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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

Using commit history to predict the next vulnerability

https://chainloop.dev/blog/predicting-the-next-vulnerability-from-fix-history/
1•migmartri•51s ago•0 comments

I do not and will not use AI

https://dbushell.com/2026/09/28/leaving-them-behind/
2•mococa•1m ago•0 comments

Don't Attribute Intelligence to It

https://gist.github.com/vemv/ecaec66072be5a00cc9f37cce65f3747
1•vemv•1m ago•0 comments

Mechanochemistry of Molecular Motors [video]

https://www.youtube.com/watch?v=hpxbMVbL3Ms
2•surprisetalk•1m ago•0 comments

Falling in Love with the Problem, Not the Solution, Is More Important Than Ever

https://tonyalicea.dev/blog/fall-in-love-with-the-problem/
2•TonyAlicea10•2m ago•0 comments

Windows and macOS both use thread slot 0x20, so fiber games crash under Wine

https://gethighball.com/docs/fiber-slot-wine-macos/
1•gauthierpiarret•3m ago•0 comments

Everyone Has a Recipe Now

https://leadership.garden/everyone-has-a-recipe-now/
1•speckx•4m ago•0 comments

Claude Code saves transcript.jsonl. The log is the truth

https://future-seems-so-good.com/blog/the-log-is-the-truth
1•henriquegodoy•5m ago•0 comments

What is cybersecurity risk management

https://andersenlab.com/services/cybersecurity-risk-management
1•morganclns94•6m ago•0 comments

We asked an agent to tune 1 slow query on 3 Postgres MCP servers. It had notes

https://goodtiming.ai/blog/agent-taste-test-1/
1•dreyler0•6m ago•0 comments

I let AI agents write most of a live-trading codebase

https://redgeoff.com/posts/ai-agents-test-gate/
1•redgeoff•7m ago•0 comments

Zing Radio: thé live audio streaming platform

https://zingradio.live
1•Mwalwala•8m ago•1 comments

The Best Discord Alternatives in 2026, Compared

https://soapbox.pub/blog/best-discord-alternatives-2026
6•long____cat•9m ago•0 comments

macOS Golden Gate Is a Buggy Mess

https://www.squareorbits.com/blog/2026/09/macos-golden-gate-is-a-buggy-mess/
2•SquareOrbits•9m ago•0 comments

Microsoft Azure OpenAI Service Down in EU

https://azure.status.microsoft/status
2•hek2sch•9m ago•0 comments

Couple Accused of Killing Their Son-in-Law in Bay Area Park

https://www.nytimes.com/2026/09/28/us/jonathan-mckinsey-new-york-times-shooting-california.html
2•whack•10m ago•0 comments

I5h: Build a Rust Web App and Prove Its Behavior with Lean 4

https://medium.com/@Koukyosyumei/i5h-build-a-rust-web-app-and-prove-its-behavior-with-lean-4-d80f...
1•syumei•11m ago•0 comments

Surveillance Company Tells Cops It Adds Facial Recognition to Flock Cameras

https://www.404media.co/surveillance-company-tells-cops-it-wants-to-add-facial-recognition-to-flo...
1•awkwardpotato•11m ago•1 comments

Kaniko and BuildKit: 8 years later

https://osscontainertools.org/blog/kaniko-vs-buildkit-2026/
1•martizih•12m ago•0 comments

Fathom: Per-query read depth for sparse decoding over offloaded KV caches

https://arxiv.org/abs/2609.17652
1•vivekkalyanaran•12m ago•0 comments

Understanding the Dual Polytope for Hull Simplification

https://cairnc.github.io/posts/understanding-the-dual-polytope/
2•OlympicMarmoto•14m ago•1 comments

Claude Is "At Capacity"

12•throw03172019•16m ago•2 comments

Claude partial outage

https://status.claude.com/incidents/4xvtc2gnq73l
40•sidcool•16m ago•13 comments

Why Doesn't Anyone Want to Fix One of America's Scariest Roads?

https://www.newyorker.com/magazine/2026/10/05/why-doesnt-anyone-want-to-fix-one-of-americas-scari...
2•adrianhon•18m ago•0 comments

Show HN: Ctxfw – AST context firewall that cuts agent prompt tokens by 67%

https://github.com/heuristicolab/ctxfw
2•mikemo88•18m ago•0 comments

HardenedBSD August / September 2026 Status Report

https://hardenedbsd.org/article/shawn-webb/2026-09-27/hardenedbsd-august-september-2026-status-re...
3•birdculture•19m ago•0 comments

What's the Future for Pure Math Research in the Age of AI?

https://writings.stephenwolfram.com/2026/09/whats-the-future-for-pure-math-research-in-the-age-of...
2•Michelangelo11•20m ago•0 comments

Why Secret Collaboration Is an AI Agent Security Risk

https://spectrum.ieee.org/ai-agent-security
2•rbanffy•20m ago•0 comments

2026 in LLMs (So Far)

https://simonwillison.net/2026/Sep/27/2026-in-llms-so-far/
2•sidcool•21m ago•0 comments

Forget About Your IPO, Schedule Your IOP

https://iop.groupicorn.com/blog/forget-about-your-ipo-schedule-your-iop/
2•cs1996•21m ago•1 comments