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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

The Map Is Not the Territory: The Agent-Tool Trust Boundary

https://niyikiza.com/posts/map-territory/
1•niyikiza•10m ago•0 comments

If you want to plan your dev projects faster, use this tool

https://getfrostbyte.dev/
1•Skyfall106•16m ago•0 comments

Are the YouTube channel Courts and Crimes's shorts AI-generated deep fakes?

https://skeptics.stackexchange.com/questions/60423/are-the-youtube-channel-courts-crimess-shorts-...
1•razor-thin•21m ago•0 comments

Show HN: OpenAI FM – Zero-setup AI voice tool(Inspired by repo)

https://openai-fm.org/
1•thenextechtrade•25m ago•0 comments

Altaid 8800

https://sunrise-ev.com/8080.htm
1•exvi•26m ago•0 comments

Z80 Mem­ber­ship Card

https://sunrise-ev.com/z80.htm
1•exvi•26m ago•0 comments

Reverse Shell as a Service

https://github.com/lukechilds/reverse-shell
1•jayhoon•30m ago•0 comments

Bill Pearson's (Alien Supervising Model Maker) Portfolio, Projects and Showreel

https://www.bookofthedead.ws/bill_pearson/
1•exvi•30m ago•0 comments

BreachForums hacking forum database leaked, exposing 324,000 accounts

https://www.bleepingcomputer.com/news/security/breachforums-hacking-forum-database-leaked-exposin...
2•hentrep•33m ago•0 comments

Time without end: Physics and biology in an open universe-Freeman J. Dyson [pdf]

https://journals.aps.org/rmp/abstract/10.1103/RevModPhys.51.447
1•thunderbong•33m ago•0 comments

China-Australia relationship in 2026? This is how experts in China see it

https://theconversation.com/can-the-china-australia-relationship-stay-on-track-in-2026-this-is-ho...
2•defrost•37m ago•1 comments

Software Engineer Pay at McDonalds

https://www.levels.fyi/companies/mcdonalds/salaries/software-engineer
1•filetmignon•40m ago•0 comments

Pineapple Desktop (FreeDOS)

https://doscore.net/pineapple.html
2•kristopolous•41m ago•2 comments

Show HN: AgentWatch – A terminal dashboard for monitoring AI Agent costs

https://github.com/Tarunjit45/agentwatch
1•DarkX45•42m ago•0 comments

Harmonia – Hash function using Golden Ratio and Quasicrystal mathematics

https://github.com/faustodas-afk/harmonia-crypto
2•fadase•42m ago•1 comments

Found a rare moment when HN is restarting server

https://freeimage.host/i/screenshot-2026-01-12-112131.fvEKgee
2•celurian92•44m ago•0 comments

Show HN: Moving files without install on the host

https://uldl.sh
1•thedanielforum•44m ago•0 comments

Gh-Dash – GitHub PR Dashboard for Claude Code

https://github.com/jakozloski/claude-code-gh-dash
1•handfuloflight•1h ago•0 comments

Show HN: I kept forgetting Git worktree syntax, so I wrapped it

https://github.com/binbandit/workty
2•binbandit•1h ago•1 comments

Malaysia and Indonesia Block Elon Musk's Grok

https://www.cnbc.com/2026/01/12/malaysia-indonesia-block-elon-musks-grok-obscene-non-consensual-c...
3•rfarley04•1h ago•0 comments

The Workings of the Pentagon's UFO Reverse Engineering Program [video]

https://www.youtube.com/watch?v=u7g5Sn1DJF4
4•keepamovin•1h ago•0 comments

Semantic Rebase

https://www.peterjthomson.com/2026/01/semantic-rebase/
1•handfuloflight•1h ago•0 comments

XFCE Is Great

https://rubenerd.com/xfce-is-great/
59•mikece•1h ago•30 comments

Xibo open-source digital signage solution now works with Raspberry Pi 5

https://www.cnx-software.com/2026/01/12/xibo-open-source-digital-signage-solution-now-works-with-...
1•mikece•1h ago•0 comments

Everything you should know about PostgreSQL constraints

https://xata.io/blog/constraints-in-postgres
2•tudorg•1h ago•0 comments

The Definitive Guide to Claude Code

https://jpcaparas.medium.com/the-definitive-guide-to-claude-code-from-first-install-to-production...
3•handfuloflight•1h ago•0 comments

The beauty queen who caught Scotland's most prolific catfish

https://www.bbc.com/news/articles/ckgkr15el67o
1•ryan_j_naughton•1h ago•0 comments

Show HN: Remember Me AI (FULL RELEASE) – 40x cost reduction in AI memory systems

https://github.com/merchantmoh-debug/Remember-Me-AI
2•MohskiBroskiAI•1h ago•0 comments

Shopify and Google Announce Universal Commerce Protocol

https://www.shopify.com/ca/ucp
2•ianschmitz•1h ago•0 comments

A Short History of the Glass Mirror

https://www.cabinetmagazine.org/issues/14/mcelheny.php
1•o4c•1h ago•0 comments