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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

Redshift Files: The Hunt for Big Data (2024)

https://motherduck.com/blog/redshift-files-hunt-for-big-data/
1•tosh•27s ago•0 comments

'Ideal Customer Profile' Is a Hallucination

https://pathak.ventures/essays/the-segment-of-one
1•ninadpathak•2m ago•0 comments

Optimizing for Agents: The End of the Ten Blue Links

https://pathak.ventures/essays/the-post-seo-reality
2•ninadpathak•2m ago•0 comments

Storytelling Is a Lossless Compression Algorithm for Sales

https://pathak.ventures/essays/engineering-narrative
1•ninadpathak•2m ago•0 comments

Event Destinations Initiative: A model for event interoperability

https://eventdestinations.org/
1•sea-gold•11m ago•0 comments

Scalability But at what COST? (2015) [pdf]

https://www.usenix.org/system/files/conference/hotos15/hotos15-paper-mcsherry.pdf
2•tosh•12m ago•0 comments

Sed-bin: a sed to C translator written in sed

https://github.com/lhoursquentin/sed-bin
2•fanf2•15m ago•0 comments

Technical Practices That Drive Business Results

https://www.caimito.net/en/blog/2025/12/31/technical-practices-that-drive-business-results.html
2•fud101•15m ago•0 comments

ClickHouse vs. StarRocks vs. Presto vs. Trino vs. Apache Spark

https://www.onehouse.ai/blog/apache-spark-vs-clickhouse-vs-presto-vs-starrocks-vs-trino-comparing...
2•tosh•17m ago•0 comments

A free and open-source rootkit for Linux

https://lwn.net/SubscriberLink/1053099/19c2e8180aeb0438/
2•jwilk•20m ago•0 comments

Consent-O-Matic

https://github.com/cavi-au/Consent-O-Matic
2•throawayonthe•21m ago•0 comments

Skill gives you power. Taste decides how you use it

https://www.alexscamp.com/p/skill-gives-you-power-taste-decides
1•dovhyi•24m ago•0 comments

Robin Hood hashing for modern audiences

https://github.com/rip-create-your-account/hashmap
1•g0xA52A2A•26m ago•0 comments

Daniel's first 20k curl commits

https://daniel.haxx.se/blog/2026/01/17/my-first-20000-curl-commits/
4•todsacerdoti•26m ago•0 comments

Not-Such-Better-Living Through Chemistry (2023)

https://www.science.org/content/blog-post/not-such-better-living-through-chemistry
1•Tomte•29m ago•0 comments

Show HN: iTerm2 MCP Server – Let Claude see and control your terminal panes

https://github.com/sumchattering/iterm2-mcp-server
1•sumeruchat•29m ago•0 comments

File over App: 20 Years of Knowledge Management (Swiss Digital Days 2025) [video]

https://www.youtube.com/watch?v=BOJFHMtyqNs
1•articsputnik•29m ago•1 comments

The Theory Underlying Concept Maps and How to Construct and Use Them (2008)

https://cmap.ihmc.us/docs/theory-of-concept-maps.php
1•Tomte•30m ago•0 comments

A vector-based cognitive protocol (OSF archive)

https://osf.io/ub5f4
1•DELTA-X•30m ago•0 comments

Pentagon readies 1,500 troops to possibly deploy to Minnesota, US media say

https://www.reuters.com/world/us/pentagon-readies-1500-soldiers-possibly-deploy-minnesota-washing...
1•pera•32m ago•0 comments

Show HN: RLM-Toolkit – Secure LangChain

1•Chgdz•36m ago•0 comments

Dreams of Marshalable Stacks

https://blog.julik.nl/2026/01/on-the-way-to-step-functions-part-1
1•julik•36m ago•0 comments

The Max Headroom signal hijacking incident

https://en.wikipedia.org/wiki/Max_Headroom_signal_hijacking
2•l8rlump•40m ago•0 comments

The Death of Medium Intelligence [video]

https://www.youtube.com/watch?v=D2-RQvr2bac
1•surrTurr•47m ago•0 comments

The Plausibly Deniable DataBase (PDDB) Overview

https://betrusted.io/xous-book/ch09-00-pddb-overview.html
1•iberator•49m ago•0 comments

Open Source Is Dead. Long Live Open Execution

https://adlrocha.substack.com/p/adlrocha-open-source-is-dead-long
1•adlrocha•53m ago•3 comments

Show HN: Tempo – A stablecoin payments blockchain built with Reth SDK

https://github.com/tempoxyz/tempo
1•criexe•56m ago•0 comments

Show HN: Alloy – Rust library for connecting apps to Ethereum-based chains

https://github.com/alloy-rs/alloy
1•criexe•56m ago•0 comments

Show HN: Lance – Open lakehouse format for multimodal AI datasets

https://github.com/lance-format/lance
3•criexe•56m ago•0 comments

Spritedrop: Persistent Taildrop file receiver for sprites.dev

https://github.com/kylemclaren/spritedrop
1•sea-gold•56m ago•1 comments