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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

1•aitacobell•11s ago

Extreme heat is muddling animals' brains–and even triggering aggression

https://www.scientificamerican.com/article/extreme-heat-is-muddling-animals-brains-and-even-trigg...
1•speckx•37s ago•0 comments

We built inplan – Collaborative Planning between Human and Agent

1•diane-cis•4m ago•0 comments

Ephemeral Perception: A Reference Architecture for On-Device AI Glasses

https://www.levinriegner.com/research/ephemeral-perception
1•ileider•4m ago•0 comments

Chinese supercomputer leapfrogs best US machines to be ranked fastest

https://www.theguardian.com/technology/2026/jun/24/china-supercomputer-world-fastest-top500-ranki...
1•pseudolus•5m ago•0 comments

Show HN: Sixwhyo – Your code reviewed by a six-year-old (and he's not wrong)

https://6yo.dev
1•hxii•5m ago•0 comments

Interview with Jim Goodnight, July 22, 1999

https://docsouth.unc.edu/sohp/I-0073/I-0073.html
1•thomasjb•5m ago•0 comments

Elevated error rate on Claude Opus 4.8

https://status.claude.com/incidents/8b0rggdfh1hv
2•lvncelot•5m ago•0 comments

France confirms first Ebola case in doctor returning from DR Congo mission

https://www.france24.com/en/france/20260624-france-confirms-first-ebola-case-in-doctor-returning-...
1•speckx•6m ago•0 comments

Show HN: Munin – OSS HubSpot alternative I built in a month with Claude Code

https://github.com/getmunin/munin
1•kman_85•6m ago•0 comments

Qualcomm Is Acquiring Modular

https://twitter.com/clattner_llvm/status/2069769232477192354
2•tosh•8m ago•0 comments

An Existential Guide To: Asking for Help

https://theshadowedarchive.substack.com/p/an-existential-guide-to-asking-for
1•jger15•9m ago•0 comments

How do you keep Web MIDI from crashing a 1983 synthesizer?

https://knob.monster/how-do-you-keep-web-midi-from-crashing-a-1983-synthesizer
1•halfradaition•10m ago•0 comments

I built a local AI deck music assistant on a Mac mini

https://github.com/wkswede/robot-deck-audio
1•wkswede•10m ago•0 comments

How Bod 26-04 Is Coming for Your Vulnerability Management Program

https://www.cybrsecmedia.com/federal-agency-or-not-how-bod-26-04-is-coming-for-your-vulnerability...
1•speckx•10m ago•0 comments

Project Setti

https://readme.dm/project-setti/
1•epaga•11m ago•0 comments

Stars light up largest and most detailed shot of Milky Way's centre

https://www.theguardian.com/science/2026/jun/24/stars-galactic-bulge-milky-way-euclid-telescope
1•sandebert•11m ago•0 comments

Walmart to Acquire Vibe.co to Expand Access to Connected TV Advertising

https://corporate.walmart.com/news/2026/06/23/walmart-to-acquire-vibe-co-to-expand-access-to-conn...
1•cstever•12m ago•0 comments

System design rules I always come back to

https://www.thetrueengineer.com/p/10-system-design-rules-i-always-come
3•andrewstetsenko•14m ago•0 comments

Slate EV truck starts at $24,950

https://www.slate.auto/en
35•cobri•14m ago•15 comments

Wikipedia Article on 'The Second Cold War'

https://en.wikipedia.org/wiki/Second_Cold_War
1•sourdecor•16m ago•0 comments

Computable Numbers, with an Application to the Entscheidungsproblem [pdf]

https://www.cs.ox.ac.uk/activities/ieg/e-library/sources/tp2-ie.pdf
1•speckx•19m ago•0 comments

Zero to the Power of Zero

https://en.wikipedia.org/wiki/Zero_to_the_power_of_zero
2•tosh•20m ago•0 comments

Show HN: Crossary – Field mapping that won't guess; every row cites its source

https://www.crossary.com
1•migueljpalmeida•21m ago•0 comments

Ask questions, get answers from Marcus Aurelius' Meditations

https://maurelius.app
2•igarbuz•24m ago•0 comments

The largest CFP directory online, with AI matching talks to conferences

https://www.cfpradar.dev/
1•gemanor•25m ago•0 comments

It's Not Mom-and-Pop SaaS Era

https://pawelbrodzinski.substack.com/p/its-not-mom-and-pop-saas-era
1•flail•25m ago•0 comments

Polls: Voters favor federal oversight of prediction markets

https://www.semafor.com/article/06/24/2026/polls-voters-favor-federal-oversight-of-prediction-mar...
2•cdrnsf•25m ago•0 comments

Show HN: Proxy Block-CAGE, a new sparse block attention

https://github.com/iqbal1980/ai_research_assistant_rnd_projects/blob/main/proxy_block_cage_attent...
1•iqbal1980•25m ago•0 comments

The Standard Model Is Not a Coincidence

https://www.novaspivack.com/best-articles/the-standard-model-is-not-a-coincidence
1•surprisetalk•26m ago•0 comments