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Datalaria 16 hours in Articles 5 min read
Almost every fictional story Hollywood has produced about technology makes the same unforgivable mistake: reducing computing to black screens with blinking green monospace fonts, futuristic 3D user interfaces, and rogue hackers breaching government f...
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MGM_Squared 2 hours in Articles 4 min read
Over the past several months, I've made a commitment to write more. Not because I want to become a content creator, but because I've come to appreciate how much engineering knowledge quietly disappears every day. Architecture discussions end when th...
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AIAppsAPI 2 hours in Articles 2 min read
Most of us here have shipped something solo, and most of us hit the same wall: the feature itself was fine, and the plumbing around it took the week. What follows is a look at which parts of that plumbing an agent actually absorbs, and which parts st...
AIAppsAPI 2 hours in Articles 2 min read
A lot of the self hosting questions on here turn out to be hardware questions rather than software questions, and the answers usually skip the boring part. This is the version I wish someone had handed me before I rented the first box for an always o...
saurav_tb_pandey 6 hours in Articles 3 min read
Understanding the N+1 Query Problem The N+1 query problem is a very common database performance bottleneck that occurs when an application makes far too many sequential network requests to a database to fetch related sets of data. Instead of asking...
orcalayer 6 hours in Articles 4 min read
A 90% win rate looks like proof of skill. On Polymarket it usually isn't. Of the 70,711 wallets currently showing a 90% or higher win rate, about 61%, or 43,179 of them, are airdrop farmers. They never took a real position. They bought outcomes that ...
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Tom Smithverified 1 day in Articles 4 min read
A quieter week after the Black Hat stretch, but the five pieces that came out of it are worth your time. All five circle the same territory: what AI can and can't actually do in security, and who ends up owning the outcome when it falls short. Tria...
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ReppingJesusChrist 7 hours in Articles 4 min read
My Developer Journey: From Knowing No Code to Building BetaGracevI My journey started about nine months ago when I got the idea that I wanted my own AI agent. The funny part is that when I started, I didn't know a lick of code. At the time, Replit...
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AIAppsAPI 7 hours in Articles 2 min read
Most of us have had a test suite that passed locally, failed once in CI, then passed on the rerun until nobody trusted it as evidence of anything. This is about why that happens, and why one framework's default behavior removes most of it. Flake Is ...
oaslananka 7 hours in Articles 1 min read
PCB manufacturing releases still feel surprisingly manual. In software, we expect automated tests, CI pipelines, policy gates, signed artifacts, provenance, and reproducible releases. But hardware releases often still end with: Export Gerbers → ma...
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MGM_Squared 7 hours in Articles 5 min read
Why helping everyone around you grow is still the fastest path to career growth—even in the age of AI. Introduction One of the best pieces of career advice I ever received came from my first engineering manager. Early in my career, I was eager to ...
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helkyn-coello 10 hours in Articles 7 min read
A branch came in for review with about sixty commits on it, every one authored by someone on the team. He hadn't written them. Claude Desktop had, running on his laptop, signing commits with the git identity we configured during setup. As far as the ...
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AIAppsAPI 11 hours in Articles 2 min read
Most of us here have written a scraper or a browser test suite that worked beautifully until someone shipped a redesign and every selector went stale overnight. This is a look at what actually changes when an agent reads the page instead of replaying...
KarthikUnni 11 hours in Articles 6 min read
I've been trying to understand what actually happens when a piece of ML code reaches the GPU. Not the usual model.cuda and GPU go brrrr kind of understanding, but the actual stuff underneath it — threads, warps, memory, kernel launches, and why some ...
AIAppsAPI 12 hours in Articles 3 min read
Most of us reach for a vector database the first time an app needs memory, and it holds up right until it does not. This is the piece that changed how I score retrieval, so I am putting it here in case anyone else is hitting the same wall. A retriev...
hiper2d 12 hours in Articles 14 min read
A year ago I couldn't see myself making videos at all. Now I do, and I enjoy it. It's a long process with a lot of planning and visualization in my head. Most of the work is outsourced to AI, but the vision and the directing are mine. I want to descr...
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stepan-nikonov 12 hours in Articles 7 min read
Direct answer: choose an Apollo plan by the paid action you must prove, not by the longest feature list. Free can be enough to define a market and inspect the interface. Basic adds a much larger recurring credit allowance and several plan-gated targe...
Alex 13 hours in Articles 7 min read
Every AI post-mortem is about a system that ran and failed. This one is about a feature that never ran at all, and it still has a price: plaintiffs' experts put the enhanced-Siri promise at 5.5% of the phone, or $61.06 a device across 37 million of t...
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