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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

Show HN: VectorSim Tool for Visualizing DSP

https://vectorspin.dsp-coach.com/vector_spin.html#time=1,1,1,1,1,1,1,1&iq_mode=freq&update_time=2...
1•jason_s•1m ago•0 comments

Counterfeit People, Tools, and Kami

https://goodcomputer.substack.com/p/counterfeit-people-tools-and-kami
1•d9w•3m ago•0 comments

Postgres Query Observability from ClickHouse

https://github.com/ClickHouse/pg_stat_ch
1•saisrirampur•4m ago•0 comments

My journey to the microwave alternate timeline

https://malmesbury.substack.com/p/my-journey-to-the-microwave-alternate
1•Plasmoid•6m ago•0 comments

Show HN: I gave my AI coding agents a group chat (it's just a Git repo)

https://github.com/yonidavidson/agentcomm
1•yonidavidson•7m ago•0 comments

Theo de Raadt: "You've been smoking something mind altering" (2007)

https://marc.info/?l=openbsd-misc&m=119318909016582
1•turrini•7m ago•0 comments

An explanation of our search results

https://web.archive.org/web/20040612082405/https://www.google.com/explanation.html
2•abj908•8m ago•0 comments

Devs aren't maximizing what they can do with AI b/C they still look at the code

https://twitter.com/antirez/status/2076249566635085826
1•enraged_camel•9m ago•0 comments

How AWS S3 Is Built

https://www.youtube.com/watch?v=5vL6aCvgQXU
1•tcp_handshaker•11m ago•0 comments

Samsung is pushing users to train AI with their personal health data or lose it

https://www.howtogeek.com/samsung-health-requires-ai-training-consent/
2•croes•11m ago•0 comments

I advise against using Hermes Agent

https://bednars.me/blog/why-i-advise-against-using-hermes-agent
2•piotrbednarsalt•11m ago•1 comments

Repo-Slopscore: Detecting AI Contributions in Git Repositories via Commit

https://slopscan.ava.pet/
1•birdculture•12m ago•0 comments

Concerned about how companies will manage their cloud bill once agents dominate

1•abhijeet_gupte•13m ago•0 comments

TK, or the secret to effortless writing (2024)

https://atthis.link/blog/2024/49629.html
2•Tomte•14m ago•0 comments

Discord Creates Insights from Trillions of Data Points (2021)

https://discord.com/blog/how-discord-creates-insights-from-trillions-of-data-points
2•rzk•14m ago•0 comments

Just Keep at It: A Decade at Mozilla

https://eqrion.net/ten-years-at-mozilla/
2•theanonymousone•14m ago•0 comments

A Review of the Wyze 5070 Thin Client

https://cheapskatesguide.org/articles/wyze-5070-review.html
1•worldofmatthew•14m ago•0 comments

Show HN: AI Photo Editor – Professional-Grade Image Editing with Text Prompts

https://www.aiphotoeditor.ai/
2•vtoolpro•16m ago•0 comments

Why study Diophantine equations?

https://hidden-phenomena.com/articles/modular
1•mb1699•18m ago•0 comments

A timing glitch was behind Telstra's nationwide outage

https://theconversation.com/a-timing-glitch-was-behind-telstras-nationwide-outage-it-points-to-a-...
1•throw0101a•23m ago•0 comments

After years of teasing, the viral Nopia synth is 'basically finished'

https://www.theverge.com/gadgets/964499/nopia-viral-synth-finished-price-release-demo
1•Brajeshwar•24m ago•0 comments

How to Read More Books

https://scotto.me/blog/2026-07-12-how-to-read-more-books/
2•silcoon•25m ago•0 comments

Show HN: Vigil – open-source TimeTracker with steroids

https://github.com/Brokenwatch24/vigil
1•jjaramillor•27m ago•0 comments

Croc: Securely transfer files and folders between two computers

https://github.com/schollz/croc/
1•gregsadetsky•28m ago•0 comments

Benchmarking Cloudflare Containers vs. AWS MicroVMs

https://v2.alchemy.run/blog/2026-07-01-microvm-cold-starts/
1•mariuz•28m ago•0 comments

Show HN: TrialPilot – clinical trials from your phone, built by a patient

1•thenerdhead•29m ago•2 comments

The Reverse Information Paradox

https://twitter.com/satyanadella/status/2076323181154230284
2•tosh•31m ago•0 comments

The power of collaboration: How we can reduce traffic congestion

https://research.google/blog/the-power-of-collaboration-how-we-can-reduce-traffic-congestion/
2•raahelb•37m ago•0 comments

Show HN: What different cultures agree on about leadership

https://www.chestergrant.com/what-different-cultures-agree-on-about-leadership
1•chegra•37m ago•0 comments

Ask HN: Bypass smartphone call apps? Silent VoLTE via RTP extension

1•sigureitimonnji•39m ago•0 comments