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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

Show HN: Rapto – the missing window manager for macOS

https://rapto.app
1•LevkaDev•49s ago•0 comments

Molecular, haemodynamic, and functional effects of LSD in the human brain

https://www.medrxiv.org/content/10.1101/2025.06.17.25329677v2.full
1•PaulHoule•2m ago•0 comments

Node Research Browser – suggests what to read next

https://noderesearch.app/
1•Isaacmanz•2m ago•0 comments

Request for Startups – "LLMs That Write Well" – Why?

1•crazyleg•2m ago•0 comments

Show HN: Kwatch – one Kubernetes alert with the root cause, not fifty

https://github.com/abahmed/kwatch
1•abahmed•2m ago•0 comments

In Software, When an Engineer Exits the Team (2021)

https://medium.com/better-programming/in-software-when-an-engineer-exits-the-team-1e550303cff8
1•biscuits1•5m ago•0 comments

Why Japan's Industry Collapsed: The Missing Educational Link

https://medium.com/@saitoken330/japans-post-2000s-english-education-curriculum-is-a-catastrophic-...
1•7kago_yomi•7m ago•0 comments

Anthropic's S-1 explains the unnamed deals in Google, Broadcom, SpaceX filings

https://equibles.com/research/anthropics-s-1-checked-against-amazon-google-microsoft-and-broadcom...
1•daniel3303•8m ago•0 comments

Nxnative – Switch games running natively on iPhone, iPad and Mac as unsigned IPA

https://github.com/seedds/nxnative
1•haunter•9m ago•0 comments

The Rise of the Lone Scientist Under Agentic AI

https://www.unite.ai/the-rise-of-the-lone-scientist-under-agentic-ai/
1•50kIters•9m ago•0 comments

Show HN: AgentEd – local-first visual Markdown editor with token counts

https://github.com/cgxopen/AgentEd
1•cataling_vasile•10m ago•1 comments

Getting an LLM to Make Me a Tool for Enriching My Icons' Color Metadata

https://blog.jim-nielsen.com/2026/use-llm-to-add-color-metadata/
1•surprisetalk•10m ago•0 comments

Cloudflare Artifacts

https://www.cloudflare.com/products/artifacts/
1•reimertz•10m ago•0 comments

My Answer to the AI Wave: Focus on Reality, Not Fear

https://botond.dev/quick-updates/my-answer-to-the-ai-wave-focus-on-reality-not-fear/
1•botondev•11m ago•1 comments

Show HN: UEFI pre-driver Nvidia GPU unlocker for Windows

https://github.com/physicsdolphin/nv-uefi-unlocker
1•84634E1A607A•11m ago•0 comments

Show HN: Everything ever written into Bitcoin, decoded from the transactions

https://writteninbitcoin.com/en
1•DeclassFile•12m ago•0 comments

Python Typing Survey 2026 Results

https://engineering.fb.com/2026/10/27/developer-tools/python-typing-survey-2026-ai-tools-checker-...
1•ocamoss•12m ago•0 comments

AI crawlers in robots.txt: a study of the top 10k sites (2026)

https://hitmind.ai/research/ai-crawler-access-2026/
1•mimimile•12m ago•0 comments

Show HN: Notedux – A note-taking tool with no login or sign-up

https://notedux.com
2•Beocinac•13m ago•0 comments

Trump Vows to Ban Term 'Artificial Intelligence'

https://www.forbes.com/sites/fionariley/2026/10/27/trump-vows-to-ban-term-artificial-intelligence/
1•sorenjan•13m ago•0 comments

Architecture as Code

https://github.com/finos/architecture-as-code
1•saikatsg•14m ago•0 comments

Same-generation CPUs from 4 China clouds are within 8%, storage differs 6x

https://chinaready.co/research/china-cloud-vm-benchmark-report/
1•martinliucn•15m ago•0 comments

How to Use ZizkaDB Suggestions to Cut Costs and Fix Agent Performance

https://medium.com/@MirArshadTalpur/how-to-use-zizkadb-suggestions-to-cut-costs-and-fix-agent-per...
2•Arshad-Talpur•19m ago•0 comments

Preprint-centric publishing model gets major boost

https://www.nature.com/articles/d41586-026-03445-w
2•sohkamyung•20m ago•0 comments

ICE Is Running One of the Largest Anti-Left Surveillance Ops in US History

https://www.wired.com/story/ice-is-running-one-of-the-largest-anti-left-surveillance-operations-i...
3•zzzeek•21m ago•0 comments

Show HN: Fanout – OpenTelemetry back end in one Go binary (Parquet, DuckDB, MCP)

https://github.com/labstack/fanout
1•matrika•22m ago•0 comments

Are our personal AI agents holding us hostage?

https://trevinsays.com/p/are-our-personal-ai-agents-holding
2•ingve•24m ago•0 comments

Show HN: Obsidian Garden – Publish an Obsidian vault as a server-rendered site

https://github.com/sina-salahshour/obsidian-garden
1•snslhshr•24m ago•0 comments

Why don't we run the taskbar and Task Manager at high priority?

https://devblogs.microsoft.com/oldnewthing/20261027-00/?p=112800/
3•ibobev•25m ago•0 comments

One dead LED killed a working TV

https://train-it.eu/blog/one-dead-led-killed-a-working-tv/
8•ibobev•26m ago•2 comments