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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

To Sparsify or to Quantize: A Hardware Architecture View

https://www.sigarch.org/to-sparsify-or-to-quantize-a-hardware-architecture-view/
1•matt_d•12m ago•0 comments

Tennessee grandmother jailed after AI face recognition error links her to fraud

https://www.theguardian.com/us-news/2026/mar/12/tennessee-grandmother-ai-fraud
1•danso•13m ago•0 comments

Don't Vibe – Prove

https://ngrislain.github.io/projects/2026-3-12-dont-vibe--prove/
1•ngrislain•19m ago•0 comments

I built the Vy replacement that launches March 26th, the day Vy shuts down

https://inceptive-ai.com
1•alymaknojiya•19m ago•2 comments

Meta delays rollout of new AI model after performance concerns

https://www.nytimes.com/2026/03/12/technology/meta-avocado-ai-model-delayed.html
4•wibbily•22m ago•1 comments

Adobe's longtime CEO to exit role amid AI disruption, shares fall

https://www.reuters.com/sustainability/boards-policy-regulation/adobe-announces-ceo-transition-sh...
4•tartoran•26m ago•0 comments

Cinema App Is for Movie Streaming or Games Too?

2•jackrandy•26m ago•0 comments

AlgoTradeAI

https://www.algotradeai.live/
2•narantechinc•27m ago•0 comments

One plan/spec to rule them all (at least replace lots of docs)

3•wek•28m ago•0 comments

In space, no one can hear you kernel panic

https://increment.com/software-architecture/in-space-no-one-can-hear-you-kernel-panic/
2•p0u4a•29m ago•1 comments

Rivian Introduces R2 Lineup, Sharing Full Trims and Pricing

https://rivian.com/newsroom/article/rivian-introduces-r2-lineup
3•freetime2•30m ago•0 comments

Show HN: Nix on Windows –- proof-of-concept demo

https://github.com/nix-windows/nix-windows-demo
2•Ericson2314•32m ago•0 comments

How a subtle CSP misconfiguration broke our admin panel and how we fixed it

https://syndicode.com/blog/csp-failure-rails/
2•lglazyeva•32m ago•0 comments

Auto-Browser – An MCP-native browser agent with human takeover

https://github.com/LvcidPsyche/auto-browser
1•Lvcid•34m ago•0 comments

Silicon Valley's New Obsession: Watching Bots Do Their Grunt Work

https://www.wsj.com/tech/ai/ai-bots-claude-openclaw-285ac816
1•bookofjoe•35m ago•1 comments

Silicon Valley Abuzz About Adding AI Compute to Engineer Compensation

https://www.businessinsider.com/ai-compute-compensation-software-engineers-greg-brockman-2026-3
1•healsdata•35m ago•0 comments

Show HN: Tarvos – Relay Architecture for infinitely building with coding agents

https://github.com/Photon48/tarvos/tree/main
1•Photon48•35m ago•0 comments

Enabling Efficient Sparse Computations Using Linear Algebra Aware Compilers

https://www.osti.gov/biblio/3013883
1•matt_d•36m ago•0 comments

Show HN: Parevo Core – Auth, tenant, permission in one Go library

https://github.com/parevo/core
1•parevo•38m ago•0 comments

Moving beyond RLM and ReAct based coding agents

https://randomlabs.ai/blog/slate
2•akira_067•40m ago•0 comments

Full Source Code of Sweden's E-Government Platform Leaked from Compromised CGI

https://darkwebinformer.com/full-source-code-of-swedens-e-government-platform-leaked-from-comprom...
2•reimertz•41m ago•0 comments

Musk's X to Alter Verification System in Europe

https://news.bloomberglaw.com/california-brief/musks-x-to-alter-verification-system-in-europe-com...
1•absqueued•46m ago•0 comments

K2 Black Panther: It Might Be the Best Tank on Earth

https://nationalsecurityjournal.org/k2-black-panther-it-might-be-the-best-tank-on-earth-not-made-...
1•ckmate-king-2•54m ago•0 comments

Apple Releases New Versions of iOS for Older iPhones

https://www.macrumors.com/2026/03/11/apple-ios-16-7-15-release/
5•mgh2•58m ago•2 comments

Add per-repo output language preference

1•nishiohiroshi•58m ago•0 comments

Feedback on a local-first MCP memory system for AI assistants?

https://github.com/ptobey/local-memory-mcp
1•ptobey•58m ago•1 comments

Does MAGA Want American Science to Win?

https://www.thenewatlantis.com/publications/does-maga-actually-want-american-science-to-win
1•SCEtoAux•59m ago•1 comments

Compare Claude 4.6 Opus and GPT-5.2 to Boost E-E-A-T Content Quality

https://searchfit.ai/blog/claude-4-6-opus-vs-gpt-5-2-for-eeat-content-accuracy-citations-hallucin...
1•kasaei•1h ago•0 comments

OpenClaw Meets Microsoft Agentic Identity [video]

https://www.youtube.com/watch?v=7uD2vyfBUUs
1•umangsehgal93•1h ago•0 comments

Live Stream Oscar Wilde Importance of Being Earnest

https://www.youtube.com/watch?v=obX-HGs-PS8
1•frm88•1h ago•1 comments