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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Open-Source Demos for Understanding Multi-Agent Collaboration

https://openagents.org/docs/tutorials/tutorials
1•snasan•55s ago•0 comments

Some news: We're selling Radish next year

https://supernuclear.substack.com/p/some-news-were-selling-radish-next
1•surprisetalk•3m ago•0 comments

RFdiffusion3 Now Available

https://www.ipd.uw.edu/2025/12/rfdiffusion3-now-available/
1•surprisetalk•3m ago•0 comments

Programming Like a Fighter Pilot [video]

https://www.youtube.com/watch?v=Gv4sDL9Ljww
1•surprisetalk•3m ago•0 comments

Scaling Career and Family: Systems Thinking, Public School, Home Enrichment

https://caseyhandmer.wordpress.com/2025/12/03/scaling-career-and-family-systems-thinking-public-s...
1•surprisetalk•3m ago•0 comments

Finding Papers Before the Web

https://blog.computationalcomplexity.org/2025/12/finding-papers-before-web.html
1•speckx•4m ago•0 comments

I turned my Airbnb listing AI analyzer into a public leaderboard

https://shortrentals.ai/listings/directory
1•samirt•6m ago•1 comments

Redis's Homegrown JSON Parser

https://github.com/redis/redis/pull/13959
2•tuananh•7m ago•1 comments

Rearrangement in a Catalyst Improves Selectivity in Dehydrogenation of Propane

https://pubs.acs.org/doi/10.1021/jacs.5c13571
1•PaulHoule•10m ago•0 comments

Type-Safe Python for TypeScript Developers

https://spin.atomicobject.com/type-safe-python/
1•philk10•11m ago•0 comments

Show HN: I built a 3D probability map for a White Christmas (React and Mapbox)

https://whitexmas.app
1•stlattack•11m ago•1 comments

Pat Gelsinger's EUV lithography gig gets $150M wink from Uncle Sam

https://www.theregister.com/2025/12/03/us_150m_xlight/
1•alecco•12m ago•0 comments

Meta's Child Sex-Trafficking Problem

https://www.afterbabel.com/p/metas-child-sex-trafficking-problem
2•Desafinado•12m ago•1 comments

Sam Altman Has Explored Deal to Build Competitor to Elon Musk's SpaceX

https://www.wsj.com/tech/ai/sam-altman-has-explored-deal-to-build-competitor-to-elon-musks-spacex...
1•perihelions•12m ago•1 comments

Ask HN: Glasses with lights that flash whenever they detect cigarette smoke?

1•amichail•13m ago•0 comments

Easy Trap

https://stackdiver.com/posts/easy-trap/
2•stackdiver•16m ago•1 comments

Show HN: TypMo – Markdown for Wireframing

https://typmo.com/
1•aditgupta•17m ago•0 comments

From quest‑hunting to cartography: a guide to contributing to OpenStreetMap

https://alternativeto.net/news/2025/12/from-quest-hunting-to-cartographer-craft-a-guide-to-contri...
3•elliot_a•17m ago•1 comments

SVG Filters – Clickjacking 2.0

https://lyra.horse/blog/2025/12/svg-clickjacking/
1•todsacerdoti•20m ago•0 comments

Show HN: UI front end to forecast with foundation time-series models

https://faim.it.com/
1•ChernovAndrei•20m ago•0 comments

Show HN: Open-Source FinOps – AWS/GCP Cost Analytics with ClickHouse and Rill

https://www.ssp.sh/blog/finops-dlt-clickhouse-rill/
1•articsputnik•20m ago•0 comments

How to Spot a Monopoly

https://worksinprogress.co/issue/how-to-spot-a-monopoly/
2•bensouthwood•20m ago•0 comments

Meta's Wearables Device Access Toolkit: Dev Preview Available Now

https://developers.meta.com/blog/introducing-meta-wearables-device-access-toolkit/
1•lisajaloza•22m ago•1 comments

Show HN: I Made a Multi-Project Time Tracking Timeline

https://ativium-freelancing.com
1•alexii05•24m ago•1 comments

An Abstract Arsenal: Future Tokens in Claude Skills

https://jordanmrubin.substack.com/p/an-abstract-arsenal
1•RhysU•24m ago•0 comments

How to Build Spotify Wrapped Using Spotify API on Emergent

https://emergent.sh/tutorial/how-to-build-spotify-wrapped-using-spotify-api
1•janpio•24m ago•0 comments

Tell HN: Kafkaesque Argentina Facts

1•wvlia5•25m ago•0 comments

Tell HN: The difference between AI computing, and old skool computing

1•keepamovin•25m ago•0 comments

Hank Green and the Fantastical Tales of God AIs

https://www.fromjason.xyz/p/notebook/hank-green-and-the-fantastical-tales-of-god-ais/
2•speckx•26m ago•0 comments

Show HN: RainCheck – Weather-aware running trainer I built in 5 days with Claude

https://raincheck.ankushdixit.com
1•pless•29m ago•1 comments