Running LLM jobs over hundreds of items, the obvious shortcut is to collapse execution and verification into one model pass: one call, one output, ship it. It fails at scale, and a scoring system for 146 countries across 11 categories shows exactly why.
Each score runs 0 to 100 on a single canonical dataset, the overall rating is the arithmetic mean of those 11, and there are no per-country exceptions. One yardstick, applied identically everywhere.
Ask a cheap model to generate all 146 in ...
Support on GitHub: github.com/phero20/concurrent-resource-scheduler (Give it a star if you find it useful!)
View Docs: pkg.go.dev/github.com/phero20/concurrent-resource-scheduler
What happens when thousands of concurrent requests compete for a small pool of reusable resources?
You can put a mutex around a slice and hope for the best.
Or you can design the scheduler around concurrency from the beginning.
I chose the second option.
I built Concurrent Resource S...
The people who make open source work aren't just the ones writing code. Some of them write the words that make the code make sense.
I spent years assuming open source was a closed door. Every time I opened GitHub, I felt like I'd wandered into a conversation being held in a language I hadn't studied. Pull requests, forks, issues tagged with words like "good first issue" that somehow still felt intimidating. I closed the tab more times than I can count, convinced that space belonged to people ...
Every Angular application I have worked on in the last few years had the same three kinds of state:
URL state — the page number, the active filter, the selected tab.
Client state — what the user typed, what is expanded, what is selected.
Server state — the thing you fetched, and everything that can go wrong while fetching it.
And every application handled them three completely different ways. ActivatedRoute and a Router.navigate call for the first. Signals or a store f...
The first collaboration model in CodeVerse was convincing in exactly the way a local demo needs to be convincing.
Open two tabs. Join the same room. Type in one editor. Watch the other editor update.
Then ask one unpleasant question: what happens when those two sockets land on different server instances?
The answer was that the room stopped being a room. Each process had its own memory, its own presence list, and its own idea of the current files. A restart erased state. A reconnect cou...
I Benchmarked Two Local LLMs on Real Dev Work — Qwopus 27B vs Muse Glimmer 30B
Two open-weight models, one 20 GB GPU, two real development tasks, and a third model as the referee. Here is what actually happened when I made Qwopus 3.6 27B and Meta's Muse Glimmer 30B implement a bug fix and then a full feature in my own project.
The setup
Both models ran fully local on an AMD Radeon RX 7900 XT (20 GB VRAM) via a llama.cpp multi-model router (one OpenAI-compatible endpoint, GGUF...
AI jako partner, ne kalkulačka: člověk a AI při řešení Project Euler #185
srpna 2026
Co se stane, když člověk nepoužije umělou inteligenci pouze jako nástroj, který má dodat hotovou odpověď, ale jako partnera při řešení problému?
Dnes jsme to vyzkoušeli na konkrétním problému z Project Euleru.
Nechtěli jsme vytvořit nový algoritmus. Chtěli jsme zjistit, jak může vypadat skutečná spolupráce člověka a AI při hledání řešení.
Experiment
Vybrali jsme Project Euler #185 – Number ...
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Originally published on software-engineer-blog.com .
You run code concurrently all the time. But "concurrent" hides a critical choice: are you spawning separate processes or threads inside the same process? That choice decides whether one crash takes down your entire system or stays contained, and whether you're copying data between isolated worlds or racing to read the same memory.
Mental model: A process is its own hou...
The Quest Begins (The "Why")
I still remember the first time I faced the “Next Greater Element” interview question. The array looked innocent enough, but every brute‑force attempt felt like I was hammering a nail with a sponge— O(n²) time, nested loops, and a sinking feeling that I was missing something elegant. I spent an hour sketching out the problem on a whiteboard, muttering, “There has to be a way to look ahead without looking back every single time.”
That frustration is a rite o...
TRON processed $2.1 trillion in USDT transfers during Q2 2026, according to Messari.
During the same quarter, circulating USDT on TRON reached $87.9 billion, putting it ahead of Ethereum.
Those numbers point to something developers working with stablecoins have to consider more carefully: the blockchain underneath a token can shape the entire payment experience.
USDT on TRON uses the TRC-20 token standard.
That means a USDT transfer is a smart contract transaction rather than a nativ...
The Moment I Realized We Needed Something Different ( WedPlanner )
My cousin called me three weeks before her wedding. She was in tears — not the happy kind. Her wedding website on The Knot had been flagged for "suspicious activity" because she'd embedded a custom Google Maps widget showing the venue location with a hand-drawn route from the church. The support team told her it would take 5-7 business days to review. She had 200 guests checking that site daily for directions.
That was the...
People are starting to coin the term ADLC or Agentic Development Lifecycle. A lot of this seems to be combining two things:
Day-to-day software engineering has completely changed from a process perspective
Bottlenecks in the traditional SDLC are starting to show
I don't think we need yet another acronym, but let's talk about how things are changing in general and what some of the bottlenecks are.
We don't work on a single task anymore
One of the overarching changes, l...
No, I don’t think so, if I look at my Reddit feed, yes. But if I look around me? Suddenly, not so much. I think AI is like money, it amplifies personality traits that already exist. If you’re generous without money, you’ll be even more generous when you have money. When Adobe Creative Suite came out, didn’t everyone become a graphic artist or designer? When YouTube came out, didn’t everyone become a YouTuber? That’s how I see AI, it’s not a magic wand or everyone’s future; it’s just an...
Row-Bot can now take on bigger jobs by splitting the work across multiple agents, while keeping one agent responsible for the final result. Research, coding, and review can all happen at the same time. If one part fails, you can retry or stop it without losing the rest of the work. And if Row-Bot restarts halfway through, it can pick up from its saved state instead of starting over. The parent agent stays in charge throughout. It plans the job, delegates tasks in parallel or in the right o...
So guys, I've been dealing with a lot of agents shipping changes that I later found out made it worse for me and my project kept improving on something that didn't make no sense at all. A few months ago I adopted Andrej Karpathy's RResearch repo and I used it quite a lot but it didn't really help me too much with development and planning. What I did is I've built a small set of skills on top of that repo and just turned it into an edge case research skill. This skill essentially does four thin...
https://preview.redd.it/q3ptpon6coih1.png?width=514&format=png&auto=webp&s=baea3aff4710aa2baab0344a0874214f6f953086 https://preview.redd.it/mfnm0g3pdoih1.png?width=384&format=png&auto=webp&s=0d4855882fdaf9f6195c9d90dc694ea16751e220 Anyone else got this? I know only English, but tab name shows Chinese.
Everyone here argues about which tier is worth the money. Then somebody published a recording of a local run. One prompt, an open weights model on a desktop, and at the end it checks its own output and the thing it wrote runs. Ling 3.0 Flash, MIT. The launch numbers are still the lab's own. The clip is short. I'd like to hear what you paid for this month that the box on the desk could not have done.
Hey guys. I've been trying to improve my AI motion capture workflows, and with the arrival of the newest models, I got really impressed with a few results. In this example you can observe a one-shot, 30 seconds motion capture, on-a-budget experiment. [Seedance 2.5] I've made the workflow accessible through my platform , if you'd like to test it out. [Seedance 2.5 video, "character swap" prompt-recipe activated.] More experiments, through Instagram , or YouTube . ...