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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

I Did This Without Your Knowledge

https://www.lesswrong.com/posts/3375SZNGA5dKHQMie/i-did-this-without-your-knowledge
1•jmugan•3m ago•0 comments

Say goodbye to manually typing replies on x

https://chromewebstore.google.com/detail/yapmaxxer-—-ai-replies-in/mliokepdopdfkhfdiepjcbcfkamj...
1•Quise2003•6m ago•0 comments

PHP2Shell (CVE-2026-109618) Exploit

https://www.exploit-db.com/exploits/52704
1•sysoleg•7m ago•0 comments

Happiness from Treating the Weekend Like a Vacation

https://journals.sagepub.com/doi/10.1177/1948550620916080
1•nreece•8m ago•0 comments

Show HN: Carton – Real Boundaries for Ruby

https://carton.dtcristo.com/
1•dtcristo•10m ago•0 comments

The Latest Anthropic Claude Models Contain AI Text Watermarks

https://www.oreilly.com/radar/the-latest-anthropic-claude-models-contain-ai-text-watermarks-what-...
1•pella•12m ago•0 comments

When AI Agrees Too Much: Manipulating Automated Code Review via Bias Injection [pdf]

https://dimitro.gr/assets/pdf/AASM27.pdf
1•matt_d•13m ago•0 comments

DeltaDB: A New System of Record for Agents [video]

https://www.youtube.com/watch?v=T7oydtzie88
1•iamA_Austin•14m ago•0 comments

How to disrespect your users

https://hypomanic.dev/disrespect-your-users
1•molw•14m ago•0 comments

How to Learn Mathematics: A Self-Study Roadmap

https://abakcus.com/articles/how-to-learn-mathematics
1•the-mitr•15m ago•0 comments

Funding The Web. The web is dying. Let's change that

https://ftw.fund/
1•rapnie•16m ago•0 comments

Who ClickHouse Competes With (And Who It Doesn't)

https://newcadence.io/insights/who-clickhouse-competes-with
1•benjaminwootton•21m ago•0 comments

The .http File Format

https://http-files.org/
2•figmert•26m ago•0 comments

Restoring a Soviet ES-4001 Mainframe Control Panel

https://hackaday.com/2026/10/22/restoring-a-soviet-es-4001-mainframe-control-panel/
2•sohkamyung•29m ago•0 comments

Move Slow and Fix Things

https://endler.dev/2024/move-slow-and-fix-things/
92•ahmedhossamdev•43m ago•2 comments

Europe might become poor in the course of the next 10-20 years

https://twitter.com/johnloeber/status/2113382520498925767
3•MrBuddyCasino•45m ago•0 comments

A Printer Printing onto Paper

https://twitter.com/macrofying/status/2112904628509528219
1•MrBuddyCasino•54m ago•0 comments

Mapping Economic Theory with AI [pdf]

https://andreaciccarone.github.io/claim_graphs_draft.pdf
1•theanonymousone•59m ago•0 comments

Let's Kill the Four-Chord Song

https://www.honest-broker.com/p/lets-kill-the-four-chord-song
2•paulpauper•1h ago•0 comments

Thoughts I had while reading your comment

https://dynomight.substack.com/p/comment
1•paulpauper•1h ago•0 comments

An artist's take on AI in math

https://3blue1brown.substack.com/p/an-artists-take-on-ai-in-math
1•vismit2000•1h ago•0 comments

Jhana 5: Romance with the Void

https://psychotechnology.substack.com/p/jhana-5-romance-with-the-void
1•paulpauper•1h ago•0 comments

Why even the smartest people on the planet can think dumb things

https://www.fastcompany.com/91611128/smartest-people-think-really-dumb-things
1•edwinfredy•1h ago•0 comments

How Civilization was made: complete history of Sid Meier's iconic strategy games

https://www.youtube.com/watch?v=SdfxTXCw15s
1•doppp•1h ago•0 comments

SK Hynix Pulls Plug on Memory-Chip Unit U.S. IPO on Market Jitters

https://www.wsj.com/tech/sk-hynix-shelves-plans-for-u-s-listing-of-memory-chip-unit-solidigm-e967...
2•snikolaev•1h ago•0 comments

PHP2SHELL Patch for Older Versions

https://github.com/wasdthedebugger/php2shell
2•wasdthedebugger•1h ago•0 comments

Trump's Gamble to End the Iran War

https://www.theatlantic.com/national-security/2026/10/trump-iran-war-strikes-after-midterms/689121/
2•hebelehubele•1h ago•1 comments

Agent Tools for Unreal Engine

https://app.simplystream.com/
4•astlouis44•1h ago•0 comments

Breakthrough vaccine for the deadliest skin cancer cut risk by almost half

https://www.washingtonpost.com/health/2026/10/22/breakthrough-vaccine-deadliest-skin-cancer-cut-r...
1•pseudolus•1h ago•1 comments

'Former inmates want to come back to visit': inside Florida's prison zoo

https://www.theguardian.com/artanddesign/2026/oct/22/florida-keys-prison-zoo-prisoners
1•1659447091•1h ago•0 comments