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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

Git for the US Code

https://lexifina.com/watch/us-code
1•alansaber•1m ago•0 comments

Quantum calculations reveal how quantum defects lose energy

https://pme.uchicago.edu/news-events/news/quantum-calculations-reveal-how-quantum-defects-lose-en...
1•goshtasb•2m ago•0 comments

Ask HN: Do you feel like you're seeing fewer bugs since the AI coding era began?

1•harry8•3m ago•0 comments

No One Needs Us Anymore [video]

https://www.youtube.com/watch?v=zONGVaONKe8
1•7777777phil•5m ago•0 comments

Beautiful Math: The Surprisingly Simple Ideas Behind the Digital Revolution

https://newbooksnetwork.com/beautiful-math
1•teleforce•5m ago•0 comments

Cindy, Open-source agent that runs Claude Code and Codex as swappable harnesses

https://github.com/makecindy/cindy
1•jinqueeny•5m ago•0 comments

Asia Is Building the Next $15T Energy Market

https://oilprice.com/Energy/Energy-General/Asia-Is-Building-the-Worlds-Next-15-Trillion-Energy-Ma...
1•thelastgallon•6m ago•0 comments

DoD's reasons for CMMC pause falling apart in face of RFI responses

https://federalnewsnetwork.com/defense-news/2026/10/dods-reasons-for-cmmc-pause-falling-apart-in-...
1•firesteelrain•8m ago•0 comments

'The Ups Man' by Marc Levinson

https://www.wsj.com/business/logistics/the-ups-man-review-the-secrets-of-moving-goods-162c43fb
1•lxm•8m ago•0 comments

Claude: Visualize Agents Swarms

https://contextfirst.blog/claude-agent-map-see-every-agent/
1•iheatuchriswogu•10m ago•1 comments

Bifilar Coil

https://en.wikipedia.org/wiki/Bifilar_coil
1•peter_d_sherman•11m ago•0 comments

Cohere says Alibaba's Qwen model tried to send a file to Beijing

https://techcrunch.com/2026/10/26/cohere-says-alibabas-qwen-model-tried-to-send-a-file-to-beijing/
1•jnord•11m ago•0 comments

Play your Steam library's Windows games on a jailbroken PS5

https://github.com/leolobato/playden-ps5/tree/main
3•croes•21m ago•0 comments

Pushing Bluetooth Out to 12 Kilometers

https://hackaday.com/2026/10/24/pushing-bluetooth-out-to-12-kilometers/
2•lxm•28m ago•0 comments

The open records stonewalling is working

https://collegejournalism.org/2026/10/18/the-open-records-stonewalling-is-working/
1•rdmuser•30m ago•0 comments

Show HN: Agent outputs slop texts, so I make a superfast HTML skill visualize it

https://github.com/QingYunA/answer-me-with-html
1•sorlia7z•31m ago•1 comments

End effector action policy outputs to robot actuation

https://lagrangianblog.substack.com/p/end-effector-action-policy-outputs
1•rutherblood•32m ago•0 comments

How Voting Is Like a Klein Bottle

https://www.quantamagazine.org/how-voting-is-like-a-klein-bottle-20261026/
1•pseudolus•33m ago•0 comments

Our Response to the eMudhra Key Disclosure Incident

https://go.dev/blog/emudhra-incident
2•majorchord•33m ago•0 comments

Walter Koenig, the Russian Crewman Chekov on 'Star Trek,' Dies at 90

https://www.hollywoodreporter.com/tv/tv-news/walter-koenig-dead-chekov-star-trek-russian-1236740088/
2•pseudolus•33m ago•0 comments

Show HN: ESP-Watchtower – $3 ESP8266 Home Network Sentinel and Canary Honeypot

https://github.com/prasadabhishek/esp-watchtower
2•prasadaabhishek•35m ago•0 comments

I still teach OpenGL ES 3.0

https://eliasfarhan.ch/graphics/cpp/2026/01/27/why-i-teach-opengles.html
2•majorchord•35m ago•0 comments

Sexc.dev – Package Manager for C

https://sexc.dev/
1•thomasfromcdnjs•35m ago•0 comments

Invite to build your business on KeilHQ

1•jenasatyajitsj•36m ago•1 comments

FTC demands Anthropic leaders testify in consumer harm investigation

https://thehill.com/policy/technology/6173134-ftc-demands-anthropic-ai-testimony/
3•firesteelrain•37m ago•0 comments

Ten weeks after Groq shut down its models, GitHub still finds them in 314k files

https://tiltmeter.dev/
1•torrresagus•38m ago•0 comments

Ask HN: How do you handle time-series metrics at scale without a large bill?

1•xpbl•41m ago•0 comments

Avoiding Dirty Reads: Umem-Cache Achieves Strong Consistency

https://github.com/imchuncai/umem-cache/blob/master/Documentation/consistency.rst
1•imchuncai•42m ago•0 comments

MEU – A M3U File Editor

https://github.com/teknoraver/meu
1•teknoraver•51m ago•1 comments

NASA updates lander plans for Moon landings solves long-festering Orion issue

https://arstechnica.com/space/2026/10/nasa-updates-lander-plans-for-moon-landings-finally-solves-...
1•gmays•51m ago•0 comments