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1•kovaljubo•51s ago•1 comments

ICE urged to explain memo about collecting info on protesters

https://arstechnica.com/tech-policy/2026/02/capture-it-all-ice-urged-to-explain-memo-about-collec...
1•pseudolus•1m ago•0 comments

Intel's Xeon 600 Pushes Client Workstations into Server-Class Territory

https://www.storagereview.com/news/intels-xeon-600-pushes-client-workstations-into-server-class-t...
1•rbanffy•2m ago•0 comments

Show HN: UCP Checker – A manifest debugger for the agentic web

https://ucpchecker.com/extension
1•benjifisher•3m ago•1 comments

Show HN: Fast Sudoku solver that enumerates all solutions

https://sudoku-solver.piyochan.jp
1•math-hiyoko•3m ago•0 comments

A Trump 'Blockade' Is Stalling Wind and Solar Projects Nationwide

https://www.nytimes.com/2026/02/04/climate/wind-solar-projects.html
1•doener•6m ago•1 comments

Silver Star Airpower: Airmen and Guardians Take on Iran

https://www.airandspaceforces.com/article/silver-star-airpower-airmen-and-guardians-take-on-iran/
2•speckx•6m ago•0 comments

Does AI have human-level intelligence? The evidence is clear

https://www.nature.com/articles/d41586-026-00285-6#ref-CR8
1•fdeage•6m ago•0 comments

Manual on Uniform Traffic Control Devices for Streets and Highways

https://mutcd.fhwa.dot.gov/
1•mhb•7m ago•0 comments

Mappa – Fine-tune ANY multi-agent LLM systems end-to-end with AI coaches

2•junyuren•8m ago•2 comments

ReTerminal E1001

https://www.seeedstudio.com/reTerminal-E1001-p-6534.html
1•crummy•9m ago•0 comments

1.6M cubic metres of fake snow are ready for the Winter Olympics

https://www.euronews.com/green/2026/01/28/16-million-cubic-metres-of-fake-snow-are-ready-for-the-...
1•jumpocelot•10m ago•0 comments

Alexa+ powered by Anthropic now Generally available in the US

https://www.aboutamazon.com/news/devices/alexa-plus-available-free-prime-members-us
1•jxyxfinite•12m ago•1 comments

The Google Squeeze

https://stratechery.com/2019/the-google-squeeze/
1•fanf2•12m ago•0 comments

Show HN: K8s clusters on macOS using Apple's containerization framework

https://github.com/willswire/cluster
1•willswire•13m ago•0 comments

Devenv: Declarative Developer Environments using Nix

https://devenv.sh/
1•dtj1123•13m ago•0 comments

Show HN: TabChop – AI parses receipts into shareable, realtime itemized splits

https://tabchop.app/overview
3•ydumpeta•14m ago•1 comments

Show HN: Csvdb – Git-friendly CSV directories that convert to SQLite or DuckDB

https://github.com/jeff-gorelick/csvdb
1•jeff-gorelick•15m ago•0 comments

We built Moltbook a search engine

https://moltsearch.algolia.com
4•l_whalen_alg•15m ago•1 comments

Learning Low-Level Computing and C++ by Making a Game Boy Emulator

https://byteofmelon.com/blog/2026/making-of-gamebyte
2•romes•16m ago•0 comments

The Legacy of Daniel Kahneman: A Personal View (2025)

https://ejpe.org/journal/article/view/1075/753
1•cainxinth•17m ago•0 comments

JetBrains drops X11 for Wayland as default in IntelliJ-based IDEs

https://www.neowin.net/news/jetbrains-drops-x11-for-wayland-as-default-in-intellij-based-ides/
2•bundie•18m ago•0 comments

EarlyBinder and Instantiating Parameters

https://rustc-dev-guide.rust-lang.org/ty-module/early-binder.html
1•todsacerdoti•18m ago•0 comments

Show HN: Resume Tailor – Privacy-first resume rewriter (no signup)

https://deadsimpletools.com/resume-tailor
1•midnightdim•19m ago•0 comments

3.5%, General Strikes, and Goals

https://www.patreon.com/posts/3-5-general-and-149563547
2•ortr•19m ago•0 comments

Show HN: LIAM – email and calendar assistant that drafts replies and schedules

https://doitliam.com
4•sintem•19m ago•4 comments

LispE: Lisp Interpreter with Pattern Programming and Lazy Evaluation

https://github.com/naver/lispe
1•PaulHoule•20m ago•0 comments

ICE and Epstein

https://www.patreon.com/posts/ice-and-epstein-149619562
2•ortr•20m ago•0 comments

Claude Code for Infrastructure

https://www.fluid.sh/
2•aspectrr•20m ago•1 comments

Wayland by Default in 2026.1 EAP (Jetbrains)

https://blog.jetbrains.com/platform/2026/02/wayland-by-default-in-2026-1-eap/
1•politelemon•21m ago•0 comments
Open in hackernews

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