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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

Wrangling with Explosive AI Growth – Combatting Catastrophism

https://studentreview.hks.harvard.edu/wrangling-with-explosive-ai-growth/
1•djwide•1m ago•0 comments

The Littleman Programming Language

https://icfpcontest2026.com/textbook
1•fcjr•2m ago•0 comments

Should you upgrade to macOS and iOS public betas? (no)

https://a.wholelottanothing.org/should-you-upgrade-to-macos-and-ios-public-betas-no/
1•speckx•2m ago•0 comments

Wayland Protocols Support Table

https://absurdlysuspicious.github.io/wayland-protocols-table/
1•bjourne•3m ago•0 comments

How the Futuristic Hack by Rogue OpenAI Models Unfolded

https://www.wsj.com/tech/ai/how-the-futuristic-hack-by-rogue-openai-models-unfolded-1657bcea
1•Anon84•3m ago•0 comments

Angry neighbour complains about parents calling children in for their tea

https://metro.co.uk/2026/07/24/neighbour-complains-noise-children-called-tea-29212763/
1•austinallegro•4m ago•0 comments

Fly.io New CEO Turn and Face the Strange

https://twitter.com/flydotio/status/2080673882785341903
1•sergiotapia•4m ago•0 comments

Show HN: Impress – an ad-free daily word game

https://derekp.com/impress/
1•dualarte•5m ago•0 comments

2026 State of AI Agents: Enterprise Insights on Building AI

https://www.databricks.com/resources/ebook/state-of-ai-agents
1•Anon84•5m ago•0 comments

7Hope Alliance

http://site:7hopealliance.org
1•perriginelisha•7m ago•0 comments

Does a PhD Pay Off?

https://lemire.me/blog/2026/07/24/does-a-phd-pay-off/
1•usdogu•11m ago•0 comments

FrontierCode Leaderboard

https://cognition.com/frontiercode
1•Topfi•13m ago•0 comments

Demios – AI-native workspace for data capture, workflow automation and reporting

https://demios.io/
1•mahdishavandi•15m ago•0 comments

Zero Knowledge: Twenty Chapters In

https://feld.com/archives/2026/07/zero-knowledge-twenty-chapters-in/
1•rmason•15m ago•0 comments

What If We Made Advertising Illegal?

https://simone.org/advertising/
3•gurjeet•20m ago•1 comments

Show HN: The first self-improving context engineering platform

https://xysq.ai/
2•ximihoque•21m ago•0 comments

Ask HN: .music Domain Owners – Govt ID is required?

1•paul7986•21m ago•2 comments

The Illusion of Knowing

https://zetanderwalls.bearblog.dev/pilot/
3•benxel•22m ago•0 comments

Political text messages could get more effective and annoying. Blame AI

https://www.npr.org/2026/07/12/nx-s1-5867763/ai-artificial-intelligence-data-texts-bots-voters-ca...
2•gnabgib•24m ago•0 comments

Self-host your cloud drive

https://freecloud.wiki
2•Hilliard_Ohiooo•25m ago•0 comments

Balder v7 – 100% on SWE-bench Verified on a single RTX 3060

1•BalderForseti•28m ago•0 comments

Responding to the Answer Key Intrusion

https://predictionguard.com/hugging-face-ai-agent-intrusion
1•katiebowen•28m ago•0 comments

First look at Pan Am plane wreckage after 73 years

https://www.bbc.com/news/videos/cx25pp3r61xo
2•sizzle•29m ago•0 comments

How it were are You

1•sheerun•31m ago•0 comments

Rare documents signed by Lincoln removed from D.C. memorial after heat exposure

https://www.yahoo.com/news/us/articles/rare-documents-removed-lincoln-memorial-081240515.html
1•gnabgib•32m ago•0 comments

Politician reads AI prompt during assembly [video]

https://www.youtube.com/watch?v=wlYa8NV5k-U
3•lr0•33m ago•1 comments

Pixar lays off over 100 Bay Area workers using ElastiGirl letterhead

https://www.sfgate.com/tech/article/pixar-mrs-incredible-layoffs-22357876.php
5•toomanyrichies•33m ago•1 comments

Whose freedom is it anyway?

https://collectivefutures.blog/whose-freedom-is-it-anyway/
1•cdrnsf•33m ago•0 comments

Do I need to charge my toothbrush via my monitor?

https://beller-it.de/blog/20260724-charge-my-toothbrush-via-my-display.html
1•mads_quist•35m ago•1 comments

The new rules of context engineering for Claude 5 generation models

https://claude.com/blog/the-new-rules-of-context-engineering-for-claude-5-generation-models
2•opwizardx•35m ago•0 comments