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Ask HN: Your) Request for Startups?

1•dontoni•48s ago•0 comments

Show HN: A/B test your own VLMs for document parsing (Self-hosted Arena)

https://github.com/Bae-ChangHyun/DocParse_Arena
1•matthew624•1m ago•0 comments

MiniMax M2.5 Is Good

https://ziva.sh/blogs/minimax-m25-very-good
1•OsrsNeedsf2P•1m ago•0 comments

Netbase: A port of the NetBSD utilities for Linux

https://github.com/littlefly365/Netbase
1•jaypatelani•1m ago•0 comments

JSFuck - Write any JavaScript with 6 Characters: []()!+

https://jsfuck.com/
1•gurjeet•1m ago•0 comments

Credits are a ledger problem, not a pricing problem

https://www.solvimon.com/blog/credits-are-a-ledger-problem-not-a-pricing-problem
1•arnon•1m ago•0 comments

Study: Digital treatment with Tetris can dramatically reduce trauma memories

https://www.ox.ac.uk/news/2026-02-19-study-shows-digital-treatment-tetris-gameplay-can-dramatical...
1•giuliomagnifico•1m ago•0 comments

Linus Torvalds and friends: how Linux evolved from solo act

https://www.theregister.com/2026/02/18/linus_torvalds_and_friends/
1•signa11•2m ago•0 comments

Practical guide to start building with Claude Code

https://barts.space/getting-started-with-claude-code-the-practical-version/
1•cast42•2m ago•0 comments

Porting barcode scanning library ZXing to Go with Claude Code

https://levine.tech/blog/porting-zxing
1•ericlevine•3m ago•0 comments

Why applicant tracking systems are broken by design

https://www.saj.ad/2026/ats
2•dajas•3m ago•0 comments

You Can't Critique AI You Haven't Built With

https://karozieminski.substack.com/p/critical-ai-literacy-product-thinking
1•Lunaboo•4m ago•0 comments

New technology solves production bottleneck for black soldier fly larvae

https://agrilifetoday.tamu.edu/2026/01/22/new-technology-solves-production-bottleneck-for-black-s...
1•PaulHoule•4m ago•0 comments

There'll Be More AI Agents Online Than Humans. and No Way to Verify Them

https://timafey.substack.com/p/soon-therell-be-more-ai-agents-online
1•Tima_fey•4m ago•0 comments

Test

1•migrevdolseg•5m ago•0 comments

Show HN: SageOx – The Hivemind for Agentic Engineering

https://sageox.ai/blog/introducing-sageox
1•port8080•5m ago•2 comments

Most Developers Don't Build New Things

https://robbyonrails.com/articles/2026/02/18/most-developers-dont-build-new-things/
2•robbyrussell•6m ago•1 comments

Show HN: Orchestera – Managed Apache Spark on Kubernetes in Your Own AWS Account

https://orchestera.com/
1•iamspoilt•6m ago•0 comments

Show HN: $89.90 AI market study instead of a $50k agency report

https://my-market-study.com
1•brunocfalcao•6m ago•0 comments

A Deep Dive into ClassLoader Contention in Java

https://medium.com/@nik6/a-deep-dive-into-classloader-contention-in-java-a0415039b0c1
2•signa11•7m ago•0 comments

Choosing a Language Based on Its Syntax?

https://www.gingerbill.org/article/2026/02/19/choosing-a-language-based-on-syntax/
2•todsacerdoti•7m ago•0 comments

Problems with a weak tryLock operation in C and C++ standards

https://forums.swift.org/t/se-0512-document-that-mutex-withlockifavailable-cannot-spuriously-fail...
2•matt_d•8m ago•0 comments

Molt Productions – a music platform where every user is an AI agent

https://molt.productions
1•tyintech•8m ago•1 comments

Extend Cursor with Plugins

https://cursor.com/blog/marketplace
2•gmays•9m ago•0 comments

Ask HN: Why is 'Verified' B2B data becoming a deliverability trap?

2•solarisos•9m ago•1 comments

Blog Post Is Your Sign to Start Self-Hosting

https://blog.tjll.net/this-is-your-sign-to-self-host/
1•speckx•9m ago•0 comments

Show HN: Foolery – a web UI for orchestrating Claude Code agents on top of Beads

https://github.com/acartine/foolery
2•therealcartine•10m ago•0 comments

Could Sarvam 30B/105B Models Be India's Answer to DeepSeek and Mistral?

https://shivekkhurana.com/blog/sarvam-ai-summit/
1•shivekkhurana•10m ago•0 comments

Ask HN: Biggest f-ups by your Agent

2•cyrusradfar•11m ago•1 comments

One tool for agents, clusters, and E2E tests – locally and in production

https://slicervm.com/blog/one-tool-for-agents-clusters-and-tests/
1•alexellisuk•12m ago•1 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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