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Federated Credential Management (FedCM)

https://ciamweekly.substack.com/p/federated-credential-management-fedcm
1•mooreds•44s ago•0 comments

Token-to-Credit Conversion: Avoiding Floating-Point Errors in AI Billing Systems

https://app.writtte.com/read/kZ8Kj6R
1•lasgawe•1m ago•1 comments

The Story of Heroku (2022)

https://leerob.com/heroku
1•tosh•1m ago•0 comments

Obey the Testing Goat

https://www.obeythetestinggoat.com/
1•mkl95•1m ago•0 comments

Claude Opus 4.6 extends LLM pareto frontier

https://michaelshi.me/pareto/
1•mikeshi42•2m ago•0 comments

Brute Force Colors (2022)

https://arnaud-carre.github.io/2022-12-30-amiga-ham/
1•erickhill•5m ago•0 comments

Google Translate apparently vulnerable to prompt injection

https://www.lesswrong.com/posts/tAh2keDNEEHMXvLvz/prompt-injection-in-google-translate-reveals-ba...
1•julkali•5m ago•0 comments

(Bsky thread) "This turns the maintainer into an unwitting vibe coder"

https://bsky.app/profile/fullmoon.id/post/3meadfaulhk2s
1•todsacerdoti•6m ago•0 comments

Software development is undergoing a Renaissance in front of our eyes

https://twitter.com/gdb/status/2019566641491963946
1•tosh•6m ago•0 comments

Can you beat ensloppification? I made a quiz for Wikipedia's Signs of AI Writing

https://tryward.app/aiquiz
1•bennydog224•8m ago•1 comments

Spec-Driven Design with Kiro: Lessons from Seddle

https://medium.com/@dustin_44710/spec-driven-design-with-kiro-lessons-from-seddle-9320ef18a61f
1•nslog•8m ago•0 comments

Agents need good developer experience too

https://modal.com/blog/agents-devex
1•birdculture•9m ago•0 comments

The Dark Factory

https://twitter.com/i/status/2020161285376082326
1•Ozzie_osman•9m ago•0 comments

Free data transfer out to internet when moving out of AWS (2024)

https://aws.amazon.com/blogs/aws/free-data-transfer-out-to-internet-when-moving-out-of-aws/
1•tosh•10m ago•0 comments

Interop 2025: A Year of Convergence

https://webkit.org/blog/17808/interop-2025-review/
1•alwillis•11m ago•0 comments

Prejudice Against Leprosy

https://text.npr.org/g-s1-108321
1•hi41•12m ago•0 comments

Slint: Cross Platform UI Library

https://slint.dev/
1•Palmik•16m ago•0 comments

AI and Education: Generative AI and the Future of Critical Thinking

https://www.youtube.com/watch?v=k7PvscqGD24
1•nyc111•16m ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•17m ago•0 comments

Moltbook isn't real but it can still hurt you

https://12gramsofcarbon.com/p/tech-things-moltbook-isnt-real-but
1•theahura•21m ago•0 comments

Take Back the Em Dash–and Your Voice

https://spin.atomicobject.com/take-back-em-dash/
1•ingve•22m ago•0 comments

Show HN: 289x speedup over MLP using Spectral Graphs

https://zenodo.org/login/?next=%2Fme%2Fuploads%3Fq%3D%26f%3Dshared_with_me%25253Afalse%26l%3Dlist...
1•andrespi•23m ago•0 comments

Teaching Mathematics

https://www.karlin.mff.cuni.cz/~spurny/doc/articles/arnold.htm
2•samuel246•25m ago•0 comments

3D Printed Microfluidic Multiplexing [video]

https://www.youtube.com/watch?v=VZ2ZcOzLnGg
2•downboots•25m ago•0 comments

Abstractions Are in the Eye of the Beholder

https://software.rajivprab.com/2019/08/29/abstractions-are-in-the-eye-of-the-beholder/
2•whack•26m ago•0 comments

