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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

When LLMs Get Personal

https://joshbudman.substack.com/p/when-llms-get-personal
1•gmays•1m ago•0 comments

Self-hosting isn't scary: a practical guide with Coolify and Hetzner

https://darko.io/posts/self-hosting-with-coolify-and-hetzner/
1•speckx•1m ago•0 comments

U.S. Department of State on Flickr

https://www.flickr.com/photos/statephotos/
1•Tomte•2m ago•0 comments

Does reading do us any good?

https://aeon.co/essays/the-role-of-literature-as-the-key-to-personal-freedom
2•dinosor•3m ago•0 comments

How to Get Traction or First Clients?

https://www.indiehackers.com/post/how-to-get-traction-or-first-clients-USofzBJgR4Oqr1VMb2sw
2•escrowsai•6m ago•0 comments

70x faster cold(ish) starts for SGLang

https://fergusfinn.com/blog/fast-sglang-starts/
1•somnial•6m ago•0 comments

Durable, durable, durable: the AI infrastructure category is forming

https://blog.mattheworiordan.com/p/ive-mapped-the-durable-ai-ecosystem
4•matt_oriordan•6m ago•0 comments

EFF Challenges Secrecy in Eastern District of Texas Patent Case

https://www.eff.org/deeplinks/2026/04/eff-challenges-secrecy-eastern-district-texas-patent-case
4•hn_acker•9m ago•0 comments

Stop California's Paternalistic and Privacy-Destroying Social Media Ban

https://www.eff.org/deeplinks/2026/04/act-now-stop-californias-paternalistic-and-privacy-destroyi...
3•hn_acker•10m ago•1 comments

Shareholder primacy undermined its own logic

https://www.seeingthesystem.com/p/the-map-that-became-the-territory
2•TinyBig•11m ago•0 comments

From Ms to 26 Ns: How a $20 eBay SFP Module Beat My NTP Setup

https://austinsnerdythings.com/2026/04/26/ptp-osa5401-26-nanoseconds-raspberry-pi/
3•speckx•11m ago•0 comments

Agentic AI made DevOps and Agile obsolete

https://avkcode.github.io/blog/self-healing-platform-agent-store.html
2•KyleVlaros•13m ago•1 comments

Will I ever retire? It doesn't look like it

https://www.theguardian.com/commentisfree/2026/apr/25/retirement-finances-work
3•robtherobber•14m ago•0 comments

Show HN: Slatewave – a single color palette across terminals, editors, and apps

https://getslatewave.com/
2•kevinlangleyjr•14m ago•1 comments

I did no work for a year and no one noticed

https://leylakazim.substack.com/p/i-did-no-work-for-a-year
2•mellosouls•14m ago•0 comments

Human biology is ill-adapted to modern cities

https://www.lboro.ac.uk/media-centre/press-releases/2025/november/human-biology-is-ill-adapted-to...
3•rramadass•14m ago•1 comments

Tell HN: GitHub PRs disappearing but only from search

4•ojno•15m ago•1 comments

"Parse, don't validate" through the years with C++

https://derekrodriguez.dev/parse-dont-validate-through-the-years-with-c-/
3•dwrodri•16m ago•0 comments

Google's A2A Protocol: How AI Agents Will Talk to Each Other

https://www.ismatsamadov.com/blog/a2a-protocol-agent-to-agent-google
2•ismats•16m ago•0 comments

The Signal is Broken

https://dataxam.com/blog/the-signal-is-broken/
2•DLarsen•16m ago•1 comments

Three reasons why DeepSeek’s new model matters

https://www.technologyreview.com/2026/04/24/1136422/why-deepseeks-v4-matters/
2•jonbaer•17m ago•0 comments

Show HN: Terminal UI for managing SSH servers (users admin, file transfers)

https://github.com/Frytskyy/deflect-one
2•whitemanv•18m ago•0 comments

Show HN: 2 weeks of coding, 3 months of OpenAI review, my ChatGPT App is live

3•Aldipower•19m ago•0 comments

Show HN: Vibe-coding video games with Claude (Day 14: Tetris)

https://gamevibe.us/14-tetromino
2•pzxc•21m ago•0 comments

GitHub Copilot is moving to usage-based billing

https://github.blog/news-insights/company-news/github-copilot-is-moving-to-usage-based-billing/
47•frizlab•21m ago•17 comments

The Nix Moment

https://determinate.systems/blog/the-nix-moment/
3•biggestlou•22m ago•0 comments

Managed PostgreSQL Comparison (2026)

https://selfhost.dev/managed-postgresql-comparison-2026/
2•iaziz786•22m ago•1 comments

Microsoft Sovereign Private Cloud Scales to Nodes with Azure Local

https://blogs.microsoft.com/blog/2026/04/27/microsoft-sovereign-private-cloud-scales-to-thousands...
1•salkahfi•22m ago•0 comments

Where is Silver Spring? It depends who you ask (2018)

https://ggwash.org/view/103217/big-silver-spring-or-little-silver-spring-it-depends-who-you-ask
1•mooreds•23m ago•0 comments

I won my FOIA against Twelve South to open up the electrical for the PlugBug 120

https://archive.org/details/pb120-us
3•reesericci•24m ago•0 comments