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Show HN: AI agent forgets user preferences every session. This fixes it

https://www.pref0.com/
1•fliellerjulian•1m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model

https://github.com/ghostty-org/ghostty/pull/10559
1•DustinEchoes•3m ago•0 comments

Show HN: SSHcode – Always-On Claude Code/OpenCode over Tailscale and Hetzner

https://github.com/sultanvaliyev/sshcode
1•sultanvaliyev•3m ago•0 comments

Microsoft appointed a quality czar. He has no direct reports and no budget

https://jpcaparas.medium.com/microsoft-appointed-a-quality-czar-he-has-no-direct-reports-and-no-b...
1•RickJWagner•5m ago•0 comments

Multi-agent coordination on Claude Code: 8 production pain points and patterns

https://gist.github.com/sigalovskinick/6cc1cef061f76b7edd198e0ebc863397
1•nikolasi•5m ago•0 comments

Washington Post CEO Will Lewis Steps Down After Stormy Tenure

https://www.nytimes.com/2026/02/07/technology/washington-post-will-lewis.html
1•jbegley•6m ago•0 comments

DevXT – Building the Future with AI That Acts

https://devxt.com
2•superpecmuscles•7m ago•4 comments

A Minimal OpenClaw Built with the OpenCode SDK

https://github.com/CefBoud/MonClaw
1•cefboud•7m ago•0 comments

The silent death of Good Code

https://amit.prasad.me/blog/rip-good-code
2•amitprasad•7m ago•0 comments

The Internal Negotiation You Have When Your Heart Rate Gets Uncomfortable

https://www.vo2maxpro.com/blog/internal-negotiation-heart-rate
1•GoodluckH•9m ago•0 comments

Show HN: Glance – Fast CSV inspection for the terminal (SIMD-accelerated)

https://github.com/AveryClapp/glance
2•AveryClapp•10m ago•0 comments

Busy for the Next Fifty to Sixty Bud

https://pestlemortar.substack.com/p/busy-for-the-next-fifty-to-sixty-had-all-my-money-in-bitcoin-...
1•mithradiumn•10m ago•0 comments

Imperative

https://pestlemortar.substack.com/p/imperative
1•mithradiumn•11m ago•0 comments

Show HN: I decomposed 87 tasks to find where AI agents structurally collapse

https://github.com/XxCotHGxX/Instruction_Entropy
1•XxCotHGxX•15m ago•1 comments

I went back to Linux and it was a mistake

https://www.theverge.com/report/875077/linux-was-a-mistake
3•timpera•16m ago•1 comments

Octrafic – open-source AI-assisted API testing from the CLI

https://github.com/Octrafic/octrafic-cli
1•mbadyl•18m ago•1 comments

US Accuses China of Secret Nuclear Testing

https://www.reuters.com/world/china/trump-has-been-clear-wanting-new-nuclear-arms-control-treaty-...
2•jandrewrogers•18m ago•1 comments

Peacock. A New Programming Language

1•hashhooshy•23m ago•1 comments

A postcard arrived: 'If you're reading this I'm dead, and I really liked you'

https://www.washingtonpost.com/lifestyle/2026/02/07/postcard-death-teacher-glickman/
2•bookofjoe•24m ago•1 comments

What to know about the software selloff

https://www.morningstar.com/markets/what-know-about-software-stock-selloff
2•RickJWagner•28m ago•0 comments

Show HN: Syntux – generative UI for websites, not agents

https://www.getsyntux.com/
3•Goose78•29m ago•0 comments

Microsoft appointed a quality czar. He has no direct reports and no budget

https://jpcaparas.medium.com/ab75cef97954
2•birdculture•29m ago•0 comments

AI overlay that reads anything on your screen (invisible to screen capture)

https://lowlighter.app/
1•andylytic•30m ago•1 comments

Show HN: Seafloor, be up and running with OpenClaw in 20 seconds

https://seafloor.bot/
1•k0mplex•31m ago•0 comments

Tesla turbine-inspired structure generates electricity using compressed air

https://techxplore.com/news/2026-01-tesla-turbine-generates-electricity-compressed.html
2•PaulHoule•32m ago•0 comments

State Department deleting 17 years of tweets (2009-2025); preservation needed

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
3•sleazylice•32m ago•1 comments

Learning to code, or building side projects with AI help, this one's for you

https://codeslick.dev/learn
1•vitorlourenco•33m ago•0 comments

Effulgence RPG Engine [video]

https://www.youtube.com/watch?v=xFQOUe9S7dU
1•msuniverse2026•34m ago•0 comments

Five disciplines discovered the same math independently – none of them knew

https://freethemath.org
4•energyscholar•35m ago•1 comments

We Scanned an AI Assistant for Security Issues: 12,465 Vulnerabilities

https://codeslick.dev/blog/openclaw-security-audit
1•vitorlourenco•36m 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.