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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

Net zero could put global temperatures on a long, slow decline

https://salatainstitute.harvard.edu/new-paper-net-zero-could-put-global-temperatures-on-a-long-sl...
1•littlexsparkee•1m ago•0 comments

Misleading AI-generated doctors pose 'huge danger to public safety'

https://www.theguardian.com/technology/2026/jul/27/misleading-ai-generated-doctors-public-safety-...
1•Brajeshwar•3m ago•0 comments

Show HN: Pure-PHP server outperforms NginX for static files + 10x PHP throughput

https://github.com/Qbix/webserver
1•EGreg•4m ago•0 comments

The Productivity Mirage

https://frantic.im/mirage/
1•olexsmir•4m ago•0 comments

MoonEP: A Perfectly Balanced Expert Parallelism Library

https://github.com/MoonshotAI/MoonEP
1•nekofneko•5m ago•0 comments

A not comprehensive Garmin Cirqa review

https://mijndertstuij.nl/posts/garmin-cirqa-review/
1•meysamazad•6m ago•0 comments

Paper – Agent Memory

https://arxiv.org/abs/2607.21962
2•qspencer•6m ago•0 comments

Kimi-K3 Technical Report [pdf]

https://github.com/MoonshotAI/Kimi-K3/blob/main/k3_tech_report.pdf
6•vinhnx•8m ago•0 comments

Blade Runner 2099 first look from showrunner Silka Luisa

https://ew.com/blade-runner-2099-exclusive-first-look-replicant-uprising-12020855
2•firasd•8m ago•0 comments

DEX Traders Network

https://amxinz.com
2•OmidPishkar•9m ago•0 comments

What Happens During an ECS Rolling Deployment

https://muhammadraza.me/2026/what-actually-happens-during-an-ecs-rolling-deployment/
1•speckx•9m ago•0 comments

Open Minis Is the iOS Agent I Wish Siri AI Could Be

https://www.macstories.net/reviews/open-minis-is-the-ios-agent-i-wish-siri-ai-could-be/
1•alwillis•9m ago•0 comments

Show HN: My Web Dash, all your Cloudflare Web Analytics sites on one page

https://mywebdash.com/
1•horushe•9m ago•0 comments

Show HN: Send USDC to an email address, no wallet needed

https://cfoing.io
1•ryanchang0720•10m ago•0 comments

Detecting Full Table Scans with SQLite

https://tenderlovemaking.com/2026/07/15/detecting-full-table-scans-with-sqlite/
1•surprisetalk•11m ago•0 comments

Show HN: Foglio – macOS Markdown editor: live preview, MIT, 5MB, no vault

https://github.com/fran-mora/foglio
2•fran-mora•12m ago•0 comments

Digital sovereignty is real in Europe. The UK? Not so much

https://www.theregister.com/columnists/2026/07/27/digital-sovereignty-is-real-in-europe-the-uk-no...
1•abdelhousni•12m ago•0 comments

Prentis, AI lab co-founded by Reid Hoffman, Mark Pincus in talks to raise $100M

https://techcrunch.com/2026/07/24/prentis-new-ai-lab-co-founded-by-reid-hoffman-mark-pincus-in-ta...
2•steventruong•12m ago•0 comments

Open Source Must Be Fun (Or It Will Die)

https://mikemcquaid.com/open-source-must-be-fun-or-it-will-die/
3•mikemcquaid•13m ago•3 comments

Ilya Sutskever: "Time to scale that SSI"

https://twitter.com/i/status/2081732293161582930
1•modeless•13m ago•0 comments

Machines of the United States

https://medium.com/@firstfromreverse/machines-of-the-united-states-4be5c8648255
1•WishingWisp•14m ago•1 comments

We built a day-0 API for Kimi K3

https://www.baseten.co/blog/how-to-build-a-day-zero-api-for-kimi-k3/
1•philipkiely•15m ago•0 comments

Show HN: 1,250 SwiftUI components, and an MCP that writes them into your app

https://nibware.dev/
3•leonickson•15m ago•1 comments

AI music is stealing from real artists

https://soullessmusic.com
1•cdrnsf•16m ago•0 comments

The AI Streaming Drain

https://sloptracker.org
1•cdrnsf•17m ago•0 comments

I won't be "AI-First" in 2026

https://bjorg.bjornroche.com/management/not-ai-first/
1•mooreds•18m ago•0 comments

Kimi K3 License

https://huggingface.co/moonshotai/Kimi-K3/blob/main/LICENSE
2•pr337h4m•18m ago•0 comments

Could A.I. Do Your Job? We Put Agents to the Test

https://www.nytimes.com/interactive/2026/07/23/technology/ai-agents-office-jobs.html
1•mooreds•18m ago•1 comments

Kimi K3 Hardware Requirements

https://openmodelmap.com/kimi-k3/hardware
1•numlocked•19m ago•0 comments

A DuckDB Release Isn't a Distribution

https://rusty.today/blog/duckdb-extension-distribution-gap/
2•rustyconover•19m ago•0 comments