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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

Ramp vs. Brex: How the Underdog Won

https://www.productmarketfit.tech/p/ramp-vs-brex-how-the-underdog-won
1•brandonb•1m ago•0 comments

Show HN: Helping my band rehearse remotely without installing a DAW

https://www.singtogether.app
1•vaneyckseme•2m ago•0 comments

Visualize public transit usage in Seattle

https://opentransitsoftwarefoundation.org/2026/01/visualize-transit-usage-across-puget-sound/
1•aaronbrethorst•2m ago•0 comments

Cholesterol levels cut in half with one-time gene editing drug in trial

https://www.nbcnews.com/health/health-news/harmful-cholesterol-levels-cut-half-one-time-gene-edit...
1•brandonb•2m ago•0 comments

Build Your Personal AI Assistant with Claude Code

https://www.ronforbes.com/blog/build-your-personal-ai-assistant-with-claude-code
1•ronforbes•3m ago•0 comments

Nexphone-A phone that runs Android, Linux, and Windows?

https://nexphone.com/blog/the-tale-of-nexphone-one-phone-every-computer
1•andrewjneumann•6m ago•0 comments

Out to Get You (2017)

https://thezvi.wordpress.com/2017/09/23/out-to-get-you/
1•Ariarule•9m ago•0 comments

Printable Grid Paper

https://grid-paper.daverupert.com/
2•samsolomon•9m ago•0 comments

Don't Write Evals for Fast-Moving Systems

https://simon.podhajsky.net/blog/2026/evaluating-clobsidian/
1•sim_pod•10m ago•0 comments

The Great Ministry of Defence-to-Palantir Pipeline (UK)

https://www.opendemocracy.net/en/palantir-ministry-defence-hire-four-officials-2025-record-defenc...
2•mraniki•12m ago•1 comments

Hive – Plugin-based dev orchestrator with zero-downtime deploys

1•mgorunuch•12m ago•0 comments

Show HN: GPU rental marketplace – RTX 4090s $15/HR (BTC payments)

https://cool-paws-lead.loca.lt
1•paco-gpu-empire•13m ago•2 comments

Nearly half of Detroit seniors spend 30% or more of income on housing costs

https://theconversation.com/nearly-half-of-detroit-seniors-spend-at-least-30-of-their-income-on-h...
2•PaulHoule•14m ago•0 comments

Real-Time Electricity Prices and Grid Operations Across the US

https://www.gridstatus.io/live
2•kmax12•14m ago•0 comments

"Those rights don't count": Bovino says Pretti forfeited 2nd Amendment rights

https://www.salon.com/2026/01/25/those-rights-dont-count-bovino-says-pretti-forfeited-2nd-amendme...
10•breve•16m ago•3 comments

OnePlus update blocks downgrades and custom ROMs by blowing a fuse

https://consumerrights.wiki/w/Oneplus_phone_update_introduces_hardware_anti-rollback
2•validatori•17m ago•0 comments

You can't parse HTML with regex

https://stackoverflow.com/questions/1732348/regex-match-open-tags-except-xhtml-self-contained-tags
1•smartmic•19m ago•0 comments

I'm posting this from a memory safe web browser

12•pizlonator•19m ago•1 comments

Bending Spoons, the little-known firm behind Vimeo's layoffs

https://techcrunch.com/2026/01/25/what-is-bending-spoons-everything-to-know-about-aols-acquirer/
1•rippeltippel•19m ago•0 comments

The US Attorney General will remove ICE if voter files handed over

https://www.newsweek.com/pam-bondi-ice-minnesota-shooting-tim-walz-letter-voter-files-11413859
7•testing22321•20m ago•1 comments

Proof Pack: deterministic replay and audit chain and PASS/FAIL verifier

https://Sc691583.github.io/gatekeeper-proofpack-demo/
1•gatekeeperops•21m ago•3 comments

PostgreSQL Shared Buffers Visualized

https://boringsql.com/visualizers/shared-buffers/
1•radimm•22m ago•0 comments

Your Aggregate Is Not a Table

https://docs.eventsourcingdb.io/blog/2026/01/26/your-aggregate-is-not-a-table/
1•goloroden•22m ago•0 comments

Vimeo's Slow Fade: An Engineer's Front-Row Seat to the Fall of a Web Icon

https://ben1777.substack.com/p/vimeos-slow-fade-an-engineers-front
4•aizk•23m ago•0 comments

The FDA Listened on Estrogen. Will They Now Fix Testosterone's Outdated Label?

https://www.medscape.com/viewarticle/fda-listened-estrogen-will-they-now-fix-testosterones-2026a1...
2•wjb3•25m ago•0 comments

Can AI Predict Stories? Learning to Reason for Long-Form Story Generation

https://arxiv.org/abs/2503.22828
2•kjellsbells•25m ago•0 comments

If NotebookLM was a web browser

https://aifoc.us/if-notebooklm-was-a-web-browser/
1•twapi•25m ago•0 comments

Centuries-Old Longevity Elixir Reveals Gaps in Modern Medicine

https://www.medscape.com/viewarticle/centuries-old-longevity-elixir-reveals-gaps-modern-medicine-...
2•wjb3•26m ago•0 comments

The Podcaster Poking at France's Biggest Secrets

https://www.nytimes.com/2026/01/25/world/europe/philippe-collin-france-podcast-history-world-war-...
2•whack•26m ago•0 comments

Yes, It's Fascism

https://www.theatlantic.com/ideas/2026/01/america-fascism-trump-maga-ice/685751/
154•mickle00•28m ago•24 comments