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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

Diyclaw.dev

https://diyclaw.dev
1•kordlessagain•2m ago•0 comments

Heroku Seems to Be Down

https://x.com/search
2•forgingahead•7m ago•2 comments

I got tired of on-device LLMs crashing my apps, so I built a managed runtime

https://github.com/ramanujammv1988/edge-veda
2•rish2497•9m ago•2 comments

Advice, not control: the role of Remote Assistance in Waymo's operations

https://waymo.com/blog/?modal=short-advice-not-control-the-role-of-remote-assistance
6•xnx•11m ago•0 comments

Palantir moving headquarters from Denver to Miami

https://www.cnbc.com/2026/02/17/palantir-headquarters-miami-denver.html
4•absqueued•12m ago•0 comments

Color‑Driven Code Navigation

https://www.poppastring.com/blog/colordriven-code-navigation
1•PaulHoule•14m ago•0 comments

LyX 2.5 Released

https://wiki.lyx.org/LyX/NewInLyX25
1•lawrencejgd•14m ago•0 comments

(When) Is Mechanistic Interpretability Identifiable?

https://cocakoala.substack.com/p/when-is-mechanistic-interpretability
1•imranmk•15m ago•0 comments

YouTube Is Down

https://downdetector.com/status/youtube/
44•Vaslo•21m ago•10 comments

ZeroClaw – Rust-native agent that runs on your Rpi

https://zeroclaw.bot/
2•DLion•23m ago•0 comments

Google Public CA is down

https://status.pki.goog/incidents/5oJEbcU3ZfMfySTSXXd3
54•aloknnikhil•24m ago•13 comments

US threatens to quit International Energy Agency if won't drop green transition

https://www.politico.eu/article/us-threatens-to-quit-international-energy-agency-if-it-doesnt-dro...
3•c420•26m ago•0 comments

Show HN: Masharif

https://github.com/alielmorsy/Masharif
1•alielmorsy19•32m ago•0 comments

Design docs are waterfall wearing a hoodie

https://www.lucasfcosta.com/blog/design-docs
2•lucasfcosta•35m ago•0 comments

Show HN: GreedyPhrase – 1.21x better compression than GPT-4o tiktoken, 6x faster

https://github.com/rayonnant-ai/greedyphrase
1•bazlightyear•35m ago•0 comments

Phison CEO: Consumer electronics firms may fail by 2026 over AI memory crisis

https://www.pcgamer.com/hardware/memory/many-consumer-electronics-manufacturers-will-go-bankrupt-...
6•jamesy0ung•35m ago•0 comments

Show HN: Spawn – PostgreSQL migrate/test build system with minijinja (not vibed)

https://github.com/saward/spawn
1•Winsaucerer•43m ago•0 comments

Practical Guide to Building Reliable AI Agents

https://docs.inkeep.com/guides/agent-engineering
1•gaurav12342345•47m ago•1 comments

The anxiety driving AI's brutal work culture is a warning for all of us

https://www.theguardian.com/technology/ng-interactive/2026/feb/17/ai-startups-work-culture-san-fr...
4•i7l•52m ago•3 comments

Did Gemini just give me someone's personal information?

https://old.reddit.com/r/GeminiAI/comments/1r7dn80/did_gemini_just_give_me_someones_personal/
2•virgildotcodes•52m ago•0 comments

Show HN: Instagram Saved Collection Exporter

https://chromewebstore.google.com/
1•qwikhost•52m ago•0 comments

Join the Python Security Response Team

https://pyfound.blogspot.com/2026/02/join-the-python-security-response-team.html
1•lumpa•53m ago•0 comments

Convert Audi to 432Hz

https://kaizoku.digital/tools/retune/index.html
1•musti_92•53m ago•0 comments

The Final Bottleneck

https://lucumr.pocoo.org/2026/2/13/the-final-bottleneck/
3•donutshop•53m ago•0 comments

Frederick Wiseman, 96, Penetrating Documentarian of Institutions, Dies

https://www.nytimes.com/2026/02/16/movies/frederick-wiseman-dead.html
1•mitchbob•53m ago•2 comments

Safe VSP

https://linusakesson.net/scene/safevsp/index.php
1•amichail•57m ago•0 comments

Tesla Robotaxis Reportedly Crashing at a Rate That's 4x Higher Than Humans

https://gizmodo.com/tesla-robotaxis-reportedly-crashing-at-a-rate-thats-4x-higher-than-humans-200...
30•tempestn•59m ago•9 comments

Open-source game engine Godot is drowning in 'AI slop' code contributions

https://www.pcgamer.com/software/platforms/open-source-game-engine-godot-is-drowning-in-ai-slop-c...
6•vinyl7•1h ago•0 comments

Why an A.I. Video of Tom Cruise Battling Brad Pitt Spooked Hollywood

https://www.nytimes.com/2026/02/16/movies/tom-cruise-brad-pitt-artificial-intelligence-seedance.html
4•goplayoutside•1h ago•0 comments

Ask HN: How do you overcome imposter syndrome?

4•fdneng•1h ago•1 comments