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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

The First AI QFT Textbook

https://www.math.columbia.edu/~woit/wordpress/?p=15735
1•jjgreen•2m ago•0 comments

Data centers consumed 264B gallons of water as drought hits nearly 63% of US

https://www.barchart.com/story/news/2339834/ai-data-centers-water-consumption-breaks-264-billion-...
1•yogthos•2m ago•0 comments

Compression and Intelligence [video]

https://www.youtube.com/watch?v=l6DKRf-fAAM
1•2bird3•3m ago•0 comments

Painting that made Turner's name gets second public showing since 1799

https://www.thetimes.com/culture/art/article/painting-turner-abergavenny-bridge-rcvx8hglh
1•bookofjoe•3m ago•1 comments

Investing Is Compression

https://arxiv.org/abs/2604.10758
1•lisper•4m ago•0 comments

The Zebra v4.4.1 Chronicles: Independent Audit

https://github.com/Alex74SjS3/THE-ZCASH-ZEBRA-v4.4.1-CHRONICLES
1•Alex74-SjS3•8m ago•0 comments

Spyro the Dragon returns with a new game after almost two decades

https://www.theguardian.com/games/2026/jun/07/spyro-the-dragon-returns-with-a-new-game-after-almo...
1•TechTechTech•11m ago•0 comments

Thoughts on starting new projects with LLM agents

https://eli.thegreenplace.net/2026/thoughts-on-starting-new-projects-with-llm-agents/
1•zdw•12m ago•0 comments

VibeOS: First ever AI-native operating system

https://vibeos.sh/
1•doener•14m ago•0 comments

Flock Safety Price List [pdf]

https://www.omniapartners.com/suppliers-files/E-J/Flock_Safety/Contract_Documents/R250203/5_29_20...
2•ourmandave•16m ago•0 comments

A Portrait of the Software Engineer, 2031

https://jamesjboyer.substack.com/p/a-portrait-of-the-software-engineer
1•aesthetics1•16m ago•0 comments

Ask HN: Is Facebook registration procedure broken?

2•stefanos82•16m ago•0 comments

I built a sentiment analyzer for Hacker News (as an MCP server)

https://mcpize.com/mcp/sentiment-analyzer
1•Lord_Dontavious•17m ago•0 comments

VibeOS – Hallucinated Operating System [video]

https://www.youtube.com/watch?v=z3pV6FHvcgM
2•doener•19m ago•0 comments

Academics set out vision for planetary survival

https://www.theguardian.com/environment/2026/jun/04/world-inequality-lab-equality-academics-plane...
4•worik•22m ago•0 comments

The future is controlled by companies who control the physical bottlenecks of AI

https://silicon-frontier.com/research/silicon-control
1•momentmaker•22m ago•0 comments

Why are there so many canines in fine art?

https://www.theatlantic.com/magazine/2026/07/the-dogs-gaze-thomas-w-laqueur/687312/
1•prismatic•22m ago•0 comments

Got a job, dropped this for 3 months – MaskOps, Polars PII masking in Rust

https://github.com/fcarvajalbrown/MaskOps
1•fcarvajalbrown•24m ago•0 comments

1D Image Tokenizers and Autoregressive Models for Dynamic Resolution Generations

https://arxiv.org/abs/2604.24885
1•PaulHoule•25m ago•0 comments

Expert Selections in MoE Transformer Models Reveal Almost as Much as Text

https://arxiv.org/abs/2602.04105
3•busserweiser•27m ago•0 comments

Small modular nuclear reactor reaches criticality in first test

https://arstechnica.com/science/2026/06/first-us-test-of-modular-reactor-reaches-criticality/
1•NedCode•27m ago•0 comments

NEC PC Engine LT Recap and LCD Bias Fix (Necromancy)

https://hitmanmcc.com/entry/pc-engine-lt-necromancy
1•zdw•29m ago•0 comments

The spelling error made 200B times a day (2025)

https://nbailey.ca/post/spelling-error/
2•NaOH•30m ago•0 comments

The US Only Has One Political Party [video]

https://www.youtube.com/watch?v=GUVf6DkDkgA
1•joe_mamba•31m ago•0 comments

Show HN: Claude Code on Slack/Discord/Telegram for flat $20/mo – no API bills

https://lobsteady.com
1•jvalansi•32m ago•0 comments

How much do amd64 microarchitecture levels help in Go?

https://lemire.me/blog/2026/06/06/how-much-do-amd64-microarchitecture-levels-help-in-go/
1•zdw•33m ago•0 comments

Why add an agent skill to a CLI that has a context command?

https://www.andreagrandi.it/posts/why-add-agent-skill-cli-context-command/
2•andreagrandi•38m ago•0 comments

Robotics Has a Stiffness Problem

https://hasalmon.medium.com/the-stiffness-problem-part-1-ed44c68e56b6
4•E-•38m ago•0 comments

Where tf is the Excalidraw markup table?

https://larkmatter.substack.com/p/where-the-fck-is-the-excalidraw-markup
2•jlarks32•39m ago•0 comments

Will AI Replace Software Developers?

https://olegdubovoi.com/publications/will-ai-replace-software-developers/
4•empiree•41m ago•0 comments