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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

Larry Goldberg on X: "Elon Musk Helps Feed Nearly a Million Families" / X

https://twitter.com/TeslaLarry/status/2105773551915548693
1•bilsbie•33s ago•0 comments

ViBench 2.0: A Benchmark for Long-Horizon Software Building

https://frontier.replit.com/vibench-2-long-horizon-software-benchmark/
1•mehdizare•1m ago•0 comments

Show HN: EWatch – an ESP32-S3 dev board built into a watch

https://www.youtube.com/watch?v=X4DW4XNUbkc
1•ewanwills•3m ago•0 comments

Desert Bus for Hope – the [E]nd [video]

https://www.youtube.com/watch?v=zP29j3Tqg0E
1•wildpeaks•3m ago•0 comments

The LLM Engineer's Schedule

https://kwojcicki.github.io/blog/LLM-ENGINEER-SCHEDULE
1•kwojcicki•4m ago•0 comments

Making agents fast – what I've learnt over the last 12 months

https://martinalderson.com/posts/making-agents-fast/
1•martinald•6m ago•0 comments

Trezor warns of suspected crypto-theft implant in hardware wallet

https://www.bleepingcomputer.com/news/security/trezor-warns-of-suspected-crypto-theft-implant-in-...
2•Brajeshwar•6m ago•0 comments

Social Security Administration Best Performance in Agency History

https://www.ssa.gov/wins/
1•jimt1234•9m ago•0 comments

Show HN: KeepTalking – People's agentic workspace that's P2P and local-first

https://keeptalking.dev/beta
1•StevenRCE0•11m ago•0 comments

Ask HN: What has been your favorite VPN provider?

1•littleweep•13m ago•0 comments

Ten Ways to Look at 10k Agents: Prototyping a Viewer for Swarm Traces

https://alexstrick.com/posts/2026-10-31-swarm-observability.html
1•strickvl•14m ago•1 comments

AI-Run Companies Are Coming. Delaware Wants to Get Ahead of Them

https://news.bloomberglaw.com/esg/ai-run-companies-are-coming-delaware-wants-to-get-ahead-of-them
1•ColinWright•14m ago•0 comments

Show HN: VestLens, a MCP App for Wealthsimple Portfolios in Claude/ChatGPT

https://vestlens.com/
1•akshayrakheja•17m ago•0 comments

Prohibitions, Risks, and a New Civilization

https://medium.com/@smoking2man/on-prohibitions-risks-and-a-new-civilization-notes-on-the-boundar...
1•Aldus551•18m ago•0 comments

The Frankenstein Table

https://css-tricks.com/the-frankenstein-table/
1•ulrischa•18m ago•0 comments

Embedded Swift for iOS 6 and ARMv7

https://forums.swift.org/t/embedded-swift-for-ios-6-and-armv7/90355
1•rauhul•20m ago•0 comments

Ejaculation frequency and prostate cancer (2022)

https://www.health.harvard.edu/mens-health/ejaculation_frequency_and_prostate_cancer
3•thunderbong•22m ago•1 comments

Goblin – On Brand Motion Templates

https://www.usegoblin.xyz/
1•Obi-•22m ago•0 comments

How hard is it to check for whitespace?

https://serce.me/posts/2026-10-30-how-hard-is-it-to-check-for-whitespace
1•montroser•23m ago•0 comments

Show HN: Reducing LLM Context Complexity from O(N^2) to O(k)

https://github.com/samamatariq3527/Deferred-Cognitive-Architecture
2•samamatariq•24m ago•0 comments

GPUCost – Cloud GPU Prices Normalized by VRAM and LLM VRAM Sizer

https://gpu-cost-r34p.vercel.app/
1•dragolkr•28m ago•0 comments

Tell HN: SQLite's lower() only lowercases ASCII letters

2•prmph•28m ago•2 comments

UlaCache: Unified Logical Addressing for Sparse LLM Serving

https://arxiv.org/abs/2610.29820
3•wslh•28m ago•0 comments

Show HN: CiteLLM – Verify AI Answers in PDFs

https://citellm.com/
1•f_k•29m ago•0 comments

In 'You Can See Everything,' Elizabeth Holmes Is Still Lying

https://www.statnews.com/2026/10/19/elizabeth-holmes-theranos-whistleblower-tyler-shultz-insider-...
2•arbayi•29m ago•0 comments

MCF: Move queries, not KV caches

https://arxiv.org/abs/2610.34731
1•wslh•29m ago•0 comments

Show HN: Maclet – A native macOS container runtime written from scratch in Rust

https://github.com/sumant1122/maclet
2•paperplaneflyr•30m ago•0 comments

PostgreSQL 19 Running Behind Schedule Due to AI/LLM Burden

https://www.phoronix.com/news/PostgreSQL-19-Late
1•mikece•33m ago•0 comments

Local Inference with LLMs

https://jacquesmattheij.com/local-inference-with-large-language-models/
2•_Microft•33m ago•0 comments

Show HN: Classical Music Concerts API

https://classicalbot.com/api/docs
1•druskacik•33m ago•0 comments