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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

Ask HN: Why do we need things like 8sleep? Is sleeping with blankets unnatural?

1•denismenace•2m ago•0 comments

False Assurance in Formally Verified Cryptographic Libraries

https://eprint.iacr.org/2026/192
1•st_goliath•2m ago•0 comments

Context Engineering for Beginners: A Developer's Guide

https://memgraph.com/blog/context-engineering-for-beginners
1•taubek•2m ago•0 comments

Why Are Transit Buses So Expensive?

https://ti.org/antiplanner/?p=23595
1•xnx•3m ago•0 comments

Amazon's Andy Jassy bets on $200B AI spending drive to revive AWS

https://www.ft.com/content/905df663-8c47-4e88-b6ff-24dd4bd46290
1•1vuio0pswjnm7•3m ago•0 comments

Switch between Codex accounts without leaving your terminal

https://github.com/oli799/codex-router
1•oli799•3m ago•0 comments

China's tech shock threatens the U.S. AI monopoly

https://www.cnbc.com/2026/02/16/chinas-tech-shock-ai-monopoly-us.html
1•geox•8m ago•1 comments

Show HN: A collection of drop-in sections for Shopify development

https://github.com/bilalnaseer/shopify-sections
1•wspycnews•9m ago•0 comments

Show HN: Yell into the void to find others via semantic search

https://void.devrupt.io
1•ddtaylor•10m ago•0 comments

ZTM: Privacy-first P2P solution for OpenClaw and local LLMs

https://github.com/flomesh-io/ztm
1•caishu97•11m ago•1 comments

Show HN: SmartDS – AI route optimization for dark store picking

https://thesmartds.com/
1•tomasappsrecord•14m ago•0 comments

Utilities May Be Wildly Overestimating the AI Boom–At Public Expense

https://www.motherjones.com/politics/2026/02/utilities-overestimating-ai-boom-data-centers-fossil...
2•cdrnsf•19m ago•0 comments

Turning Our Back on Clean Energy

https://paulkrugman.substack.com/p/turning-our-back-on-clean-energy
3•rbanffy•19m ago•0 comments

Stop Writing Dead Programs (Strange Loop 2022)

https://jackrusher.com/strange-loop-2022/
2•tosh•20m ago•0 comments

Stop typing, start talking: How voice dictation changed my workflow

https://www.eliostruyf.com/stop-typing-start-talking/
1•estruyf•20m ago•0 comments

Show HN: I analyzed 1.3M federal cases for racial sentencing bias

https://www.samecrimedifferenttime.org
2•justiceindex•22m ago•0 comments

Rampant AI Demand for Memory Is Fueling a Growing Chip Crisis

https://www.bloomberg.com/news/articles/2026-02-15/rampant-ai-demand-for-memory-is-fueling-a-grow...
3•wslh•24m ago•2 comments

Ethical Alternative to Grok's AI Video – Recommendations?

1•ReeceWithafork•24m ago•0 comments

NotebookLM Web Clipper

https://chromewebstore.google.com/detail/notebooklm-web-clipper/bljffdbfmndbbjilgijgaefligllekhj
1•sparkalpha•24m ago•0 comments

What happened to Keyvalue.com? (edit don't know why it became keyvalue.systems)

https://www.keyvalue.systems
1•qwertytyyuu•26m ago•1 comments

A novel way to build quantum computer [video]

https://www.youtube.com/watch?v=rbxcd9gaims
1•Abhaykumar•27m ago•0 comments

Ask HN: Any mechanism to build for AI-only services to filter off human?

1•socrateslee•27m ago•2 comments

Diagnostics Factory

https://matklad.github.io/2026/02/16/diagnostics-factory.html
2•ingve•28m ago•0 comments

The Move Faster Manifesto

https://brianguthrie.com/p/the-move-faster-manifesto/
2•fagnerbrack•28m ago•1 comments

Show HN: Stock Sentiment API with Python

https://pypi.org/project/social-stock-sentiment/
2•Adanos•30m ago•0 comments

Thanks a lot, AI: Hard drives are sold out for the year, says WD

https://mashable.com/article/ai-hard-drive-hdd-shortages-western-digital-sold-out
26•dClauzel•30m ago•6 comments

Show HN: KanVibe – Kanban board that auto-tracks AI agents via hooks

https://github.com/rookedsysc/kanvibe
1•rookedsysc•31m ago•0 comments

BeatFlow: Text-to-MIDI generator that plans full song structure

https://github.com/the0cp/beatflow
1•vaergaf•31m ago•0 comments

Never mind cod, it's tilapia and chips please

https://www.bbc.com/news/articles/c70n4l167l6o
1•teleforce•31m ago•0 comments

Show HN: A note-taking app where notes connect themselves

https://www.resonote.ai/
1•yamatokaneko•32m ago•0 comments