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Show HN: Mixlab, an ML arch lab in Go. JSON config, Metal and CUDA, 1.6s builds

https://github.com/mrothroc/mixlab
1•mrothroc•15s ago•0 comments

Health AI Startup Has Helped Reverse Denied Health Insurance Claims

https://www.bloomberg.com/news/features/2026-04-22/ai-and-mark-cuban-among-startup-s-tools-to-fig...
2•pir8life4me•1m ago•0 comments

Bloomberg's TypeScript CLI Library

https://bloomberg.github.io/stricli/
1•frutiger•1m ago•0 comments

A Powerful New 'QR Code' Untangles Math's Knottiest Knots

https://www.quantamagazine.org/a-powerful-new-qr-code-untangles-maths-knottiest-knots-20260422/
1•defrost•1m ago•0 comments

The Corporation

https://thecorporation.com/
1•metabagel•2m ago•0 comments

Chernobyl at 40: The accident, its impact and how it changed nuclear energy

https://www.world-nuclear-news.org/articles/chernobyl-at-40-the-accident-its-impact-and-how-it-ch...
2•philipkglass•2m ago•1 comments

Security Without Hierarchy

https://theanarchistlibrary.org/library/scrappy-capy-distro-security-without-hierarchy
1•eustoria•3m ago•0 comments

ByeDoom – Quickly get an RSS feed for your favorite reader

https://byedoom.com/
1•eustoria•4m ago•0 comments

Emergence Is Not Engineering

https://www.noemamag.com/emergence-is-not-engineering/
1•Brajeshwar•4m ago•0 comments

Show HN: Making video games every day with Claude (Day 9: Pong Paralyzer)

https://gamevibe.us/9-pong-paralyzer
2•pzxc•5m ago•0 comments

Show HN: A visual CI/CD system

https://www.actionforge.dev
3•sebastian_io•6m ago•0 comments

Exit Payout Scenarios

https://www.thesaasceo.com/p/your-exit-payout-scenarios
2•sanketbhasin•8m ago•0 comments

US turns to Ukrainian counter-drone tech after Iran attacks, sources say

https://www.reuters.com/business/aerospace-defense/us-turns-ukrainian-counter-drone-tech-after-ir...
1•mikhael•8m ago•0 comments

Show HN: AthleteData – AI coach for endurance athletes that messages you first

https://www.athletedata.health
3•fliellerjulian•8m ago•0 comments

USVC: A new fund by AngelList that broadens access to venture capital

https://usvc.com/
3•bpierre•10m ago•0 comments

RoboLab: Robot- and policy-agnostic simulation benchmarking

https://research.nvidia.com/labs/srl/projects/robolab/
1•dagli•10m ago•0 comments

Show HN: Google Docs MCP that works

https://github.com/dbuxton/google-docs-mcp
1•dbuxton•10m ago•0 comments

Show HN: Free Live Speech Translator

https://timleland.com/live-speech-translator/
2•TimLeland•11m ago•0 comments

SpaceX is working with Cursor and has an option to buy the startup for $60B

https://techcrunch.com/2026/04/21/spacex-is-working-with-cursor-and-has-an-option-to-buy-the-star...
1•hislaziness•11m ago•1 comments

How Health Workers Can Love Their Devices

https://za.virtualhospitalsafrica.org/blog/how-health-workers-can-love-their-devices
1•wweiss1230•15m ago•0 comments

Features everyone should steal from npmx

https://nesbitt.io/2026/04/16/features-everyone-should-steal-from-npmx.html
1•speckx•15m ago•0 comments

Building Ridgeline, part 1: I have too many dashboards

https://www.xydac.com/blog/building-ridgeline-part-1/
1•xydac•16m ago•0 comments

World Models will push the frontier for LLMs

https://lucrbvi.bearblog.dev/world-models-will-push-the-frontier/
2•lucrbvi•17m ago•0 comments

AI wants composition, not chat

https://linuxtoaster.com/blog/against-the-chat-box.html
1•dirk94018•17m ago•0 comments

Tolaria

https://tolaria.md/
1•handfuloflight•18m ago•0 comments

Luddites and AI Datacenters

https://www.seangoedecke.com/luddites-and-ai-datacenters/
1•Brajeshwar•19m ago•0 comments

Show HN: Map – Receipts and rollback for AI agents

https://github.com/DeadpxlStudio/ModelActionProtocol
1•Dahvay•19m ago•0 comments

White paper: Enphase universal bidirectional EV charger

https://enphase.com/download/iq-bidirectional-ev-charger-whitepaper
1•malchow•20m ago•0 comments

DCP-AI – Portable accountability layer for AI agents (post-quantum)

https://github.com/dcp-ai-protocol/dcp-ai
1•dnaranjo•20m ago•0 comments

'Finding Satoshi' Makes the Case for Hal Finney, Len Sassaman as BTC Co-Creators

https://decrypt.co/365075/finding-satoshi-makes-the-case-for-hal-finney-len-sassaman-as-bitcoin-c...
1•tromp•21m ago•1 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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