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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

Patterns of Biophilic Design

https://www.terrapinbrightgreen.com/reports/14-patterns/
1•silasdb•17s ago•0 comments

Direct Marketing to a Starving Crowd

https://www.thegaryhalbertletter.com/newsletters/direct_marketing_to_a_starving_crowd.htm
1•mooreds•1m ago•0 comments

Drinking AI: AI/Water Consumption Comparisons to Beverages

https://maxghenis.com/drinking-ai/
1•atlasunshrugged•2m ago•0 comments

Latta Java

https://lattejava.org
1•mooreds•2m ago•0 comments

Pigiaminja: PostgreSQL extension that adds Jinja template support to COPY TO

https://github.com/leomos/pigiaminja
1•leomos•6m ago•1 comments

Show HN: Tinysandbox – An ultra-minimal sandbox with QuickJS WASM isolates

https://github.com/danthegoodman1/tinysandbox
2•dangoodmanUT•7m ago•0 comments

Zuckerberg's Increasingly Bizarre War on Whistleblowers

https://pluralistic.net/2026/06/27/zuckerstreisand-2/#autodisparagement
2•deely3•8m ago•0 comments

Search Less, Browse More

https://buttondown.com/hillelwayne/archive/search-less-browse-more-7595/
1•ravenical•11m ago•0 comments

Installing A/UX 1.1 like it's the 90s

https://thomasw.dev/post/aux11/
2•zdw•12m ago•0 comments

The Plight of the Martian Farmer

https://mceglowski.substack.com/p/the-plight-of-the-martian-farmer
2•zdw•15m ago•0 comments

Turn any photo into an emoji mosaic, 100% in the browser

https://emojimosaic.org/
2•lawrenceTang•18m ago•0 comments

Okf-skill – progressive disclosure and deterministic conformance scaffolders

https://github.com/rakibtg/okf-skill
1•rakibtg•19m ago•0 comments

Germany's 60K-game preservation project collapses after €1.5M funding dries up

https://www.tomshardware.com/video-games/retro-gaming/germanys-1-5-million-project-to-build-the-w...
1•LorenDB•20m ago•0 comments

A Midsummer Night's Inferno

https://www.ft.com/content/1f36cc97-875c-405d-b895-fede135e0cf7
1•bookofjoe•26m ago•0 comments

Show HN: Code-Manager

https://maguowei.github.io/code-manager/
1•maguowei•28m ago•0 comments

France Survives a Terrible War–England Prepares for Aztec Hell

https://neoworld2027.blogspot.com/p/blood-sweat-cheers-france-survive-ugly_0978048937.html
1•odilelof•28m ago•0 comments

Show HN: Battle City Like Game I Made with Classmates 14 Years Ago

https://massacre.twocubes.io
2•chernikovalexey•28m ago•3 comments

The biggest iceberg has melted away, aged 40 or so

https://economist.com/obituary/2026/07/02/a23a-had-more-adventures-than-most
1•_tk_•29m ago•0 comments

Autonomous flying umbrella follows and shields users from rain and sunlight

https://www.designboom.com/technology/autonomous-flying-umbrella-follows-users-rain-sunlight-i-bu...
3•amichail•30m ago•1 comments

Dissolving Markets: How Sharing Technology Redistributes Power

https://lumramabaja.com/posts/dissolving-markets-how-sharing-technology-redistributes-power/
2•irwt•31m ago•0 comments

Learning to Replicate Expert Judgment in Financial Tasks

https://thinkingmachines.ai/news/learning-to-replicate-expert-judgment-in-financial-tasks/
1•Anon84•33m ago•0 comments

Social media bans don't protect adults from harm–here's what to do

https://www.neowin.net/editorials/social-media-bans-for-kids-dont-protect-adults-against-harms-he...
3•01-_-•34m ago•0 comments

Simulating satellite networks with open source tools (2024)

https://medium.com/@jmwanderer/simulating-satellite-networks-897dd3cb1468
1•teleforce•34m ago•0 comments

Show HN: Glyph a blockchain where the proof-of-work is neural network inference

https://github.com/raphaelwkago69-create/GLYPH
1•w4mwati•35m ago•0 comments

The cancer Alzheimer's disease paradox

https://www.nature.com/articles/s41514-026-00442-1
2•AFF87•37m ago•0 comments

NHS to use AI on its app to direct patients to appropriate services

https://www.theguardian.com/society/2026/jul/04/nhs-ai-app-patients-appropriate-services-health
1•Brajeshwar•38m ago•0 comments

Stories from Physics

https://spark.iop.org/stories-physics
1•the-mitr•39m ago•0 comments

Harbor: An MCP gateway that connects AI clients to back end APIs via tools

https://github.com/vijaydeepsinha/harbor
1•r0rshrk•39m ago•1 comments

Grade any site's HTTP signing-key directory

https://sitedex.dev/tools/keycheck?site=chatgpt.com
2•zeppelin_7•40m ago•0 comments

Applied XML Developers Conference (2004)

https://sellsbrothers.com/public/conference/oldindex9.htm
1•theanonymousone•44m ago•0 comments