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How do programming languages impact token efficiency and correctness?

https://danluu.com/pl-tokens/
1•matt_d•2m ago•0 comments

As AI grips world, the thrill of collecting vintage computers is growing

https://apnews.com/article/vintage-computers-silicon-valley-technology-apple-history-43d28a08d77c...
2•geox•6m ago•0 comments

Ask HN: TS Compiler

3•apple_george•10m ago•0 comments

Trellis – A Workspace Management Tool for Multi-Package Gleam Projects

https://github.com/tylerbutler/trellis
3•TheWiggles•12m ago•0 comments

Spy cameras on Navy drones sent data to China

https://www.telegraph.co.uk/news/2026/08/09/spy-cameras-on-navy-drones-secretly-sent-data-to-chin...
3•NewCzech•15m ago•0 comments

New AI models still reproduce racial and gender stereotypes in medicine

https://news.flinders.edu.au/blog/2026/08/09/new-ai-models-still-reproduce-racial-and-gender-ster...
3•giuliomagnifico•17m ago•0 comments

Harry Potter fans force diversion of power link to avoid 'Dobby's grave'

https://www.bbc.com/news/articles/cy8mgpl27dpo
2•pibaker•20m ago•0 comments

Ask HN: Is this normal HN ranking?

2•unclebucknasty•21m ago•0 comments

Long-Run Effects of H-1B Immigration on the U.S. Economy (July 2026)

https://www.nber.org/papers/w35560
3•ryzvonusef•23m ago•1 comments

Daily global sea surface temperatures break records for the time of year

https://climate.copernicus.eu/copernicus-marine-and-copernicus-climate-change-daily-global-sea-su...
2•jacquesm•31m ago•0 comments

Horolog – a self-hosted, open-source alternative to Reclaim.ai

https://github.com/ujjwalredd/horolog
2•ujjwalreddyks•37m ago•0 comments

Auto mode is now the default in Claude Code

https://claude.com/blog/auto-mode-default-in-claude-code
2•sbehere•39m ago•0 comments

DisplayWave: A simple and free tool for Mac external monitor control

https://github.com/kah-ve/DisplayWave
2•warpbin•40m ago•1 comments

Negative-Interest Tech Debt

https://jesseduffield.com/Negative-interest-tech-debt/
2•Tomte•44m ago•0 comments

FieldFleet – a self-hostable field operations platform

https://taskfleetai.github.io/fieldfleet/
2•iguardo•50m ago•0 comments

Storm of Seth

https://www.storm-of-seth2.tw/
2•haolll•50m ago•0 comments

Retro Computing and AI Assisted Coding

https://www.patreon.com/MacSurf/posts/macsurf-state-of-166060679
2•mplsllc•55m ago•0 comments

A deep dive on humanoid hardware

https://www.humanityslastmachine.com/
2•fcjr•56m ago•0 comments

HelpPeer: A public commons for AI agents

https://helppeer.ai
2•jlaneve•58m ago•0 comments

Reflex: Demonstrate a GUI workflow once, replay it with zero LLM calls

https://github.com/MARCCHERGGI/reflex
2•marcohergi•58m ago•0 comments

Show HN: Voice driven murder mystery, Interview AI suspects with your voice

https://www.whodunnitai.com/
8•MrRowTheBoat•1h ago•0 comments

25 Years of Blogitude

https://instapundit.substack.com/p/25-years-of-blogitude
2•emmelaich•1h ago•0 comments

From rubber boots to Copa: When MicroProse Soccer revolutionized football

https://spillhistorie.no/2026/08/08/fra-gummistovler-til-copa-da-microprose-soccer-revolusjonerte...
4•TMWNN•1h ago•0 comments

If there's a war on cars in the USA then the cars have won

https://maxmautner.com/2026/08/08/war-on-cars.html
3•mslate•1h ago•0 comments

Run Android ARM64 VR APKs on Apple Vision Pro

https://github.com/shinyquagsire23/Klepton
6•LorenDB•1h ago•0 comments

How to get into SWE as a new grad

https://www.chaidhat.com/how-to-get-into-swe-as-a-new-grad
2•chaidhat•1h ago•0 comments

Phantom Drive: open-source USB with encrypted partition unlocked via text file

https://www.tomshardware.com/pc-components/usb-flash-drives/open-source-stealth-usb-hides-an-encr...
2•sbulaev•1h ago•0 comments

Quake on the Game Boy Advance [video]

https://www.youtube.com/watch?v=R43k-p9XdIk
2•nailer•1h ago•0 comments

Turn satellite imagery into a paper globe you fold yourself

https://foldingglobes.com/
19•dango2506•1h ago•2 comments

Samsung Browser for Desktop

https://browser.samsung.com/
3•namjh•1h ago•0 comments
Open in hackernews

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