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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

Partitioning a 17TB Table in PostgreSQL

https://www.tines.com/blog/futureproofing-tines-partitioning-a-17tb-table-in-postgresql/
1•shayonj•1m ago•0 comments

VS Code: Broken rendering on macOS after app resumed from idle state

https://github.com/microsoft/vscode/issues/284162
1•tosh•2m ago•0 comments

OpenAI Wants a Cut of Your Profits: Inside Its New Royalty-Based Plan

https://www.gizmochina.com/2026/01/21/openai-wants-a-cut-of-your-profits-inside-its-new-royalty-b...
1•thenaturalist•2m ago•0 comments

Shenzhou-20 Returns Safely After Historic In-Flight Debris Repairs

https://www.apollothirteen.com/article/orbital-resilience-shenzhou-20-returns-safely-following-hi...
1•darkmatternews•3m ago•0 comments

Alternatives to MinIO for single-node local S3

https://rmoff.net/2026/01/14/alternatives-to-minio-for-single-node-local-s3/
1•rymurr•4m ago•0 comments

Show HN: A verified foundation of mathematics in Coq (Theory of Systems)

1•Horsocrates•7m ago•0 comments

Heathrow's new scanners end dreaded rummage for liquids and laptops

https://www.reuters.com/world/heathrows-new-scanners-end-dreaded-rummage-liquids-laptops-2026-01-23/
1•comebhack•8m ago•0 comments

Can the prescription drug leucovorin treat autism? History says, probably not

https://www.npr.org/sections/shots-health-news/2026/01/22/nx-s1-5684294/leucovorin-autism-folic-f...
1•pseudolus•16m ago•0 comments

Davos Stops Pretending

https://messaging-custom-newsletters.nytimes.com/dynamic/render
1•doener•16m ago•0 comments

For the Children: A short story about the endgame of EU Chat Control

https://gigaprojects.online/post/1
1•giga_private•18m ago•1 comments

An Adversarial Coding Test

https://runjak.codes/posts/2026-01-21-adversarial-coding-test/
1•birdculture•20m ago•0 comments

Go Developer Survey 2025: How Gophers Use AI Tools, Editors, and Cloud Platforms

https://go.dev/blog/survey2025
1•Lwrless•20m ago•0 comments

Ask HN: What's the current best local/open speech-to-speech setup?

1•dsrtslnd23•22m ago•0 comments

A Multi-Entry Control Flow Graph Design Conundrum

https://bernsteinbear.com/blog/multiple-entry/
1•chunkles•25m ago•0 comments

Bernstein vs. United States

https://en.wikipedia.org/wiki/Bernstein_v._United_States
1•u1hcw9nx•26m ago•0 comments

Show HN: Workmux – Parallel development in tmux with Git worktrees

https://workmux.raine.dev/
1•rane•27m ago•0 comments

Show HN: 9 years building an open-source financial platform

https://github.com/finmars-platform/finmars-core
2•ogreshnev•28m ago•0 comments

Ask HN: What 'AI feature' created negative ROI in production?

1•kajolshah_bt•28m ago•0 comments

TigerBeetle's Stablecoin Mistake

https://www.news.alvaroduran.com/tigerbeetle-stablecoin-mistake/
2•ohduran•29m ago•0 comments

What Will You Do When AI runs Out of Money and Disappear?

https://louwrentius.com/what-will-you-do-when-ai-will-run-out-of-money-and-disappear.html
1•louwrentius•31m ago•0 comments

Why is software still built like billions don't exist in 2026?

5•yerushalayim•33m ago•2 comments

Is Polish Scrabble the most difficult in the world? [video]

https://www.youtube.com/watch?v=aTIOHwT0FnY
1•nathell•33m ago•0 comments

Post-Agentic Code Forges

https://sluongng.substack.com/p/post-agentic-code-forges
1•todsacerdoti•33m ago•0 comments

In-memory analog computing for non-negative matrix factorization

https://www.nature.com/articles/s41467-026-68609-8
1•martinlaz•39m ago•0 comments

RT Superconductivity at 298K in Ternary LaScH System at High-Pressure Conditions

https://arxiv.org/abs/2510.01273
1•fluffybuns•40m ago•0 comments

Show HN: Waifu2x.live – Free AI image upscaler (2x/4x) & video generation

1•Nancy1230•40m ago•1 comments

Campaigner launches £1.5B legal action in UK against Apple over wallet's ...

https://www.theguardian.com/technology/2026/jan/23/campaigner-launches-legal-action-against-apple...
1•chrisjj•43m ago•1 comments

Anthropic: AI Is Transforming Jobs, Not Replacing Them

https://www.forbes.com/sites/anishasircar/2026/01/23/ai-is-transforming-jobs-not-replacing-them-a...
1•hochmartinez•43m ago•1 comments

AI Boosts Research Careers but Flattens Scientific Discovery

https://spectrum.ieee.org/ai-science-research-flattens-discovery
1•pseudolus•44m ago•0 comments

Google must face consumer antitrust lawsuit over search dominance,US judge rules

https://www.reuters.com/legal/government/google-must-face-consumer-antitrust-lawsuit-over-search-...
2•pseudolus•45m ago•0 comments