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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

Dutch cloud services concerned after U.S. request leads to server seizure

https://nltimes.nl/2026/10/17/dutch-cloud-services-concerned-us-request-leads-amsterdam-server-se...
1•mraniki•1m ago•0 comments

Harness2

https://github.com/google-research/harness2
1•_benx_•3m ago•0 comments

Is Vertical SaaS Dead?

https://foundationproject.net/spark/point-solutions
1•adamsand•3m ago•0 comments

Agentgateway – One high-performance gateway for service, LLM, and MCP traffic

https://agentgateway.dev/
1•cgeier•3m ago•0 comments

What's Going on with the NextGen Acela

https://blog.willmeye.rs/whats-going-on-with-the-nextgen-acela/
1•willmeyers•6m ago•0 comments

Open MicroManipulator – A sub-micrometer 3D motion control plattform

https://github.com/0x23/MicroManipulatorStepper
1•_Microft•8m ago•0 comments

The Brain Sandwich

https://terriblesoftware.org/2026/10/02/the-brain-sandwich/
1•keyle•9m ago•0 comments

Kids are outsmarting social media bans. That's not a problem we need to solve

https://www.technologyreview.com/2026/10/16/1146834/kids-are-outsmarting-social-media-bans-thats-...
6•joozio•22m ago•1 comments

The 800XL – By Paul Lefebvre – Goto 10

https://www.goto10retro.com/p/the-800xl
3•rbanffy•25m ago•1 comments

Microsoft Surface Laptop Ultra 128GB Review

https://www.servethehome.com/microsoft-surface-laptop-ultra-review-rtx-spark-n1x/
2•teleforce•25m ago•0 comments

Why IAM:PassRole is a common privilege escalation path in AWS

https://roszigit.com/en/blog/aws-iam-passrole/
1•lkanwoqwp•28m ago•0 comments

Small Agents, Smaller Blast Radius

https://isc.sans.edu/diary/33430
1•jruohonen•28m ago•0 comments

Training Reasoning Models to Generate Diverse Scientific Ideas

https://arxiv.org/abs/2610.22324
1•theanonymousone•34m ago•0 comments

Letter to Anthropic Re: Planned Initial Public Offering

https://comptroller.nyc.gov/reports/letter-to-anthropic-re-planned-initial-public-offering/
5•theanonymousone•34m ago•0 comments

How employment is changing at Anthropic

https://www.anthropic.com/research/employment-at-anthropic
6•theanonymousone•35m ago•0 comments

How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering

https://machinelearning.apple.com/research/harness-autonomous-ml-engineering
1•krona•35m ago•0 comments

Use the Saw, Fear the Saw

https://stephango.com/saw
2•tosh•38m ago•0 comments

Limoges Town Hall, Which Survived Two World Wars, Is Destroyed in France Riots

https://uk.news.yahoo.com/limoges-town-hall-survived-two-054115920.html
1•baxtr•40m ago•1 comments

The Decoherence Trap

https://maevyn.codes/decoherence
2•mfbx9da4•41m ago•0 comments

Three Scenarios for a Leaderless World

https://www.nytimes.com/2026/10/18/opinion/america-world-order-democracy-trump.html
4•dkobia•42m ago•2 comments

The Standard of Excellence in Exhibition Poultry

https://en.wikipedia.org/wiki/British_Poultry_Standards
1•Bluestein•42m ago•0 comments

Minmax matrix: Desk routing went from 11% to 90%"

https://medium.com/@vektormemory/vektor-2-0-1-desk-routing-went-from-11-to-90-heres-how-we-measur...
1•vektormemory•48m ago•1 comments

Why is GitHub so bad at UI?

https://earthly-delights.net/blog/github/
3•mustardgreen•48m ago•2 comments

Show HN: Chrome extension that types one prompt into many AI chat tabs

https://chromewebstore.google.com/detail/use-multiple-chat-ai-at-o/pcpciffaliaooacnhiefjiegigjidehp
1•yesgenius•48m ago•0 comments

The Landscape of Humanoids – 2,351 products, 788 companies

https://airfold.co/humanoid-technology-map/
3•julianofficial•51m ago•1 comments

Blitz 3D Pro: A 2D/3D cool BASIC based on BlitzBasic

https://twitter.com/BlackCreepy_Cat/status/2111739882821374354
1•seyhajin•52m ago•0 comments

Young People and the Future of Free Expression

https://knightfoundation.org/articles/research/young-people-and-the-future-of-free-expression/
2•jruohonen•54m ago•0 comments

Making Solar Panels with a Microwave [video]

https://www.youtube.com/watch?v=zcWkApGjyGM
2•jackdoe•59m ago•0 comments

I verified on-chain why mined Pi and exchange Pi are the same asset

https://github.com/aybvip/pi-fungibility
1•ayoubbbs•1h ago•0 comments

Data centers are now the largest financial bet in US history

https://stateline.org/2026/10/16/data-centers-are-now-the-largest-financial-bet-in-us-history/
5•rdmuser•1h ago•0 comments