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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

About Z AI "Benchmaxxing"

https://twitter.com/natolambert/status/2088272938361606397
2•tosh•2m ago•0 comments

Ask HN: Should hard-tech founders join a problem or technology-first PhD lab?

1•misterballer•3m ago•0 comments

Show HN: Omegle with (full-duplex) Voice Bots

https://www.aimegle.xyz/
1•MichelBartels•3m ago•0 comments

Show HN: A painting engine that lets you sculpt drawings (tech demo)

https://softedge-techdemo.jign.workers.dev/
1•jignb•5m ago•0 comments

When Genius Fails: The Intellectual Arrogance of the AI Labs

https://weightythoughts.com/p/when-genius-failsthe-intellectual
3•gmays•7m ago•0 comments

AI Watermark removers can't verify themselves I built the tool that can

https://github.com/Neeeophytee/ai-watermarks-reality-check
1•sromana14•9m ago•0 comments

Senv: Sandboxed Python environments with the uv workflow

https://medium.com/@Koukyosyumei/senv-sandboxed-python-environments-with-the-uv-workflow-44b6b0c4...
1•syumei•9m ago•0 comments

Until Further Notice

https://docs.eventsourcingdb.io/blog/2026/08/03/until-further-notice/
1•goloroden•10m ago•0 comments

Ask HN: Why not expand accessibility laws to include the right to use AI?

1•amichail•10m ago•0 comments

Dots3-Note Preview

https://studio.dots.ai/dots/dots3-en.html
2•tosh•10m ago•0 comments

2004 RuneScape fit a multiplayer RPG into 56k dial-up

https://jkm.dev/posts/how-2004-runescape-fit-a-multiplayer-rpg-into-56k-dialup/
1•birdculture•10m ago•0 comments

Every Fucking Website

https://lxe.github.io/everywebsite/
3•doubletwoyou•10m ago•1 comments

The Geometry of Transformer Weights – A Canonical Basis for LLMs

https://zenodo.org/records/21935673
1•todot_ge•10m ago•0 comments

LLM Batch APIs: The Half-Price Lane Nobody Budgets

https://www.digitalapplied.com/blog/llm-batch-api-pricing-landscape-2026
1•peter_d_sherman•11m ago•0 comments

I closed pull requests and issues on my projects, and I'm happier

https://en.andros.dev/blog/e83e9103/i-closed-pull-requests-and-issues-on-my-projects-and-im-happier/
2•andros•14m ago•0 comments

Show HN: Version 2 of the Savitar macOS MUD client

https://github.com/jkoutavas/Savitar2
1•shazeubaa•14m ago•0 comments

Fast, on Device Agentic AI with Muse Glimmer on ExecuTorch

https://pytorch.org/blog/fast-ondevice-agentic-ai-with-executorch/
1•andrewstetsenko•14m ago•0 comments

Canva slashes valuation by $10B as AI reality bites

https://www.msn.com/en-au/money/news/sobering-markdown-canva-slashes-valuation-by-10b-as-ai-reali...
2•ilamont•15m ago•1 comments

Show HN: Opensourcing APH Engine and Servers in Rust and N Lang

https://github.com/squillo/aph
2•scott-b•16m ago•0 comments

Zero Platform Cut, Flat Fee: How Z-Text Channels Work

https://z-text.org/zero-platform-cut-flat-fee-z-text-channels/
1•ztextzksnarks•16m ago•0 comments

Ask HN: What's the AI Revolution "Model T Ford"?

1•ComputerPerson•16m ago•0 comments

Show HN: WASI-Env – Single-file HTML with 90 Suckless C binaries and SQLite3

https://wasi-env.netlify.app/
1•badfox•17m ago•1 comments

2027 Is Genuinely Looking Apocalyptic [video]

https://www.youtube.com/watch?v=gFFn6XwN2RY
2•xbmcuser•18m ago•0 comments

Show HN: Safe TensorBoard Trace Reducer(90%+ Footprint Cut) with Fail-Safe Guide

https://github.com/PastToFuture-Whisperer/xprof-cubism-reducer/discussions/3
1•PTF-W•18m ago•0 comments

AI Model Atlas – visualizing populations of ML models as interconnected 3D graph

https://run.cosmograph.app/public/ca9fd1ad-fe83-4238-8b69-b707c633aef0
2•bj-rn•19m ago•0 comments

Cursor and SpaceXAI: the fastest iterating team wins

https://www.a16z.news/p/cursor-spacexai-fastest-iterating-team
2•jbredeche•19m ago•0 comments

I turned my RSS feeds into an e-ink newspaper to stop reading on my phone

https://heyjonny.dev/posts/rss-to-eink-newspaper/
2•speckx•20m ago•0 comments

Show HN: We mapped AI patterns before watermark removal became a mainstream

https://founderstoday.org/claude-watermark-remover
1•RichardOdds•22m ago•0 comments

'Masturbation Consultants' Were Hired to Pleasure Themselves with AI

https://www.wired.com/story/these-masturbation-consultants-were-hired-to-pleasure-themselves-usin...
1•pavel_lishin•24m ago•1 comments

Your Contacts All Know Each Other. That's the Problem

https://julienreszka.com/blog/your-contacts-all-know-each-other-that-s-the-problem/
1•julienreszka•24m ago•1 comments