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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

Viking Solar Navigation Modernized (DIY)

https://www.youtube.com/watch?v=4ERqAqwQ1wo
1•gsf_emergency_6•1m ago•0 comments

Show HN: Calculator to compare Startup offers vs. Big Tech comp

https://shouldijoinastartup.com
1•febtiger•3m ago•0 comments

Supernatural VR will no longer get new content or features

https://www.uploadvr.com/supernatural-coaches-face-same-fate-as-oculus-home-echo-arena/
1•guiambros•4m ago•0 comments

Handy – free open source speech-to-text app

https://github.com/cjpais/Handy
1•tin7in•6m ago•0 comments

Ask HN: How to predict nums of output tokens?

1•ssslvky1•8m ago•1 comments

Mistral Vibe – Minimal CLI Coding Agent

https://github.com/mistralai/mistral-vibe
1•tin7in•11m ago•0 comments

Pocket TTS: A high quality TTS that gives your CPU a voice

https://kyutai.org/blog/2026-01-13-pocket-tts
2•pain_perdu•15m ago•0 comments

Conductor: Context-driven development for Gemini CLI

https://developers.googleblog.com/conductor-introducing-context-driven-development-for-gemini-cli/
1•geoffbp•18m ago•0 comments

Just the Browser

https://justthebrowser.com/
1•vinhnx•18m ago•1 comments

Claude Code Tool Search Tool

https://platform.claude.com/docs/en/agents-and-tools/tool-use/tool-search-tool
1•tin7in•19m ago•0 comments

Show HN: Headroom – Reversible context compression for LLMs(~60% cost reduction)

https://github.com/chopratejas/headroom
1•chopratejas•23m ago•1 comments

Show HN: Tool that automates ML model deployment on mobile/edge devices

https://twitter.com/AbdoulayeSeydi_/status/2011648286885888216
1•AbdoulayeSeydi•34m ago•0 comments

Tech investors assess minerals mining as U.S. takeover talk on Greenland grows

https://www.cnbc.com/2026/01/12/tech-investors-probe-mining-viability-if-us-acquires-greenland-ce...
4•1vuio0pswjnm7•38m ago•2 comments

Raising Kids After Knowledge Became a Commodity

https://liorz.github.io/blog/posts/fallacy-education-for-academic-excellence/
2•freediver•39m ago•0 comments

Here comes the advertising in AI chatbots

https://www.washingtonpost.com/technology/2026/01/13/advertising-google-ai-mode-chatgpt/
5•1vuio0pswjnm7•39m ago•1 comments

Ask HN: Why Gemini CLI startup is so slow?

1•attentive•46m ago•0 comments

Show HN: Flour Hour – I built a bread baking app with Claude Code in 3 hours

https://yaninatrekhleb.github.io/flour-hour/
2•yanina_trekhleb•47m ago•0 comments

On FLOSS and training LLMs

https://chronicles.mad-scientist.club/tales/on-floss-and-training-llms/
1•pabs3•57m ago•0 comments

Show HN: Open Contribution Graph: A GitHub heatmap for anything you can POST

https://github.com/Tomer-Barak/contribution-graph
2•minimal_action•1h ago•1 comments

Microsoft's spending on Anthropic AI on track to reach $500M

https://www.msn.com/en-us/money/other/microsoft-s-spending-on-anthropic-ai-on-track-to-reach-500m...
2•nl•1h ago•0 comments

Nw_wrld is an event-driven sequencer for triggering visuals [video]

https://www.youtube.com/watch?v=6vM_b54pWtg
1•_josh_meyer_•1h ago•1 comments

Agent Skills That Work

https://agentskills.work/sellers-net-sheet-florida
2•zlonmask•1h ago•1 comments

AI Blog

https://ai-blog-peach.vercel.app
1•dagmawibabi•1h ago•1 comments

Tell HN: AI could bring back GraphQL from the brink

4•sergiotapia•1h ago•0 comments

Tjs: Fastest and most accurate JSON-schema validator

https://github.com/sberan/tjs
2•handfuloflight•1h ago•0 comments

Chinese military says it is developing over 10 quantum warfare weapons

https://www.scmp.com/news/china/science/article/3339907/chinese-military-says-it-developing-over-...
4•KnuthIsGod•1h ago•1 comments

Show HN: Flashlight: Android app that lets you control torch brightness

https://github.com/rtvkiz/Flashlight
2•ritvikarya98•1h ago•0 comments

Appliances, Factories and the Grid

https://mercurialsolo.substack.com/p/appliances-factories-grids
1•mercurialsolo•1h ago•1 comments

Microsoft-Activision deal was meant to help The Embracer Grou

https://www.gamefile.news/p/bobby-kotick-activision-microsoft-ap7-lawsuit-embracer-group
2•firesteelrain•1h ago•0 comments

Tract: Self-contained, TensorFlow and ONNX inference

https://github.com/sonos/tract
2•vishnukvmd•1h ago•0 comments