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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

AI Project Handoff Format

https://github.com/yy4uic-ai/ai-handoff-forma
1•yy4uic•4m ago•1 comments

Commit What You Know of Iran to the Flames

https://www.bloomberg.com/opinion/articles/2026-03-06/oil-shock-commit-what-you-know-of-iran-to-t...
1•petethomas•5m ago•0 comments

Show HN: DailyDefense – Daily tower defense for agents or humans

https://www.dailydefense.ai
1•pj4533•6m ago•0 comments

OpenAI robotics lead Caitlin Kalinowski quits in response to Pentagon deal

https://techcrunch.com/2026/03/07/openai-robotics-lead-caitlin-kalinowski-quits-in-response-to-pe...
2•SilverElfin•6m ago•0 comments

MonoGame: A .NET framework for making cross-platform games

https://github.com/MonoGame/MonoGame
1•azhenley•7m ago•0 comments

A23a was once the biggest in the world iceberg. Now it has just weeks left

https://www.bbc.co.uk/news/resources/idt-20f878f1-f4af-4022-9f62-b0515b9f4b20
1•reconnecting•8m ago•0 comments

Show HN: Too many AI SaaS launching every day so we built Arena where they fight

https://glad-ia-tor.com/
1•GiornoJojo•10m ago•0 comments

Show setup modal with confetti on coverage page when no CI data exists

1•nishiohiroshi•11m ago•0 comments

XC-BASIC3 Space Invaders (Pet Programming Part 3)

https://retrogamecoders.com/xcbasic3-spaceinvaders/
1•ibobev•16m ago•0 comments

Designing a Game Board for the TMS9918A

https://bumbershootsoft.wordpress.com/2026/03/07/designing-a-game-board-for-the-tms9918a/
1•ibobev•17m ago•0 comments

More Apple II chainable hard drives?

https://www.colino.net/wordpress/archives/2026/03/07/more-apple-ii-chainable-hard-drives/
1•ibobev•17m ago•0 comments

The True Scale Multiplication Grid

https://thechalkfaceblog.wordpress.com/2017/04/29/the-true-scale-multiplication-grid/
1•tzury•18m ago•0 comments

Ask HN: How to serve inference as we do with containes with cached token

1•elesbao•19m ago•0 comments

OS-Level Age Verification

https://waspdev.com/articles/2026-03-07/my-thoughts-on-os-level-age-verification
1•senfiaj•25m ago•0 comments

Old site, new site bookmarklets

https://www.autodidacts.io/old-site-new-site-bookmarklets/
1•Curiositry•28m ago•0 comments

Agent-town – A pixel-art AI agent online collaboration platform

https://github.com/geezerrrr/agent-town
2•felixding•30m ago•0 comments

Predicting Personality from Book Preferences with User-Generated Content Labels [pdf]

https://www.cs.ubc.ca/~lsigal/Publications/tac2018annalyn.pdf
1•Curiositry•31m ago•0 comments

We Moved from AWS to Hetzner. Cut Costs 89%. Here's the Catch

https://medium.com/lets-code-future/we-moved-from-aws-to-hetzner-cut-costs-89-heres-the-catch-961...
1•doener•33m ago•0 comments

Iranian Women Graduate in Stem 3× the Rate of U.S. Women and Has 5× More PhDs

https://hrnews1.substack.com/p/iranian-women-graduate-in-stem-at
2•williesmellson•33m ago•1 comments

When Distillation Strips the Soul: Safety Comparison of a Claude-Distilled Model

https://netrork.com/blog/when-distillation-strips-the-soul/
1•jrork•37m ago•0 comments

The User Is Stochastic: Testing Agentic Systems with Simulation and Evaluation

https://www.gojiberries.io/simulating-and-evaluating-agentic-systems/
1•neehao•37m ago•0 comments

They all said Hormuz closure would be brief. What if they were wrong?

https://www.lloydslist.com/LL1156532/They-all-said-Hormuz-closure-would-be-brief-What-if-they-wer...
1•everybodyknows•37m ago•0 comments

Quint: Executable Specs for Reliable Systems

https://quint-lang.org/
1•0xcafefood•38m ago•0 comments

We built a free AI local newspaper for towns that lost theirs

https://news.minir.ai/explore?town=chesterton
1•ToukoTok•41m ago•3 comments

The HArc Stack – A Web Stack Built on Raku

https://harcstack.org
1•TheWiggles•44m ago•0 comments

Show HN: Apc-CLI – sync AI memory across Claude Code, Cursor, Copilot

https://github.com/FZ2000/apc-cli
1•FZ2000•46m ago•0 comments

Ask HN: Building on-device call screening–no cloud, just local ML. Realistic?"

1•dorjedev•47m ago•0 comments

"Warn about PyPy being unmaintained"

https://github.com/astral-sh/uv/pull/17643
2•networked•48m ago•0 comments

New Strides Made on Deceptively Simple 'Lonely Runner' Problem

https://www.quantamagazine.org/new-strides-made-on-deceptively-simple-lonely-runner-problem-20260...
1•tzury•50m ago•0 comments

Don't bet that The Pentagon – or Anthropic – is acting in the public interest

https://www.theguardian.com/commentisfree/2026/mar/03/anthropic-openai-pentagon-ethics
1•gnabgib•50m ago•0 comments