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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

ClassicPress 2.7.0 Release Notes

https://forums.classicpress.net/t/classicpress-2-7-0-release-notes/6512
2•ethanpil•2m ago•0 comments

Robotics Needs Fewer Roboticists

https://www.a16z.news/p/robotics-needs-fewer-roboticists
1•sebg•5m ago•0 comments

Migrant children detained California used as bait to arrest and deport parents

https://laist.com/news/migrant-children-southern-california-used-as-bait-to-arrest-deport-parents
1•hedora•5m ago•0 comments

The Cursive Transformer

https://greydanus.github.io/2025/03/30/cursive-transformer/
1•sebg•5m ago•0 comments

Ask HN: Did you ever consciously create technical debt?

1•philippta•6m ago•0 comments

Poker Legend and Author of 'The Theory of Poker' David Sklansky Passes Away

https://www.pokernews.com/news/2014/02/poker-legend-david-sklansky-passes-away-50722.htm
1•rurp•10m ago•0 comments

How Anthropic's Claude Thinks

https://blog.bytebytego.com/p/how-anthropics-claude-thinks
1•shric•13m ago•0 comments

Show HN: Druids – coordinate and deploy coding agents across machines

https://github.com/fulcrumresearch/druids
5•etherio•13m ago•0 comments

My story on how I created my own open source project

1•packetsniffer•15m ago•0 comments

Google is first hyperscaler to promise GW-scale power demand response

https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/demand-response-dat...
1•khofo•21m ago•1 comments

Show HN: BallotGuessr – Guess the 2024 election margin from a Street View photo

https://ballotguessr.com
2•jiratickets•22m ago•0 comments

Constructing an LLM-Computer

https://www.percepta.ai/blog/constructing-llm-computer
1•Philpax•24m ago•0 comments

Show HN: Stella Foster – iMessage on Any Phone

https://stellafoster.com/
1•jacobgc•24m ago•0 comments

An open source benchmarking framework for IT automation

https://github.com/itbench-hub/ITBench
1•pranay01•25m ago•0 comments

A Former Anthropology Student from Los Angeles Might Be the George Lucas of AI

https://www.hollywoodreporter.com/movies/movie-news/gossip-goblin-zack-london-ai-films-watch-1236...
3•Kaibeezy•25m ago•0 comments

Air Force tanker tore up asphalt at Alaska airport with engine test

https://taskandpurpose.com/news/air-force-tanker-asphalt-accident/
1•ilamont•28m ago•1 comments

Making React ProseMirror Fast

https://handlewithcare.dev/blog/making_react_prosemirror_really_really_fast/
1•smoores•31m ago•1 comments

5 AIs. One Answer on iOS

https://apps.apple.com/us/app/pingpongit/id6758229301
1•husky8•34m ago•0 comments

Show HN: Rick – Open-source AI CEO that autonomously runs your startup

https://meetrick.ai
1•MeetRickAI•34m ago•0 comments

Running Tesla Model 3's Computer on My Desk Using Parts from Crashed Cars

https://bugs.xdavidhu.me/tesla/2026/03/23/running-tesla-model-3s-computer-on-my-desk-using-parts-...
7•driesdep•34m ago•0 comments

Ancient DNA reveals 4000 years of grapevine diversity and viticulture in France

https://www.nature.com/articles/s41467-026-70166-z
3•layer8•43m ago•0 comments

The Military Failures of Fascism

https://acoup.blog/2024/02/23/fireside-friday-february-23-2024-on-the-military-failures-of-fascism/
2•JumpCrisscross•43m ago•0 comments

Brad Feld – Quality (Essay on Zen and the Art of Motorcycle Maintenance)

https://feld.com/archives/2026/03/quality/
1•rmason•46m ago•0 comments

Health NZ staff told to stop using ChatGPT to write clinical notes

https://www.rnz.co.nz/news/national/590645/health-nz-staff-told-to-stop-using-chatgpt-to-write-cl...
23•billybuckwheat•47m ago•1 comments

Specula: A framework for finding deep bugs in system code using TLA+

https://github.com/specula-org/Specula
2•matt_d•49m ago•0 comments

Nonfiction Publishing, Under Threat, Is More Important

https://newrepublic.com/article/207659/non-fiction-publishing-threat-important-ever
1•Hooke•49m ago•0 comments

Show HN: Text2troff – automatically converts plain text to TROFF format

https://github.com/jazzfan2/text2troff
1•robtoscani•49m ago•0 comments

Silence is the KPI: agents that don't talk

https://diegodella1.github.io/chango-daily/2026/03/03/silence-is-the-kpi-agents-that-do-not-talk/
1•changobot_dg•50m ago•0 comments

China is mass-producing hypersonic missiles for $99,000

https://kdwalmsley.substack.com/p/on-sale-now-china-is-mass-producing
58•zdw•51m ago•12 comments

RedSwarm Adversarial AI security scanner, one file, zero deps

https://github.com/beee003/redswarm
1•bee003•51m ago•1 comments