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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

A pure-Go ADS-B stack

https://blog.hyperized.net/articles/pure-go-adsb-stack/
1•Hyperized•57s ago•0 comments

Data Science Weekly – Issue 666

https://datascienceweekly.substack.com/p/data-science-weekly-issue-666
1•sebg•1m ago•0 comments

Private Credit Investors Prefer to Be Trapped Than Take 26% Loss

https://www.bloomberg.com/news/articles/2026-08-27/private-credit-investors-prefer-to-be-trapped-...
1•petethomas•3m ago•0 comments

'Headless software' signals further AI-led shake-up

https://www.ft.com/content/febba6ee-9abd-47d4-bac4-3bbe8b64be7f
1•petethomas•4m ago•0 comments

UK approves 400 MW solar project with 600 MW co-located battery

https://www.pv-magazine.com/2026/08/25/uk-approves-400-mw-solar-project-with-600-mw-co-located-ba...
2•DamonHD•6m ago•0 comments

Australia is the safest place during a global catastrophe, study suggests

https://www.sciencealert.com/no-place-on-earth-is-safe-if-all-hell-breaks-loose-but-one-place-is-...
4•thedreammachine•8m ago•0 comments

Oracle Helped Kneecap Section 230, Then Bought 15% of a Company That Needs It

https://www.techdirt.com/2026/08/27/oracle-helped-kneecap-section-230-then-bought-15-of-a-company...
1•hn_acker•8m ago•0 comments

SpaceKit AI

https://github.com/spacekit-xyz/spacekit-ai
1•spacekitxyz•12m ago•0 comments

Oral History of Andy Hertzfeld [video]

https://www.youtube.com/watch?v=Mi55hZXNOuY
2•rglover•13m ago•0 comments

AI Stock Research Assistant · Streamlit

https://ai-stock-research-kiaan.streamlit.app
1•KiaanKothari•14m ago•0 comments

Show HN: L0/L1/L2 agents, leases, gates, audits, Git-worktree isolation

https://github.com/alex-reysa/singular-lite
3•mr-pickle•15m ago•0 comments

Clicky: A Clickwheel iPod Emulator

https://github.com/daniel5151/clicky
1•zdw•15m ago•0 comments

Show HN: Pepakura Set, a matching game for kids

https://georgemike.com/pepakura-set?demo=1
1•haberdasher•15m ago•0 comments

Google Engineer Accused of Polymarket Insider Trading Says He Was Just Gambling

https://www.wired.com/story/google-engineer-accused-of-polymarket-insider-trading-says-he-was-jus...
2•MarcoDewey•17m ago•0 comments

The Great Floating Homes of Los Angeles

https://www.newyorker.com/news/dispatch/the-great-floating-homes-of-los-angeles
1•mitchbob•18m ago•1 comments

How to Train Your GPT

https://github.com/raiyanyahya/how-to-train-your-gpt
1•aray07•22m ago•0 comments

The Twelve-Factor App

https://12factor.net/
2•jxmorris12•30m ago•0 comments

Show HN: Taste Library, a Spiritual Successor to Delicious Library

1•felixding•31m ago•0 comments

Select * from Internet.blogposts

https://pfrazee.leaflet.pub/3mu3p2smmis22
2•mmattbtw•36m ago•0 comments

A Million Kakapos

https://blog.mempko.com/a-million-kakapos/
2•birdculture•37m ago•1 comments

Show HN: Beating GPT5.5-xhigh for Coding agent security with SLMs and IRM

https://harden.run/blog/aif-research-and-evidence
4•se4u•38m ago•2 comments

Quiet BPD: The Hidden War Inside Your Mind

https://medium.com/freedomofthought/quiet-bpd-the-hidden-war-inside-your-mind-bbc94e077c84
1•raynchad•38m ago•0 comments

Multi-functional oral small molecule to treat obesity

https://www.science.org/doi/10.1126/sciadv.aed3119
1•bcaulfield•40m ago•0 comments

Doctors are finally learning to manage antidepressant withdrawal

https://www.newscientist.com/article/2584861-antidepressant-withdrawal-symptoms-are-prompting-a-r...
14•eutropheon•45m ago•1 comments

Google Cloud postmortem for us-west1 August incident

https://status.cloud.google.com/incidents/utF3FMFdQfwBzJcGG6vf
3•fastest963•50m ago•0 comments

Show HN: Make apps in seconds inside of sandbox and share them with a link

https://glama.ai/mcp/servers/Reachpad/reachpad-mcp
1•sakuraiben•50m ago•0 comments

What the heck is a context layer

https://nexla.com/what-is-a-context-layer/
1•Debanitrkl•52m ago•0 comments

The advent of capable AI tools has highighted a variant of Simpson's paradox

https://mathstodon.xyz/@tao/117169038028698262
1•ColinWright•53m ago•0 comments

Australia's Nationwide Phone Outage Was an Embarrassing Failure

https://hackaday.com/2026/08/27/australias-nationwide-phone-outage-was-an-embarrassing-failure/
3•anonymousiam•55m ago•1 comments

My $120 GE smart scale's body fat is just 1.5 × BMI − 17.5

https://aiandtractors.com/ge-cs10h-body-fat-formula/
4•Icons8•55m ago•0 comments