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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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 "Hardware Friction Map": Why technically superior architectures fail to ship

https://lambpetros.substack.com/p/the-hardware-friction-map
1•speiroxaiti•2m ago•1 comments

GCC Developers Considering Whether to Accept AI/LLM-Generated Patches

https://www.phoronix.com/news/GCC-To-Consider-LLM-Patches
1•turrini•3m ago•0 comments

Why Americans Hate the Media (1996)

https://www.theatlantic.com/magazine/archive/1996/02/why-americans-hate-the-media/305060/
1•bell-cot•4m ago•0 comments

Built a new version of HN/Reddit

1•upvotenow•4m ago•0 comments

2025 Word of the Year: Slop

https://www.merriam-webster.com/wordplay/word-of-the-year
1•djoldman•6m ago•0 comments

Show HN: NeuroIndex – Hybrid AI memory with vectors and semantic graphs

https://github.com/Umeshkumar667/neuroindex
1•umesh667•7m ago•0 comments

Police investigate deaths of filmmaker Rob Reiner and wife as apparent homicide

https://www.reuters.com/business/media-telecom/two-people-found-dead-la-home-actor-director-rob-r...
1•pseudolus•8m ago•0 comments

SMART OKRs: the best highly-debatable way I know to align teams in large orgs

https://github.com/joelparkerhenderson/smart-okrs
1•jph•9m ago•0 comments

Sekaiju is a free, open-source MIDI sequencer / editor for Windows

https://openmidiproject.opal.ne.jp/Sekaiju_en.html
1•unleaded•12m ago•0 comments

Show HN: Building an OS for self-improving ecommerce stores

https://shopos.ai/
1•RendrrHaider•13m ago•1 comments

Show HN: AppScreenshots – AI-Powered App Store Screenshot Generator

https://www.appscreenshots.net
1•horace168•20m ago•0 comments

Notes from Neal Gabler's Walt Disney

https://notes.eatonphil.com/2023-02-18-neal-gabler-walt-disney-notes.html
1•ibobev•22m ago•0 comments

Writing a mockable Filesystem trait in Rust without RefCell

https://pyk.sh/blog/2025-12-15-writing-mockable-fs-in-rust-without-refcell
1•peeyek•22m ago•0 comments

Copywriters reveal how AI has decimated their industry

https://www.bloodinthemachine.com/p/i-was-forced-to-use-ai-until-the
1•thm•22m ago•0 comments

Generating and using Let's Encrypt wildcard certificates with cert‑manager

https://chuniversiteit.nl/operations/wildcard-certificates-in-kubernetes
1•ibobev•22m ago•0 comments

When LICM Fails Us

https://xania.org/202512/14-licm-when-it-doesnt
1•ibobev•22m ago•0 comments

AI Analyzes Language as Well as a Human Expert

https://www.wired.com/story/in-a-first-ai-models-analyze-language-as-well-as-a-human-expert/
1•Brajeshwar•24m ago•0 comments

Olmo 3 and the Open LLM Renaissance

https://cameronrwolfe.substack.com/p/olmo-3
1•Philpax•31m ago•0 comments

Amiga Old Blue Workbench

https://aminet.net/package/util/wb/OBWorkbench
1•doener•33m ago•0 comments

Vibe Coding hit a wall: How I fixed $0.30/error OOMs and cut AI costs by 70%

https://blog.videowatermarkremove.com/vibe-coding-hit-a-wall-how-i-fixed-030error-ooms-and-cut-ai...
1•ilmj8426•39m ago•0 comments

Ask HN: What is Safe Superintelligence Inc building?

https://ssi.inc
1•javantanna•41m ago•2 comments

Lazy GeoParquet Reading in SedonaDB, DuckDB, GeoPandas, and GDAL

https://dewey.dunnington.ca/post/2025/lazy-geoparquet-reading-in-sedonadb-duckdb-geopandas-and-gdal/
1•marklit•43m ago•0 comments

AI should explain itself (more)

https://www.noemamag.com/the-politics-of-superintelligence/
2•d4rkn0d3z•47m ago•1 comments

Why is South Korean fertility so low?

https://www.worksinprogress.news/p/why-is-south-korean-fertility-so
3•ortegaygasset•50m ago•0 comments

Playbook-Based Agent Reference Architecture

https://chatbotkit.com/examples/playbook-based-agent-reference-architecture
2•_pdp_•55m ago•3 comments

What's a piece of tech you were excited about but stopped using?

3•bobbyblackstone•56m ago•3 comments

Show HN: Gemini, OpenAI, Claude, Grok and Mistral argue over everything

https://llmxllm.com/
1•mananonhn•57m ago•1 comments

The strangest programming languages you've ever heard of

https://www.omnesgroup.com/weirdest-programming/
1•birdculture•58m ago•0 comments

AI tool that audits UI and generates fixes(built in 36 hours)

https://blopai.com/
1•Laurlund449•1h ago•1 comments

Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in LLMs

https://arxiv.org/abs/2408.06518
3•trueduke•1h ago•0 comments