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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

How Are Amps Modeled? [video]

https://www.youtube.com/watch?v=9YL8pwF7Mnc
1•dsego•2m ago•0 comments

What 1.4M emails reveal about America's most notorious sex offender

https://www.economist.com/interactive/international/2026/02/12/inside-epsteins-network
1•doener•3m ago•0 comments

Simile: The Simulation Company

https://twitter.com/joon_s_pk/status/2022023097017421874
1•jaehong747•5m ago•0 comments

Elide is an all-in-one, AI-native, open source software runtime

https://elide.dev/
1•shirian•7m ago•0 comments

The March Cliff: Why the 2026 Economic Collapse Is Different

https://ramakanth-d.medium.com/the-march-cliff-why-the-2026-economic-collapse-is-different-e1c619...
1•playhard•9m ago•1 comments

Welcome to the Great Regression

https://www.bloomberg.com/opinion/newsletters/2026-02-12/the-us-risks-a-great-regression
1•petethomas•9m ago•0 comments

Judge rules that LLM provided legal advice is open to discovery [pdf]

https://storage.courtlistener.com/recap/gov.uscourts.nysd.652138/gov.uscourts.nysd.652138.22.0.pdf
2•stingrae•11m ago•0 comments

My hot take on vibe coding for PMs

https://www.ddmckinnon.com/2026/02/11/my-%f0%9f%8c%b6-take-on-vibe-coding-for-pms/
1•awaxman11•13m ago•0 comments

AI: Brainrot Inducer or Cognitive Multiplier?

https://www.cjroth.com/blog/2026-02-12-brainrot
1•thoughtfulchris•14m ago•0 comments

Deft – a class and interface system for Clojure[video]

https://www.youtube.com/watch?v=dlW6YzwUZ-M
1•sammy0910•14m ago•0 comments

AI and consciousness: from objective descriptions to 'level zero'

https://randomseed.io/txt/ai-and-consciousness/
1•siefca•16m ago•1 comments

Cloudflare adds real-time Markdown rendering for AI agents

https://blog.cloudflare.com/markdown-for-agents/
5•thestackfox•18m ago•2 comments

A Read-Only Philosophical Archive on Restraint and AI Ethics

https://coexilia.io/coexilian-documents/
1•aegissolis•18m ago•1 comments

RFK Jr. food pyramid site links to Grok, which says you shouldn't trust RFK Jr

https://arstechnica.com/health/2026/02/rfk-jr-food-pyramid-site-links-to-grok-which-says-you-shou...
2•doener•18m ago•0 comments

Skip the Tips: A game to select "No Tip" but dark patterns try to stop you

https://skipthe.tips/
3•randycupertino•18m ago•2 comments

Amazon's Ring cancels Flock partnership amid Super Bowl ad backlash

https://www.cnbc.com/2026/02/12/amazons-ring-cancels-flock-partnership-amid-super-bowl-ad-backlas...
1•zzzeek•21m ago•0 comments

Z-Image Implemented in NCNN Vulkan

https://github.com/nihui/zimage-ncnn-vulkan
2•luyu_wu•24m ago•0 comments

Show HN: I taught AI to remember. Then it warned me

https://github.com/Relic-Studios/ISSA-Repository
1•relicstudios•24m ago•0 comments

What happens when capability decouples from credentials?

2•falsework•24m ago•1 comments

Bryan Johnson's Immortals program costs $1M. How to DIY it <1% of the price

https://www.empirical.health/blog/bryan-johnson-immortals-program-diy/
1•brandonb•25m ago•0 comments

True, Relevant, and Wrong: The Applicability Problem in RAG

https://www.pinecone.io/learn/series/beyond-retrieval/rag-applicability-problem/
2•gk1•27m ago•0 comments

Coinbase Posts $667M Net Loss, Revenue Declines 20%

https://www.bloomberg.com/news/articles/2026-02-12/coinbase-posts-667-million-loss-sees-revenue-t...
3•petethomas•29m ago•0 comments

Leveraging LLMs to extract smoking history from clinical notes

https://www.nature.com/articles/s41746-025-02009-y
1•biosubterranean•29m ago•1 comments

Rovo Dev is now generally available in VS Code

https://www.atlassian.com/blog/announcements/rovo-dev-now-generally-available-in-vs-code
1•cebert•29m ago•1 comments

I built Doppelganger: a self-hosted automation tool that isn't slow or outdated

https://doppelgangerdev.com
2•asernasr•29m ago•0 comments

EXT4 in Linux 7.0 Improves Write Performance for Concurrent Direct I/O Writes

https://www.phoronix.com/news/Linux-7.0-EXT4
2•Bender•30m ago•0 comments

XFS Introducing Autonomous Self-Healing Capabilities with Linux 7.0

https://www.phoronix.com/news/XFS-Linux-7.0
2•Bender•30m ago•0 comments

Show HN: Mango Lollipop – AI-powered lifecycle messaging generator

https://github.com/sr-kai/mango-lollipop
1•Nlupus•35m ago•0 comments

Hacktivists, State Actors, Cybercriminals Target Global Defense Industry

https://www.securityweek.com/hacktivists-state-actors-cybercriminals-target-global-defense-indust...
3•Bender•35m ago•0 comments

FTC Chairman Andrew N. Ferguson Issues Warning Letter to Apple CEO Tim Cook

https://www.ftc.gov/news-events/news/press-releases/2026/02/federal-trade-commission-chairman-and...
4•jacquesm•36m ago•2 comments