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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

The agent principal-agent problem

https://crawshaw.io/blog/agent-principal-agent
1•tosh•1m ago•0 comments

Lamport Signature

https://en.wikipedia.org/wiki/Lamport_signature
1•teleforce•4m ago•0 comments

The Hanging Gardens Problem (2024)

https://ar-ms.me/thoughts/the-hanging-gardens-problem/
1•tosh•4m ago•0 comments

Rails: The Sharp Parts. Callbacks Are Not Invariants

https://baweaver.com/writing/2026/06/13/rails-sharp-parts-callbacks-are-not-invariants/
1•doppp•4m ago•0 comments

Rails: The Sharp Parts. Queries, Read Models, and Batching

https://baweaver.com/writing/2026/06/14/rails-sharp-parts-queries-read-models-and-batching/
1•doppp•4m ago•0 comments

Summary of Key Changes in OMB's Proposed Federal Financial Assistance Rule

https://elizabethginexi.substack.com/p/summary-of-key-changes-in-ombs-proposed
1•Anon84•5m ago•0 comments

Show HN: CLI for crawling documentation sites into Markdown with defuddle

https://github.com/artemnistuley/docrawl
1•nistuley•8m ago•0 comments

Cyber leaders defend Anthropic's banned model

https://www.axios.com/2026/06/15/anthropic-fable-security-leaders-trump-admin
1•giuliomagnifico•8m ago•0 comments

Batta – plan-phase security reviews for AI coding agents (OSS)

https://github.com/Dolevco/batta-ai
1•dolevco1•8m ago•0 comments

IT Wage Slave Simulator

https://knowledgeworker.alexmeub.com/
1•ed_mercer•11m ago•0 comments

The Anthropic Fable Mess

https://www.cautiousoptimism.news/the-anthropic-fable-mess-explained/
1•handoflixue•13m ago•0 comments

How to pass Series A security due diligence (before it catches you off guard)

https://faultlinesec.com
1•albernaz•14m ago•0 comments

"is just a state change" [video]

https://www.youtube.com/shorts/Wl2bFXEDdJ0
1•modinfo•14m ago•0 comments

Is Vibe Coding Dead? Even Karpathy Is Moving On

https://www.forbes.com/sites/jodiecook/2026/06/12/is-vibe-coding-already-dead-even-karpathy-is-mo...
2•indigodaddy•21m ago•0 comments

SvGrid – A Svelte 5 data grid with a headless core and an MCP server

https://svgrid.com/
1•boikom•22m ago•0 comments

SAT-Based Approaches for the General High School Timetabling Problem (2017) [pdf]

https://dbai.tuwien.ac.at/staff/musliu/emird.pdf
2•tosh•22m ago•0 comments

AI SQL Advisor integrated into a famous database tool

https://github.com/Wisser/Jailer
1•rwisser•25m ago•0 comments

Psilocybin Unlocks Lost Memories in an Alzheimer's Patient

https://neurosciencenews.com/psilocybin-memory-alzheimers-30084/
1•giuliomagnifico•26m ago•0 comments

Services by Lifecycle

https://www.michaelnygard.com/blog/2018/01/services-by-lifecycle/
1•alex_brajkovic•27m ago•0 comments

Anthropic's Safety Superpower

https://stratechery.com/2026/anthropics-safety-superpower/
1•swolpers•31m ago•0 comments

Ask HN: Why are Spec-kit specs like that

1•pretorian_paul•34m ago•0 comments

Philippines now China's 2nd biggest market for solar panels

https://www.philstar.com/business/2026/05/29/2531211/philippines-now-chinas-2nd-biggest-market-so...
4•doener•35m ago•1 comments

Neuroscientists discover cognitive benefits of reading physical comic books

https://www.psypost.org/neuroscientists-discover-previously-unknown-cognitive-benefits-of-reading...
2•emot•36m ago•0 comments

When Tailwinds Vanish

https://foundersfund.com/2023/06/when-tailwinds-vanish/
3•ronfriedhaber•38m ago•0 comments

Returning to Zig

https://gracefulliberty.com/articles/return-to-zig/
1•kristoff_it•38m ago•0 comments

Why Reddit blocked unauthenticated JSON in 2026

https://medium.com/@tonywangcn/why-reddit-blocked-unauthenticated-json-in-2026-and-how-to-still-g...
2•tonywangcn•41m ago•0 comments

You probably don't need private PKI for internal infrastructure

https://www.certkit.io/blog/private-pki-internal-infrastructure
1•plopilop•41m ago•0 comments

Mid-tier US knives vs. cheap imports

https://www.paragon-knives.com/
1•bgzlsxaz•43m ago•0 comments

T1A Brings Its Full Data Stack to Dais 2026: 5 Products AndSubscription Giveaway

https://lakesentry.io/
1•tsyliya•46m ago•0 comments

Show HN: Fastembed-rs – Rust library for generating vector embeddings, reranking

https://github.com/Anush008/fastembed-rs
1•thoughtfullyso•50m ago•0 comments