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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

Glowing Polyhedrons – LED filament 3D objects using graph theory

https://cpldcpu.github.io/2026/01/24/glowing-polyhedrons/
1•cpldcpu•1m ago•0 comments

Hexapod Simulator

https://hexapod-simulator.onrender.com/
1•ustad•3m ago•0 comments

Shot Heard Round the World America Rock [video]

https://www.youtube.com/watch?v=Y6ikO6LMxF4
1•rolph•7m ago•0 comments

You'll Be Back – Hamilton Animatic [video]

https://www.youtube.com/watch?v=-P_1RYVTjcA
1•rolph•9m ago•0 comments

I hate forms and I must data entry

https://skeda.app/blog/i-hate-forms-and-yet-i-must-data-entry
1•Dansvidania•11m ago•0 comments

Sony Data Discman

https://huguesjohnson.com/random/sony-ebook/
1•naves•11m ago•0 comments

Deutsche Telekom is violating Net Neutrality

https://netzbremse.de/en/
3•tietjens•13m ago•0 comments

"Destination Space" (1959 movie)

https://archive.org/details/destination-space-1959-colorized
2•Animats•13m ago•0 comments

Riemann Mapping Theorem

https://en.wikipedia.org/wiki/Riemann_mapping_theorem
2•ogogmad•14m ago•0 comments

Anchor Interpolated Morph (Aim)

https://nerdy.dev/anchor-interpolated-morphing
1•SouravInsights•17m ago•0 comments

Why Developing for MS SharePoint Is a Horrible, Terrible, and Painful Experience

https://jordansrowles.medium.com/why-developing-for-microsoft-sharepoint-is-a-horrible-terrible-a...
1•thibautg•25m ago•0 comments

Like digging 'your own grave': The translators grappling with losing work to AI

https://www.cnn.com/2026/01/23/tech/translation-language-jobs-ai-automation-intl
4•myk-e•26m ago•0 comments

Introduction to PostgreSQL Indexes

https://dlt.github.io/blog/posts/introduction-to-postgresql-indexes/
2•dlt•28m ago•0 comments

Hands-On with Two Apple Network Server Prototype ROMs

http://oldvcr.blogspot.com/2026/01/hands-on-with-two-apple-network-server.html
2•todsacerdoti•28m ago•0 comments

White whale spotted off Crescent Head coast in 'unusual' summer sighting

https://www.abc.net.au/news/2026-01-14/rare-white-whale-spotted-off-new-south-wales-mid-north-coa...
2•Tomte•32m ago•0 comments

Show HN: Sightline – Shodan-style search for real-world infra using OSM Data

https://github.com/ni5arga/sightline
2•ni5arga•34m ago•0 comments

Bing is not as bad as you think

https://blog.nilch.org/blog/bing-is-not-as-bad-as-you-think-a-search-engine-quality-study/
2•UnmappedStack•36m ago•0 comments

Oops, Someone Is Wrong on the Internet

https://medium.com/luminasticity/oops-someone-is-wrong-on-the-internet-2068c7dbf072
1•bryanrasmussen•40m ago•0 comments

GLM4.7-Flash the new Local LLM king at 30B A3B and OpenCode?

https://grigio.org/glm4-7-flash-the-new-local-llm-king-at-30b-a3b/
1•grigio•41m ago•0 comments

Validation: CRM for orgs with internal competition

1•Yaswanth21•42m ago•0 comments

Burhan(TruthCert)fail-closed verification LLM outputs(measure false-ship rate)

https://github.com/mahmood726-cyber/Burhan
1•mahmood726•42m ago•2 comments

Exploring radio emissions from confirmed exoplanets using SKA (2024)

https://www.frontiersin.org/journals/astronomy-and-space-sciences/articles/10.3389/fspas.2024.141...
1•zeristor•44m ago•0 comments

Agent Context Graph

https://github.com/markjspivey-xwisee/agent-context-graph
1•markjspivey•48m ago•1 comments

Show HN: Bootstrapping a compiler from raw machine code

https://github.com/nineties/hex-to-compiler
1•nineties•50m ago•0 comments

Show HN: AutoShorts – Local, GPU-accelerated AI video pipeline for creators

https://github.com/divyaprakash0426/autoshorts
1•divyaprakash•59m ago•1 comments

Target 1: Baseten

https://www.silares.com/targets/target-1-baseten
2•todsacerdoti•1h ago•0 comments

A multi-entry CFG design conundrum

https://bernsteinbear.com/blog/multiple-entry/
2•fbuilesv•1h ago•0 comments

A Massacre in Mashhad

https://www.newyorker.com/news/as-told-to/a-massacre-in-mashhad
4•Tomte•1h ago•1 comments

Disney to Pay $10M in FTC Children's Data Settlement

https://natlawreview.com/article/court-approves-order-requiring-disney-pay-10mm-settle-ftc-attorn...
2•petethomas•1h ago•0 comments

Show HN: Lumina – Open-source observability for LLM applications

https://github.com/use-lumina/Lumina
3•iggycodexs•1h ago•0 comments