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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

Quod 64kb FPS and deep dive video

https://daivuk.itch.io/quod
1•tonym128•4m ago•2 comments

Stripe closed our account over upsell transaction architecture, not fraud

1•JohannesSchip•5m ago•0 comments

PEP 747 – Annotating Type Forms

https://peps.python.org/pep-0747/
1•azhenley•5m ago•0 comments

Ring's Founder Knows You Hated That Super Bowl Ad

https://www.nytimes.com/2026/02/19/business/ring-super-bowl-ad-privacy.html
1•jhonovich•6m ago•0 comments

Ask HN: Why does it feel like qualifications are irrelevant to hirers?

1•hdhdhsjsbdh•7m ago•1 comments

Use digests, not tags, in your Dockerfiles

https://interrupt.sh/blog/dockerfile-tags/
1•arwt•9m ago•0 comments

Show HN: Mercury CLI – CLI to Connect to Mercury Bank

https://www.npmjs.com/package/mercury-cli
1•ex3ndr•10m ago•0 comments

HHS Releases 6 Years of Medicaid Claims Data ($1T)

https://opendata.hhs.gov/
1•dnw•11m ago•0 comments

Brewing possibilities: Using caffeine to edit gene expression

https://phys.org/news/2026-01-brewing-possibilities-caffeine-gene.html
1•PaulHoule•12m ago•0 comments

Optimism as Resilience and Resistance

https://gathernomoss.substack.com/p/optimism-as-resilience-and-resistance
1•insidiouspaul•14m ago•0 comments

Expanding our long-running agents research preview · Cursor

https://cursor.com/blog/long-running-agents
1•zachdotai•14m ago•0 comments

Piracy Is Only Illegal for You – Nvidia Sued for Alleged Theft in AI Training [video]

https://www.youtube.com/watch?v=Sdry-clMeRs
2•givemeethekeys•15m ago•0 comments

GitLab Threat Intelligence Team Reveals North Korean Tradecraft

https://about.gitlab.com/blog/gitlab-threat-intelligence-reveals-north-korean-tradecraft/
1•tachyons•15m ago•0 comments

A $10K+ bounty is waiting for anyone who can unplug Ring doorbells from Amazon

https://www.theverge.com/tech/881678/ring-doorbell-bounty-amazon-servers-fulu
2•october8140•17m ago•0 comments

Flickr's URLs Scheme

https://unsung.aresluna.org/unsung-heroes-flickrs-urls-scheme/
2•colinprince•19m ago•0 comments

AI Agent Harness for ClickHouse

https://clickhouse.com/blog/ai-powered-migraiton-from-postgres-to-clickhouse-with-fiveonefour
1•chriscrane•20m ago•0 comments

Show HN: Year era of WP might be over

https://blank-site-2026-02-18-dw732-e63bc0.gitlab.io/
1•ambitiouz•20m ago•0 comments

This doctor is training AI to do her job. And it's a booming business

https://www.cnn.com/2026/02/17/business/ai-experts-training-jobs
2•hhs•21m ago•0 comments

A Love Letter to Public Libraries (2024)

https://www.34st.com/article/2024/02/free-library-nypl-books-new-york-city-public
1•NaOH•21m ago•0 comments

We cut Node.js' Memory in half

https://blog.platformatic.dev/we-cut-nodejs-memory-in-half
1•__natty__•22m ago•0 comments

Trump vows $10B from U.S. for his Board of Peace

https://www.nbcnews.com/world/gaza/trump-board-of-peace-first-meeting-gaza-un-israel-rcna259509
2•Tadpole9181•22m ago•0 comments

Resurrecting _why's Dream

https://schwadlabs.io/blog/resurrecting-whys-dream
1•birdculture•23m ago•0 comments

AI Skills Platform (Stealth) – Technical Co-Founder – Remote (US) – Equity

1•martin-hall•24m ago•0 comments

Programs you need to know about as a Linux user

https://www.makeuseof.com/programs-to-know-as-linux-user/
1•kiriberty•24m ago•0 comments

San Francisco's next crazy idea: Civil rights for AI

https://sfstandard.com/2026/02/19/sentient-futures-ai-rights/
2•mikhael•27m ago•1 comments

Extreme heat increases strength of pure metals

https://news.northwestern.edu/stories/2026/02/extreme-heat-increases-strength-of-pure-metals
1•hhs•27m ago•0 comments

Lindenmayer Systems

https://justinpombrio.net/2026/02/16/l-systems.html
2•todsacerdoti•29m ago•0 comments

Restructure pricing from subscription tiers to credit-based model

1•nishiohiroshi•29m ago•0 comments

Show HN: Devly A native, private macOS utility belt for developers

https://apps.apple.com/us/app/devly/id6759269801?mt=12
1•aarush-prakash•30m ago•1 comments

Building a Resilient, Multi-User Agentic Streaming Application

https://www.kitewing.ai/blog/stateless-agents-stateful-product/
1•hglaser•30m ago•0 comments