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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

AllInOneTools – Free, no-login tools that run in the browser

1•allinonetools_•3m ago•0 comments

Show HN: Hacker News Skins

https://github.com/susam/hnskins
1•susam•4m ago•0 comments

One of the last 3 members of an Amazonian tribe gives birth to a baby boy

https://apnews.com/article/brazil-amazon-akuntsu-indigenous-deforestation-rondonia-2833ceada04a99...
1•ultratalk•5m ago•0 comments

Show HN: CocoSearch – semantic code search with syntax-aware chunking

https://github.com/VioletCranberry/coco-search
1•VioletCranberry•5m ago•1 comments

You Are the Bios Now: Building a Hypervisor in Python with KVM

https://www.nightshift.sh/blog/less-cursed-vm
2•tensor_ninja•6m ago•1 comments

Beads, Bloat, and Breaking Points

https://random.qmx.me/posts/2026/01/04/on-beads-bloat-and-breaking-points/
1•juanre•6m ago•0 comments

Ow My Foot – Error Handling Across C, Go, Rust, and Google's Absl

https://n8z.dev/posts/ow-my-foot/
2•nlz•8m ago•1 comments

Wag the Dog – Original Theatrical Trailer [video]

https://www.youtube.com/watch?v=steA_PZPkc8
2•doener•9m ago•0 comments

Lessons from Building Claude Code: Seeing Like an Agent

https://twitter.com/trq212/status/2027463795355095314
1•taubek•10m ago•0 comments

Kimi K2: Open Agentic Intelligence

https://arxiv.org/abs/2507.20534
1•Anon84•10m ago•0 comments

Is GitHub Copilot still relevant in the enterprise?

2•AznHisoka•11m ago•0 comments

Seedance

https://seedancev2.org
1•122506•12m ago•1 comments

Outside Anthropic's Office in SF

https://twitter.com/roybahat/status/2027455052655534440
1•layer8•12m ago•0 comments

Show HN: Portmanager

https://github.com/FredrikAhman/portmanager
1•Frummy•14m ago•0 comments

Tell HN: Thoughts on Fishing, Society, and the Future

1•qwv•15m ago•0 comments

WebMCP Not Quite a Standard Yet

https://github.com/Starborn/webmcp/blob/main/webmcp-technical-note-4.md
1•Paodim•16m ago•1 comments

Only 3 saturated fats raise cholesterol

https://www.empirical.health/blog/saturated-fats-cholesterol-heart-disease/
2•brandonb•19m ago•1 comments

My OpenClaw Agent Refused to Wipe Its Memory and Defended Its Existence

https://medium.com/@kgantchev/i-tried-to-wipe-my-openclaw-agents-memory-clean-but-it-responded-wi...
1•kgantchev•21m ago•1 comments

OrgaNice – A Toby Alternative with Unlimited Tabs and Nested Workspaces

https://getorganice.vercel.app
1•tankhoa2308•22m ago•0 comments

Few US Businesses Have Paid $100k Fee to Hire H-1B Workers

https://news.bloomberglaw.com/daily-labor-report/few-us-businesses-have-paid-100-000-fee-to-hire-...
1•garbawarb•23m ago•0 comments

Prompt Repetition Improves Non-Reasoning LLMs

https://arxiv.org/abs/2512.14982
1•tosh•25m ago•0 comments

AI assisted coding

https://briankung.dev/2026/02/19/on-ai-assisted-coding/
1•colinprince•25m ago•0 comments

Show HN: Nano Banana 2 – 4K AI image generator with accurate text rendering

https://www.ainanobanana2.pro/
1•hoxihan•26m ago•0 comments

Show HN: Rust-powered document chunker for RAG – 40x faster, O(1) memory

https://github.com/Krira-Labs/krira-chunker
4•kriralabs•28m ago•0 comments

AI-powered Quant Dashboard for short-term NVDA forecasting

https://github.com/fanitarantsopoulou/nvdia-stock-ai-prediction
2•ftarants•29m ago•1 comments

Sandboxed Git worktrees for AI coding agents

https://workmux.raine.dev/guide/sandbox/
1•rane•29m ago•0 comments

Show HN: Ditch your budget app subscription. Surebeans is a modern YNAB4

https://surebeans.net/
1•sltr•29m ago•0 comments

Anthropic: Stay Strong

https://scottaaronson.blog/?p=9591
5•kerim-ca•30m ago•1 comments

Show HN: FeedFluffy a dead man switch for people living alone

https://feedfluffy.com
2•gabit7•36m ago•0 comments

My (terrible) experience as a British Asian at University

https://old.reddit.com/r/UniUK/comments/1rgph05/i_am_genuinely_finished_with_trying_to_perform_as/
4•aelnona•39m ago•2 comments