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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

YouTube Shorts Scraper and MCP Connector

https://apify.com/techforce.global/youtube-shorts-scraper
1•techforce_actor•43s ago•0 comments

Decode resistor color bands instantly

https://www.pockeng.com/tools/resistor.html
1•levario•1m ago•0 comments

AdaMAST: Adaptive Failure Taxonomies for Improving LLM Agents

https://multi-agent-systems-failure-taxonomy.github.io/AdaMAST/blogs/adamast_paper/
1•matt_d•1m ago•0 comments

Longtime Bay Area tech conference is leaving San Francisco after a 50-year run

https://www.sfchronicle.com/tech/article/semicon-west-moving-phoenix-22368164.php
1•iancmceachern•7m ago•0 comments

The Cities That Said Yes to Drugs

https://www.theatlantic.com/magazine/2026/09/city-drug-addiction-harm-reduction-policy/687967/
1•helsinkiandrew•7m ago•0 comments

Should Airbnb Add Ads?

1•Taikhoom2010•8m ago•0 comments

What does China's 15th '5-year plan' for renewables mean for climate change?

https://www.carbonbrief.org/qa-what-does-chinas-15th-five-year-plan-for-renewables-mean-for-clima...
1•xbmcuser•8m ago•0 comments

Tempered – AI-Powered PC optimizer that won't show a metric it can't measure

https://tempered.to/
1•AutomationGoat•11m ago•0 comments

Forgotten memories can leave silent traces in the brain

https://www.fmi.ch/news-events/articles/news.html?news=672
1•XzetaU8•13m ago•0 comments

Teen hackers tell BBC how police are helping them use their skills for good

https://www.bbc.co.uk/news/articles/cn0nqpy1rk4o
2•mmarian•15m ago•0 comments

DeepSeek v4 Flash final models show solid improvements

https://api-docs.deepseek.com/updates/
6•dnhkng•15m ago•1 comments

SodaSlim Natural Weight Management Supplement for Wellness

https://finance.yahoo.com/healthcare/articles/sodaslim-releases-updated-2026-highlights-122400710...
1•Ikerphan•15m ago•0 comments

ChatGPT has been silently routing Pro to mini for several months

https://articles.fmt.kr/2026-07/oai
2•ilsubyeega•17m ago•1 comments

LinkedIn adds a button to report AI-generated 'slop'

https://techcrunch.com/2026/07/30/linkedin-adds-a-button-to-report-ai-generated-slop/
1•robin_reala•18m ago•0 comments

US Government map of Africa mislabels every country at global conference

https://www.reuters.com/world/africa/us-government-map-africa-mislabels-every-country-global-conf...
1•adg001•18m ago•0 comments

Remote

https://www.textclad.com/2026/07/30/remote/
1•kxrm•19m ago•0 comments

SAP's Big Push for Tabular AI. What It Means for Enterprises

https://pub.towardsai.net/saps-big-push-for-tabular-ai-what-it-means-for-enterprises-7dc3af2a1d8c...
1•justinvan•22m ago•0 comments

k-Coloring is Faster than Computing the Chromatic Number

https://arxiv.org/abs/2607.25973
1•matt_d•23m ago•0 comments

Show HN: Tileroot – save/restore tiling WM layouts (sway, Hyprland, i3)

https://github.com/Hinikaa/tileroot
2•hinikaa•26m ago•0 comments

Psychedelic images reveal what your weather app isn't telling you

https://grist.org/extreme-heat/these-psychedelic-images-reveal-what-your-weather-app-isnt-telling...
1•sizzle•31m ago•1 comments

x86 AMX/ACE with >8 tiles

https://lore.kernel.org/lkml/CAKSQd8WxM75DeZvovYXkt2c60ftHeEW_gpf0qTxaLF8i8kjm=w@mail.gmail.com/
2•matt_d•31m ago•0 comments

Show HN: QuizPaste – paste any text or doc, get an instant quiz

https://quizpaste.com/
1•jimliu01•31m ago•0 comments

Show HN: Gander, an Android file viewer that asks for no permissions at all

https://github.com/mokshablr/gander
2•mokshablr•39m ago•1 comments

Book Time: Automatic Page Turner from Japan [video]

https://www.youtube.com/watch?v=O3BJtUssbhQ
1•mushstory•40m ago•0 comments

U.S. FCC approves giant space mirror to deliver 'sunlight on demand'

https://www.cbc.ca/news/science/eflect-orbital-approval-FCC-9.7287535
3•LostMyLogin•42m ago•2 comments

It's Time to Give Up on the Nonstick Pan as We Know It

https://www.nytimes.com/wirecutter/reviews/give-up-on-ceramic-nonstick-pans/
1•jimnotgym•43m ago•0 comments

I built a website cost calculator with 9 engines

https://projectcostestimator.com
1•VrumVrum•47m ago•1 comments

Martin Shkreli Breaks Down the Collapse of Situational Awareness [video]

https://www.youtube.com/watch?v=RJdgh9eEZvw
3•j_aime•47m ago•0 comments

'First tremors' of AI earthquake showing in digital revenue hit

https://pressgazette.co.uk/publishers/digital-journalism/first-tremors-of-ai-earthquake-showing-i...
4•giuliomagnifico•54m ago•1 comments

Human Honeypot

https://human2llm.pages.dev/
5•kevin_kraft•58m ago•1 comments