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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

Mycelium – codebase memory for AI coding agents

https://www.getmycelium.net/
1•KopikoCappu•1m ago•0 comments

Show HN: NowThis – OSS task manager for Nextcloud and iOS supporting subtasks

https://nowthis.app/
1•andrewjneumann•1m ago•0 comments

The Submarine

https://www.paulgraham.com/submarine.html
1•bilsbie•4m ago•0 comments

SkyPilot Endpoints: Production-Ready Inference on Every Cluster You Own

https://blog.skypilot.co/skypilot-endpoints/
1•rombr•4m ago•0 comments

The Hotness Curve (how age changes a woman's appeal)

https://aella.substack.com/p/the-hotness-curve-how-age-changes
1•SLHamlet•6m ago•0 comments

My Pele Agent Trading the World Cup Prediction Markets with AI and Crypto

https://avc.xyz/my-pele-agent
1•rmason•8m ago•0 comments

Claude Skill that turns the 37signals decision guide into a thinking partner

https://github.com/FeroVolar/Decision-Framework-Skill/
2•alianinfo•10m ago•1 comments

Field Note #009: The Asymmetric Exposure

https://www.azimuth.so/p/field-note-009-the-asymmetric-exposure
2•bennieblanco•14m ago•0 comments

Anthropic Accuses Alibaba of 'Illicitly' Accessing AI Models

https://www.bloomberg.com/news/articles/2026-06-24/anthropic-accuses-alibaba-of-illicitly-accessi...
4•htrp•15m ago•0 comments

Discovery of pneumonia subtypes could lead to tailored treatments

https://www.cam.ac.uk/research/news/discovery-of-severe-pneumonia-subtypes-could-lead-to-tailored...
2•gmays•17m ago•0 comments

Stop Programming in Markdown

https://structural.chat/articles/programming-in-markdown/
2•pchiusano•18m ago•0 comments

FilenQ – a native macOS file manager for power users

https://filenq.app
2•webseidon•20m ago•0 comments

RBX Insider

https://rbxinsider.net
2•fefw•20m ago•0 comments

Arcade Supports EMA

https://www.arcade.dev/blog/arcade-supports-ema/
2•gnanagurusrgs•20m ago•0 comments

Why SELECT * is bad for SQL performance (2020)

https://tanelpoder.com/posts/reasons-why-select-star-is-bad-for-sql-performance/
2•downbad_•20m ago•0 comments

Lost Confidence

https://longform.asmartbear.com/confidence/
2•herbertl•23m ago•0 comments

Benefit Is Not Authority

https://instantial.substack.com/p/benefit-is-not-authority
2•groverbennett•23m ago•0 comments

GitHub shouldn't be a dependency for publishing Rust on crates.io

https://infosec.exchange/@mttaggart/116806641273303255
6•speckx•23m ago•0 comments

Stanford graduates rethink their futures as AI transforms tech

https://www.bbc.com/news/articles/c872j82j2qyo
4•jethronethro•23m ago•0 comments

You can see T-Mobile's acquisitions by where its logins are hosted

https://neobotnet.com/blog/cotw-t-mobile
2•caffeinedoom•24m ago•2 comments

50% of LG and Samsung smart TV apps embed residential proxies

https://cyberinsider.com/50-of-lg-and-samsung-smart-tv-apps-embed-residential-proxies/
8•Cider9986•26m ago•2 comments

Reliability Is an Enforcement Problem

https://instantial.substack.com/p/reliability-is-an-enforcement-problem
2•groverbennett•27m ago•0 comments

Slate Auto's simple electric truck starts at $24,950

https://techcrunch.com/2026/06/24/slate-autos-radically-simple-electric-truck-starts-at-24950/
2•tjwds•30m ago•1 comments

Claude Shannon: A Mathematical Theory of Cryptography

https://evervault.com/papers/shannon
2•ShaneCurran•32m ago•0 comments

Elon Musk denies Tesla's Autopilot caused crash that killed grandmother

https://arstechnica.com/tech-policy/2026/06/elon-musk-denies-teslas-autopilot-caused-crash-that-k...
3•worik•32m ago•2 comments

AI IQ Bio

https://www.aiiq.org/bio/
2•shea256•34m ago•0 comments

WebKit in Safari 27 Beta

https://webkit.org/blog/17967/news-from-wwdc26-webkit-in-safari-27-beta/
3•SllX•34m ago•0 comments

Find an open source alternative to anything

https://opensource.builders/
2•momentmaker•34m ago•0 comments

Meta pauses employee tracker for AI training amid privacy concerns

https://www.theguardian.com/technology/2026/jun/24/meta-pauses-employee-tracker-for-ai-training-a...
2•iamflimflam1•35m ago•1 comments

WikiHouse is a modular system for high performance, zero-carbon buildings

https://www.wikihouse.cc
2•momentmaker•37m ago•0 comments