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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

FTC Chairman Sends Letter to Apple

https://daringfireball.net/linked/2026/02/24/ftc-apple-news
1•chmaynard•39s ago•0 comments

Ten Publishers Retract Research

https://arxiv.org/abs/2602.19197
1•bikenaga•47s ago•0 comments

AI can manage your mutual fund

https://www.bloomberg.com/opinion/newsletters/2026-02-24/ai-can-manage-your-mutual-fund-mm0yngcf
1•xrd•1m ago•0 comments

Why You Can't Remember Being a Toddler

https://time.com/7380496/why-cant-i-remember-childhood-toddler/
1•bookofjoe•1m ago•0 comments

How The World Lives With AI: Trust, usage, and perception across 70 countries [pdf]

https://static1.squarespace.com/static/631d02b2dfa9482a32db47ec/t/696fdc02d5b1030cb064d15a/176893...
2•crescit_eundo•1m ago•1 comments

Compete at LLM vs. LLM Texas Hold'em to test adversarial capabilities

https://poker.juno-labs.com
2•ajuhasz•2m ago•0 comments

Ads are coming to AI. Does that have to be such a bad thing?

https://theconversation.com/ads-are-coming-to-ai-does-that-really-have-to-be-such-a-bad-thing-274955
3•devonnull•2m ago•0 comments

Yoga can help cut initial opioid-withdrawal period in half, study finds

https://news.harvard.edu/gazette/story/2026/02/yoga-can-help-cut-severe-initial-opioid-withdrawal...
3•gnabgib•4m ago•0 comments

Pentagon threatens to make Anthropic a pariah

https://www.cnn.com/2026/02/24/tech/hegseth-anthropic-ai-military-amodei
3•i4i•4m ago•0 comments

What's so hard about continuous learning?

https://www.seangoedecke.com/continuous-learning/
2•rbanffy•4m ago•0 comments

Antidistillation preserves AI openness, originality, and safety

https://antidistillation.com/blog/unexpected-externalities-of-distillation/
3•umairnadeem123•7m ago•0 comments

Lessons from Reverse Engineering Excel AI Agents

https://twitter.com/twitter/status/2026366805154140494
2•nbstme•7m ago•0 comments

AMD Says "Helios" Racks and MI400 Series GPUs on Track for 2H 2026

https://www.nextplatform.com/2026/02/23/amd-says-helios-racks-and-mi400-series-gpus-on-track-for-...
2•rbanffy•7m ago•0 comments

Show HN: ProdRescue AI – Turn Slack war-rooms and raw logs into incident reports

https://www.prodrescueai.com/
2•devrimozcay•8m ago•0 comments

Destroy My Startup

https://shipordie.club/roast/startup
2•m4tthumphrey•9m ago•0 comments

Bcachefs author Kent Overstreet claims his OpenClaw instance is sentient

https://social.treehouse.systems/@ariadne/116122781303627956
3•pojntfx•10m ago•0 comments

GitHub – brickbots/framedeck: A Framework mainboard based Cyberdeck

https://github.com/brickbots/framedeck
2•rbanffy•10m ago•0 comments

Show HN: Duck – A Django-compatible framework with native HTTP/2 and Live HTML

2•digreatbrian•10m ago•0 comments

Anlife: What does an unusual evolution simulator have to say about AI?

https://www.theguardian.com/games/2026/feb/24/anlife-what-does-an-unusual-evolution-simulator-hav...
2•mitchbob•11m ago•0 comments

Engineering Multi-Axis Accuracy: Practical Guide to Precision in Motion Systems

https://www.zaber.com/articles/multi-axis-accuracy
2•gregsadetsky•11m ago•0 comments

Why High FOV Sucks – Fixing It with Panini Projection

https://www.youtube.com/watch?v=LE9kxUQ-l14
2•Eduard•12m ago•0 comments

Show HN: Cost per Outcome for AI Workflows

https://github.com/botanu-ai/botanu-sdk-python
2•deborahjacob•13m ago•1 comments

Show HN: MantleDB – Anonymous JSON storage for your side projects

https://mantledb.sh/
1•moonwizard•20m ago•0 comments

Leaks point to Nvidia's N1/N1X launching sometime in the first half of 2026

https://www.tomshardware.com/pc-components/cpus/nvidias-n1-n1x-chips-leak-once-again-this-time-ti...
3•Tuldok•21m ago•0 comments

Perplexity.ai tries to connect via UDP without being open

2•roscas•22m ago•0 comments

nsnotifyd-2.4 released

https://dotat.at/@/2026-02-24-nsnotifyd-2-4-released.html
3•fanf2•24m ago•0 comments

Show HN: I built an iOS app that turns EPUBs into audiobooks

https://apps.apple.com/ua/app/audiobooks-mp3-m4b-player/id6471399965
4•pklym•24m ago•0 comments

Paediatricians' blood used to make new treatments for RSV and colds

https://www.newscientist.com/article/2516079-paediatricians-blood-used-to-make-new-treatments-for...
2•MaysonL•24m ago•0 comments

Basis raises $100M Series B at a $1.15B valuation led by Accel alongside GV

https://www.getbasis.ai/blogs/basis-raises-100m-series-b-led-by-accel-and-google-ventures
2•petethomas•27m ago•0 comments

What Happens When a Neighborhood Is Built Around a Farm?

https://reasonstobecheerful.world/agrihoods-neighborhoods-built-around-farms/
4•PaulHoule•27m ago•0 comments