Show HN: Routed Attention – 75-99% savings by routing between O(N) and O(N²)

https://zenodo.org/records/18518956
1•MikeBee•26m ago•0 comments

We didn't ask for this internet – Ezra Klein show [video]

https://www.youtube.com/shorts/ve02F0gyfjY
1•softwaredoug•27m ago•0 comments

The Real AI Talent War Is for Plumbers and Electricians

https://www.wired.com/story/why-there-arent-enough-electricians-and-plumbers-to-build-ai-data-cen...
2•geox•29m ago•0 comments

Show HN: MimiClaw, OpenClaw(Clawdbot)on $5 Chips

https://github.com/memovai/mimiclaw
1•ssslvky1•30m ago•0 comments

I Maintain My Blog in the Age of Agents

https://www.jerpint.io/blog/2026-02-07-how-i-maintain-my-blog-in-the-age-of-agents/
3•jerpint•30m ago•0 comments
Open in hackernews

Ask HN: What AI systems have you adopted across your work and personal life?

1•alexjray•1mo ago
I am incredibly curious what AI systems you have been adopting across your work and personal life?

It's obvious that the generation of work artifacts is largely going to be done via AI but I am finding it very hard to give up that generative control to AI.

For example I am still manually reviewing every line of code AI produces because half the time I need it to be reworked/regenerated because of gaps (context, pattern clarity, usage details etc..).

So my question to you all is; what systems and processes are you using to optimize your AI generative output and quality?

Comments

delaminator•1mo ago
I've hardly read a line of code for 6 months, out of hundreds of 1000s of lines. Tbh for half of my projects I can't even review them if I wanted. I get Claude to use RUST half the time and I have never written a RUST program in my life.

I don't even have time to test the all programs I'm creating, let alone review the LOCs. I build stuff on a whim and it's in my "did it work" pile. I've also got a "looks ok, I'll deploy it sometime" list.

Embrace it. Enjoy it. Ship solutions to problems not lines of code.

alexjray•1mo ago
There is a common theme of "the end result is all that matters" but there are pretty big long term repercussions of design and implementation choices. For side projects and POC experiments this feels like the right approach but the risk flip flops for large scale projects that have the more risk associated with them. Maybe it is just through testing and validation checks?
MattGaiser•1mo ago
> there are pretty big long term repercussions of design and implementation choices

At least this part I am still specifying. It doesn't get to choose its own technologies. It generally includes the architecture in the plan that I review.

delaminator•1mo ago
Me too. I specify everything like that. Which database to use, which style of database to use, etc. the sort of thing a Team Leader would pick (after consulting the team, of course).

I've been coding since the 8-bit days.

With the added benefit I can specify, "let's try using this stack this time." I haven't got to spend two months learning it to get to MVP.

delaminator•1mo ago
I posit that most software isn't large scale projects.

Certainly mine isn't. But I've still generated hundreds of thousands of lines of code.

But no one will ever read them. And solid engineering defines the interfaces between them. So we specify the ins and outs and let the rest take its course.

MattGaiser•1mo ago
I built an AI PM app for a buddy to help him leverage AI for his particular PM framework as fast as his developers do. He loves it and I haven't read a line of code beyond keeping track of what things are named for better prompting. I have numerous little apps for every little thing. Every whim is trivial to turn into a scraper. Every tiny side hustle I have has an AI workflow.

I made a video game to wish a friend happy birthday. I made a couple websites for job applications. I can make a landing page for an idea for a friend and the longest part is buying the domain name. I had a convo with a friend about finding more ideas to work on as I have abundant spare time due to LLMs and there are LLMs sourcing stuff to help execute on that.

Every time a friend has a "it would be cool" idea, I can trivially throw something together to do it.

Really my biggest optimization has been giving the AI as many tools as possible to do the testing part itself, as testing the work is the real bottleneck. Dockerize everything, so all the error logs are in one place and it can reset at will. Have it set up fixtures, so that if it deletes the database (has happened), it can just re-create it.

alexjray•1mo ago
Yeah that feels like the right approach to enable the code generation to test itself which then becomes a matter of specification and functionality definition instead of worrying about code quality.

Are you doing all of this in cursor or something like Claude code?

MattGaiser•1mo ago
This is all in Claude Code. I never felt that Cursor was very good at this part and was not someone who ever adopted it for anything serious.