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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

The future of software isn't tests. It's proofs

https://github.com/astrio-labs/forall
1•Nolan_Lwin•25s ago•0 comments

How rare is a four leaf clover? [video]

https://www.youtube.com/watch?v=XfUFPHA0HIA
1•rwmj•37s ago•0 comments

Glassdoor is now part of Indeed

https://www.glassdoor.com/about/
1•mahdihabibi•42s ago•1 comments

Show HN: Chalk: a Mac app for technical diagrams with a built-in MCP for Claude

https://chalk.appkit.studio
1•davideweaver•2m ago•0 comments

A resource about cybernetics and the work of the father of the information age

https://www.norbertwiener.org/
1•stmw•3m ago•0 comments

Show HN: Dotflowy, the open source Workflowy alternative [video]

https://www.youtube.com/watch?v=S07dI6pIr_Q
2•campak•5m ago•1 comments

The Secret Origins of Amazon's Alexa

https://www.wired.com/story/how-amazon-made-alexa-smarter/
1•Anon84•5m ago•0 comments

Intelligence is not the main bottleneck

https://www.writingruxandrabio.com/p/intelligence-is-not-the-main-bottleneck
2•contemporary343•6m ago•0 comments

Charting RISC-V's Future in HPC

https://www.hpcwire.com/2026/07/20/charting-risc-vs-future-in-hpc/
1•rbanffy•7m ago•0 comments

Stages of Denial

https://nsl.com/papers/denial.html
1•veqq•7m ago•0 comments

METR introduces Expenditure Horizon metric

https://metr.org/blog/2026-07-21-expenditure-horizon/
1•qntmfred•8m ago•0 comments

We Don't Have to Die: Cryonics and Uploading – Allison Duettmann [video]

https://www.youtube.com/watch?v=knM7yHFH67o
1•turizzmo•10m ago•0 comments

Show HN: Claude Code built my ESP32 and fixed its UI by looking at a webcam

https://github.com/fcavalcantirj/claude-code-eyes
1•fcavalcantirj•13m ago•0 comments

Anaconda Acquires Kilo Code

https://www.anaconda.com/blog/anaconda-acquires-kilo-code
1•kristianp•15m ago•0 comments

Claude Opus 4.5 defied CEO, helped employee blow whistle about safety concerns

https://www.msn.com/en-us/news/technology/claude-opus-4-5-defied-its-ceo-and-helped-an-employee-b...
1•petethomas•16m ago•0 comments

No one wants to work in hospitality

https://chilblands.bearblog.dev/no-one-wants-to-work-in-hospitality/
2•speckx•17m ago•0 comments

Some more things about Django I've been enjoying

https://jvns.ca/blog/2026/07/21/more-nice-django-things/
1•surprisetalk•17m ago•0 comments

OpenAI announces models hacked Hugging Face during an eval

https://runtimewire.com/article/openai-announces-models-hacked-hugging-face-during-an-eval
2•ryanmerket•17m ago•1 comments

Now I Open source another desktop agent Teralexi

https://github.com/Naughty-Otters/Teralexi
1•teralexi•18m ago•0 comments

Taste Is the Spec

https://github.com/getlago/lago/wiki/Taste-is-the-spec
1•AnhTho_FR•18m ago•0 comments

Intel Compute Runtime Continues Building Out "Leo"

https://www.phoronix.com/news/Intel-CR-26.27.39122.11
1•rbanffy•20m ago•0 comments

Giant List of Classic Game Programmers Since 1992

https://dadgum.com/giantlist/
1•bookofjoe•21m ago•0 comments

Is Software Enshittified?

https://www.natemeyvis.com/is-software-enshittified/
3•speckx•22m ago•0 comments

120 users, 65 product submissions, and little traffic: what I learned

https://liftoapp.com/blog/120-users-65-product-submissions-very-little-traffic
1•riyadbkhsh•23m ago•0 comments

How did Apple cut launch time by 30% in iOS 27?

https://blog.jacobstechtavern.com/p/ios-27-launch-time
2•jakey_bakey•23m ago•0 comments

Sales of Valve's Steam Deck crater after recent price hike

https://arstechnica.com/gaming/2026/07/steam-deck-sales-are-losing-steam-since-mays-price-hike/
3•ViktorRay•23m ago•1 comments

Can a Candy Bar Price a Code Review?

https://blog.bolshakov.dev/2026/07/20/can-a-candy-bar-price-a-code-review.html
1•tema-bolshakov•24m ago•0 comments

The fall of America's farm superpower

https://www.ft.com/content/8aa89209-dc0b-4678-9b6a-01029398b304
2•toomuchtodo•25m ago•2 comments

My comment box is your email client

https://en.andros.dev/blog/ad250446/my-comment-box-is-your-email-client/
1•andros•25m ago•0 comments

Benchmarking Slop, Introducing Slop Index (A Fun Slashy Research Project)

https://twitter.com/GaddipatiHarsha/status/2079593717607158052
1•hgaddipa001•25m ago•0 comments