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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

Calfkit – an SDK to build distributed, event-driven AI agents

https://github.com/calf-ai/calfkit-sdk
1•ryanyu•49s ago•1 comments

Trump administration to end job protections for up to 50k federal workers

https://www.reuters.com/world/trump-expand-his-control-over-federal-workers-2026-02-05/
1•petethomas•1m ago•0 comments

Ask HN: Those holding large amounts of software stock, how much have you lost?

1•hn_rekt•2m ago•0 comments

AutoOverlap: Enabling Fine-Grained Overlap of Computation and Communication

https://arxiv.org/abs/2601.20595
1•matt_d•5m ago•0 comments

Data Science Weekly – Issue 637

https://datascienceweekly.substack.com/p/data-science-weekly-issue-637
1•sebg•6m ago•0 comments

U.S. Dealers in Full Panic Mode After Canada Green-Lights Chinese Cars

https://www.thedrive.com/news/u-s-dealers-in-full-panic-mode-after-canada-green-lights-chinese-cars
6•testing22321•7m ago•2 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment with Evaluations

https://alignment.openai.com/prod-evals/
1•michaefe•8m ago•0 comments

Show HN: Ecommerce CFO Skill – Diagnostic Frameworks for AI Agents

https://github.com/jeffreydebolt/ecom-cfo-skill
1•jeffreydebolt•8m ago•0 comments

Cubans rendered powerless as outages persist and tensions with US escalate

https://apnews.com/article/cuba-us-oil-power-outages-electricity-trump-ccab32796f7b57353adedc3801...
4•petethomas•9m ago•0 comments

The unfathomable Minnesota transcript that tells the reality of America today

https://www.lawdork.com/p/the-minnesota-julie-le-show-cause-transcript
1•hn_acker•9m ago•1 comments

Show HN: DoAnything – AI agent with its own email/phone for your to-do list

https://www.doanything.com/landing
1•garrettda•10m ago•0 comments

I've spent 20 years as a touring guitarist. The live industry is broken

https://www.guitarworld.com/music-industry/how-to-fix-live-music-industry
3•iancmceachern•10m ago•0 comments

Why a Fintech Unicorn Is Donating Millions to Start a Credit Union

https://www.forbes.com/sites/jeffkauflin/2026/01/21/why-a-fintech-unicorn-is-donating-millions-to...
1•toomuchtodo•13m ago•1 comments

Silver Is So Pricey That Pandora Is Switching to Platinum

1•geox•14m ago•1 comments

Axe: A Simple Unified Layout Abstraction for Machine Learning Compilers

https://arxiv.org/abs/2601.19092
1•matt_d•15m ago•1 comments

India's female workers watching hours of abusive content to train AI

https://www.theguardian.com/global-development/2026/feb/05/in-the-end-you-feel-blank-indias-femal...
3•thisislife2•15m ago•0 comments

Show HN: A state-based narrative engine for tabletop RPGs

https://github.com/dkoepsell/EverdiceRealm1
1•KoeppyLoco•15m ago•0 comments

Tell HN: Desktop apps - like the old Microsoft Office - preserve sovereignty

1•wewewedxfgdf•19m ago•0 comments

Ask HN: Why are we safe from botnet-powered vexatious litigation?

2•OgsyedIE•19m ago•0 comments

10-Part Series on Breadth-First Traversals in Haskell

https://doisinkidney.com/series/Breadth-First%20Traversals.html
1•romes•21m ago•0 comments

Why a solid app failed without marketing focus

1•topcone•21m ago•0 comments

Musk Predicts SpaceX Will Launch More AI Compute / Year Than Everything on Earth

https://cheekypint.substack.com/p/elon-musk-on-space-gpus-ai-optimus
2•m463•22m ago•1 comments

LLatte: Scalable Transformers for Ads at Meta

https://twitter.com/fb_engineering/status/2019524570315669981
1•LatteMetaAI•23m ago•1 comments

NASA Will Let Its Astronauts Bring iPhones to the Moon

https://twitter.com/NASAAdmin/status/2019259382962307393
6•m463•25m ago•1 comments

Digital Sovereignty with Seed Hypermedia (FOSDEM '26) [video]

https://www.youtube.com/watch?v=3gI7-h0wAE8
1•evv•25m ago•0 comments

Ask HN: What's in Your Clipboard?

1•dvh•26m ago•0 comments

Pandoc in the browser

https://pandoc.org/app/
3•george_____t•27m ago•1 comments

If you invested $100k in ETH when Eric Trump told you to buy, you have $1,245

https://xcancel.com/search?f=tweets&q=UziCryptoo%2Fstatus%2F2019496501890973964
3•doener•28m ago•2 comments

Skills Are the Most Underrated Feature in Agentic AI

https://www.brethorsting.com/blog/2026/02/skills-are-the-most-underrated-feature-in-agentic-ai/
1•aaronbrethorst•29m ago•0 comments

An AI Workflow to Slow Down and Reflect in the Age of Inference-Speed

https://www.souravinsights.com/blog/learning-with-ai-agents
1•SouravInsights•30m ago•0 comments