago•0 comments

Who Just Bought TikTok

https://www.nytimes.com/2026/01/22/business/media/tiktok-investors-oracle-mgx-silver-lake-bytedan...
1•donohoe•32m ago•0 comments

Show HN: MCPxel – Navigation and rating station for Agent Skills (LLM-judged)

https://mcpxel.com
1•maxnew•33m ago•1 comments

Post-Micturition Convulsion Syndrome

https://en.wikipedia.org/wiki/Post-micturition_convulsion_syndrome
1•thunderbong•40m ago•1 comments

Google shows small models analyze smartphone screens to predict what users want

https://research.google/blog/small-models-big-results-achieving-superior-intent-extraction-throug...
1•rexbee•43m ago•0 comments

The Uncomfortable Math of Working for Yourself

https://thomasunise.com/the-uncomfortable-math-of-working-for-yourself/
2•eeko_systems•46m ago•0 comments

A Massacre in Mashhad

https://www.newyorker.com/news/as-told-to/a-massacre-in-mashhad
4•petethomas•46m ago•0 comments

What Margaret Atwood Would Like You to Know

https://newrepublic.com/article/204118/margaret-atwood-like-know-book-lives-memoir-review
1•petethomas•47m ago•1 comments

Lilliputian Hallucinations

https://www.sciencedirect.com/science/article/pii/S0149763421001068
1•rammy1234•48m ago•0 comments

Show HN: gRPC Transport for HashiCorp/Raft

https://github.com/dhiaayachi/raft-grpc-transport
1•neo2006•51m ago•0 comments