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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

We can't retrain our way out of AI's economic disruption

https://mollykinder2.substack.com/p/we-cant-retrain-our-way-out-of-ais
1•keeda•1m ago•0 comments

Ford hired AI and sacked humans. It backfired badly

https://www.the-independent.com/tech/ford-ai-automation-human-workers-b3003787.html
2•speckx•3m ago•0 comments

Monlite – documents, vectors, cache, and job queue in one SQLite file

https://github.com/qataruts/monlite
2•emadjumaah•13m ago•0 comments

Bypass Protocol: The NDC Architecture Middleware Trap

https://www.youtube.com/watch?v=d4yvhpcXAzU
1•tgold8888•15m ago•0 comments

Show HN: Git-temp – scratchpad folder for AI agents; doesn't clutter Git status

https://github.com/sebmellen/git-temp
1•sebmellen•24m ago•0 comments

Deburr Edge Cases Skill: Make coding agents systematize their local code

https://github.com/imbue-ai/rust-bucket/blob/main/.agents/skills/deburr-edge-cases/SKILL.md
1•nvader•27m ago•0 comments

Yap – free offline voice dictation for Mac/Windows/Linux (Wispr Flow alt)

https://github.com/AkuchiS/yap
1•AkuchiS•31m ago•0 comments

Powerful Anthropic model, Fable 5, on track to return soon

https://www.axios.com/2026/06/27/anthropic-fable-5-return-soon
1•chris_overseas•35m ago•0 comments

An argument with Om about Wired spawned this newsletter. RIP brother

https://crazystupidtech.com/2026/06/27/how-an-argument-with-om-spawned-this-newsletter-rip-brother/
1•rmason•39m ago•0 comments

Marfa Public Radio Puts You to Sleep

https://www.marfapublicradio.org/podcast/marfa-public-radio-puts-you-to-sleep
39•reaperducer•49m ago•2 comments

A Man Who Invented a Surgery to Cure Himself

https://medium.com/swlh/doug-lindsay-the-man-who-cure-himself-12d40d3f643e
1•raynchad•49m ago•0 comments

Direct observation of the superallowed α-decay of 104Te

https://www.nature.com/articles/s41586-026-10581-w
1•thunderbong•50m ago•0 comments

What Barbarians Like to Take Private

https://www.gmo.com/americas/research-library/part-1-what-barbarians-like-to-take-private_gmoquar...
1•andsoitis•55m ago•0 comments

US Layoffs Skyrocket to Highest Level Since Pandemic AI Blamed for 40% of Cuts

https://www.ibtimes.co.uk/us-layoffs-skyrocket-highest-level-since-pandemic-tech-giants-blame-ai-...
9•yogthos•56m ago•1 comments

Almost always look on the bright side of life

https://www.economist.com/business/2026/05/21/why-you-should-almost-always-look-on-the-bright-sid...
1•andsoitis•1h ago•0 comments

After 80 Years, Mathematicians Give Famed 'Erdős Method' an Upgrade

https://www.quantamagazine.org/after-80-years-mathematicians-give-famed-erdos-method-an-upgrade-2...
1•signa11•1h ago•0 comments

Grantham Warns U.S. Stocks Could Plunge 70% / Most Expensive Market in History

https://247wallst.com/investing/2026/06/26/jeremy-grantham-warns-u-s-stocks-could-plunge-70-in-th...
7•andsoitis•1h ago•0 comments

Feds Killed Polestar and Spared Volvo. That Should Terrify You

https://www.thedrive.com/news/feds-killed-polestar-and-spared-volvo-that-should-terrify-you
16•mraniki•1h ago•8 comments

I built a 100% local network privacy appliance to stop smart home spying

https://www.edgedefenseai.com/
2•arundass•1h ago•1 comments

China Has Matched Anthropic in Cybersecurity, Resetting AI Race

https://www.wsj.com/tech/ai/chinese-ai-anthropic-mythos-cybersecurity-574b02c2
6•madars•1h ago•3 comments

What Happens When You Run 10k Concurrent Lambda Functions Against DynamoDB

https://medium.com/@yalovoy/what-happens-when-you-run-10-000-concurrent-lambda-functions-against-...
1•zero-ground-445•1h ago•0 comments

Amble One

https://driveamble.com/pages/amble-one
2•dnw•1h ago•0 comments

Show HN: FSM – an advanced system monitor for Linux

https://github.com/mskrasnov/FSM
2•mskrasnov•1h ago•0 comments

The AI "Super Bubble" Warning Is a Filter, Not a Funeral

https://www.pentesty.co/blog/ai-super-bubble-cybersecurity-filter-2026
3•johnzoro107•1h ago•0 comments

Show HN: SpinnerRecruit – targeted job ads in CLI for AI wait states

https://www.spinnerrecruit.dev/
1•jamessmu•1h ago•3 comments

Response to AI slop is from Robin Williams

https://jayacunzo.com/blog/your-move-chief
58•herbertl•1h ago•27 comments

Chrome Extension to Bypass Paywalls

https://gitflic.ru/project/magnolia1234/bypass-paywalls-chrome-clean
3•thunderbong•1h ago•1 comments

Turning music into a chore is how I became a musician

https://the.scapegoat.dev/turning-music-into-a-chore-is-what-made-me-an-artist/
2•herbertl•1h ago•0 comments

Microchip June 2026: AVR LA Family [pdf]

https://ww1.microchip.com/downloads/aemDocuments/documents/MCU08/ProductDocuments/Brochures/AVR-L...
3•dragontamer•1h ago•1 comments

Show HN: Decomp Academy – Learn to decompile GameCube games into matching C

https://decomp-academy.dev
40•jackpriceburns•1h ago•11 comments