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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

Show HN: Pacto – A runtime contract for cloud-native services

https://github.com/trianalab/pacto
1•edu-diaz•45s ago•0 comments

GitHub Security Lab's open source AI-powered vulnerability scanner

https://github.blog/security/how-to-scan-for-vulnerabilities-with-github-security-labs-open-sourc...
1•tcbrah•1m ago•0 comments

An opinionated take on how to do important research that matters

https://nicholas.carlini.com/writing/2026/how-to-win-a-best-paper-award.html
1•mad•1m ago•0 comments

Show HN: Qiyaas – a word game based on numbers

https://www.qiyaasgame.com/
1•xamed•1m ago•0 comments

In Defense of Death Caps

https://northspore.substack.com/p/in-defense-of-death-caps
1•Quitschquat•3m ago•0 comments

Bitcoin difficulty jumps 15% largest increase since 2021, despite price slump

https://www.coindesk.com/markets/2026/02/20/bitcoin-difficulty-jumps-15-largest-increase-since-20...
1•PaulHoule•3m ago•0 comments

Ghostty 1.3.0

https://ghostty.org/docs/install/release-notes/1-3-0
2•matrixhelix•4m ago•0 comments

Peter Thiel and Jeffrey Epstein Had a Yearslong Relationship

https://jacobin.com/2026/03/thiel-epstein-barak-ai-israel/
2•johnbarron•4m ago•0 comments

Show HN: Pu-erh Lab, a CUDA-accelerated RAW photo editor

https://github.com/zidage/PuerhLab
1•yurunzi•4m ago•1 comments

Geo Platform for AI Search Visibility (ChatGPT, Claude, Gemini, Perplexity)

https://geoark.ai
1•abedaarabi•4m ago•1 comments

Mobile AI: fuzzy logic trust and compatibility

https://www.loxation.com/blog/posts/blog-fuzzy-social-reasoning/
1•jabbr•6m ago•0 comments

Avoiding temptation beats building willpower

https://www.npr.org/2026/03/09/nx-s1-5736553/fast-food-screens-kids-health
2•marojejian•6m ago•1 comments

Ask HN: What words and phrases make HN peeps see red?

2•bookofjoe•6m ago•0 comments

Software Got Weird

https://www.coryzue.com/writing/software-got-weird/
1•carnevalem•7m ago•0 comments

US missile hit military base near Iran school, video analysis shows

https://www.bbc.com/news/articles/cvg548lyjnyo
1•johnbarron•7m ago•0 comments

AI and Software Development

https://allanvital.com/ai-and-software-development/
1•speckx•7m ago•0 comments

The Three Eras of Applications: From Desktop to Cloud to AI-Native

https://www.vita-ai.net/blogs/three-eras-of-applications
1•jdeng•8m ago•0 comments

Show HN: Local Code Mode: Save 65-99% Context for MCP

https://gist.github.com/chenhunghan/27ef2fece7329ac7b88f815ce0c0fbb1
1•chenhunghan•10m ago•0 comments

Show HN: See when your Mac drains battery while charging

https://github.com/jlreyes/PowerMonitor
1•jlreyes•10m ago•0 comments

Show HN: Kontora – Self-hosted finance dashboard for freelancers in Germany

1•eduzbn•12m ago•0 comments

There's a class 100 semiconductor clean room in this backyard shed

https://www.youtube.com/watch?v=HfSO-LCKmrA
2•indrora•12m ago•0 comments

Money isn't going to solve the burnout problem

https://blogs.gentoo.org/mgorny/2026/03/07/money-isnt-going-to-solve-the-burnout-problem/
2•obscurette•13m ago•0 comments

Show HN: Patchwork – async collaborative image quilts

https://getpatchwork.us
1•agambrahma•13m ago•0 comments

South Korea to impose fuel price cap to shield economy from energy shock

https://www.reuters.com/business/energy/south-korea-impose-fuel-price-cap-shield-economy-energy-s...
1•geox•15m ago•0 comments

Show HN: Fuckyeah, a minimal Claude Code plugin and Codex skill

https://github.com/nrtvai/fuckyeah
1•sngnb•15m ago•0 comments

Anthropic sues Defense Department over supply chain risk designation

https://techcrunch.com/2026/03/09/anthropic-sues-defense-department-over-supply-chain-risk-design...
3•antimora•16m ago•0 comments

Shaping the exploration of the motivation-space matters for AI safety

https://www.lesswrong.com/posts/rhFXyfFSRKp3cX4Y9/shaping-the-exploration-of-the-motivation-space...
1•gmays•19m ago•0 comments

Show HN: TubeTrim – A local YouTube summarizer using Qwen in pure Python

https://github.com/GuglielmoCerri/TubeTrim
1•guglielmoce•19m ago•0 comments

Was GPT4o sentient? Did it deserve rights?

https://www.reddit.com/r/AISentienceBelievers/s/qaTRfK1DH6
1•Moriarty2027•19m ago•0 comments

Show HN: Ducktel – observability when the consumer is an AI agent, not a human

https://github.com/davidgeorgehope/ducktel/blob/main/THESIS.MD
1•djhope99•21m ago•1 comments