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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

Cixin Liu's Essay: The Ladder of Immortality

https://masterdai.blog/cixin-lius-essay-the-ladder-of-immortality/
1•KitN•38s ago•0 comments

Shape of the System Structure over vigilance: Engineering for bounded cognition

https://shapeofthesystem.com/
1•Bluestein•4m ago•0 comments

LG Display unveils FLiPP, achieving dream next-generation OLED technology

https://news.lgdisplay.com/en/2026/08/lg-display-unveils-flipp-achieving-dream-next-generation-oled/
1•ledoge•8m ago•0 comments

A live browser fingerprinting and bot detection playground

https://fingerprint-scan.com/
2•avastel•12m ago•0 comments

The Psychological Transition from C to Rust

https://strawberry9.github.io/the-wrong-memory/Appendix_04.html
1•VolatileRegiste•13m ago•0 comments

Fan Performance Database

https://www.cybenetics.com/index.php?option=fan-performance-database
1•picture•15m ago•0 comments

Rune – persistent context for AI coding tools

https://github.com/thecolourfoundation/rune
2•malixp•16m ago•0 comments

Pander Score: How much do AI models mirror what users believe?

https://sophronresearch.org/pander/
2•stared•16m ago•0 comments

Eberto Streaming Companion

https://eberto.net/top/us/movies/netflix
2•nkrycek•18m ago•0 comments

Optimizing Base58: up to 67× faster encoding and decoding

https://fluxrpc.com/blog/base58-optimization-solana-rpc
1•cloakd•20m ago•0 comments

Shares in humanoid robot firm Unitree surge 600% on Chinese stock market debut

https://www.theguardian.com/technology/2026/aug/19/unitree-shares-surge-humanoid-robot-firm-chine...
1•martyvis•24m ago•1 comments

Build your first FlaskTrack MCP agent

https://flasktrack.com/build-mcp-agent
1•boredumb•26m ago•0 comments

A multi-tenant SaaS built in a 92-hour AI-augmented engineering sprint

https://fast-and-flow-production.onrender.com/case-study
2•caredeo•26m ago•0 comments

IOmap Improvement for Linux 7.3 Takes EXT4 and XFS Performance Further

https://www.phoronix.com/news/IOmap-Linux-7.3-Faster
1•rbanffy•31m ago•0 comments

Greenhouse gas emissions of all world countries – 2025 report

https://edgar.jrc.ec.europa.eu/report_2025
2•leonidasrup•34m ago•0 comments

Rebuilding Linear's delta sync read path

https://linear.app/now/rebuilding-delta-sync-read-path
1•tosh•36m ago•0 comments

Supersonic, a cross-platform Subsonic client

https://github.com/supersonic-app/supersonic
1•tentacleuno•36m ago•0 comments

NASA images show crater carved by a SpaceX rocket that slammed into the moon

https://apnews.com/article/spacex-rocket-moon-crash-crater-52b76d61289c06b7d32348b082a8e6b8
1•bushwart•37m ago•0 comments

CS229 Lecture Notes [pdf]

https://cs229.stanford.edu/main_notes.pdf
1•tosh•37m ago•0 comments

Cloning takes a weekend, finding the 38% took months

https://dev.profullstack.com/~anthony/blog/021-post.html
2•buffer_overlord•42m ago•0 comments

Cerebras Overclocks WSE-3 Waferscale Engine to Boost Inference in "Nexus" CS-4

https://www.nextplatform.com/compute/2026/08/19/cerebras-overclocks-wse-3-waferscale-engine-to-bo...
1•rbanffy•44m ago•0 comments

Clop Returns with Custom Implant in Mass-Extortion Campaign

https://reliaquest.com/blog/clop-returns-with-custom-implant-in-mass-extortion-campaign/
1•nyku•49m ago•0 comments

Many Ways to Win

https://stephango.com/moats
1•futurecat•53m ago•0 comments

Nitrogen pollution from the sky is a likely driver of global vegetative greening

https://nsojournals.onlinelibrary.wiley.com/doi/10.1002/ecog.08631
2•vixen99•54m ago•0 comments

The Great ADHD Myth?

https://www.theguardian.com/tv-and-radio/2026/aug/18/the-great-adhd-myth-review-most-controversia...
1•Gupie•54m ago•0 comments

Oh Yeah That Guy

https://ohyeahthatguy.com/
1•4pkjai•55m ago•0 comments

"The most terrifying 11 hours of my life"

https://meduza.io/feature/2026/08/17/samye-zhutkie-11-chasov-v-zhizni
1•Michelangelo11•57m ago•0 comments

CapsLock Enhancement

http://capslock.vonng.com/
1•figmert•1h ago•0 comments

High Capacity Color Barcode

https://en.wikipedia.org/wiki/High_Capacity_Color_Barcode
1•plaguna•1h ago•0 comments

The Equations of Reasoning – Pathway AI

https://pathway.com/research/the-equations-of-reasoning
2•unprovable•1h ago•0 comments