Architecture & Patterns

System design, microservices vs monoliths, event-driven architectures, DDD, and resilient patterns.

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ppc.land > llm

Explaining LLM

3+ hour, 2+ min ago   (535+ words) An LLM, or large language model, is a neural network trained on vast text to predict the next token, the engine behind ChatGPT, Gemini, Claude and AI search. "Large" refers to two quantities: the number of parameters, the adjustable numbers…...


medium.com > @mitra.abhirupa > rip-chat-box-a-guide-to-designing-ai-interfaces-that-are-intuitive-and-adaptive-faaa1cd899e1

RIP, Chat Box: A Guide to Designing AI Interfaces That Are Intuitive and Adaptive

57+ min ago   (138+ words) It’s very difficult to talk to an LLM, and you probably don’t even realize you’re doing it wrong. You can instruct an LLM to solve a problem in a certain way, but how good its output is depends on how…...


dev.to > aabhinavg > csperf-diff-comparing-two-runs-without-spreadsheet-chaos-16f4

csperf Diff: Comparing Two Runs Without Spreadsheet Chaos

54+ min ago   (256+ words) People think a single mean value is enough to prove a performance win. In reality, the mean is just one statistic; it can mask outliers, skewed distributions, or systematic noise. When two teams post their means in a chat, the…...


dev.to > stevencarvajal > aprovisionar-dispositivos-en-aws-iot-con-fleet-provisioning-2glj

Aprovisionar dispositivos en AWS IoT con Fleet Provisioning

1+ hour, 8+ min ago   (401+ words) Publicado originalmente en iot.gripe, como parte 17 de la serie "Domótica con ESP32 y AWS desde cero". En la parte 3 creamos un certificado a mano y lo pegamos en el código del ESP32. Para un dispositivo está bien. Para diez, o para…...


dev.to > ansh_sheladiya > react-context-api-explained-share-state-without-prop-drilling-12em

React Context API Explained: Share State Without Prop Drilling

1+ hour, 8+ min ago   (343+ words) As React applications grow, passing data through multiple components can quickly become difficult to manage. A value that starts in a parent component might need to reach a deeply nested child, forcing every component in between to accept and forward…...


dev.to > usehive > why-build-another-integration-per-app-4dol

Why build another integration per app?

1+ hour ago   (256+ words) Every SaaS company is now building its own agent door. Blockworks shipped a hosted MCP server for its datasets. Notolens built one for brand protection. Genea for access control. An insurer launched an entire directory so every carrier can list…...


dev.to > hammrouni > how-i-built-an-open-source-llm-key-pool-gateway-and-why-you-might-want-one-3jf9

How I Built an Open-Source LLM Key-Pool Gateway (and Why You Might Want One)

1+ day, 17+ hour ago   (537+ words) I hit a wall that felt familiar to anyone building with LLMs. The realization: This isn't an app problem. It's an infrastructure problem. Every team building with LLMs solves the same three things badly: So I built the thing I…...


dev.to > hammrouni > a-local-agent-loop-that-graded-its-own-homework-254f

A local agent loop that graded its own homework

1+ hour, 6+ min ago   (725+ words) The first time my local agent loop "finished" a task, nothing had changed on disk. The drafter reported success, the critic signed off, the task moved to done - and the working directory was exactly as I'd left it. It took…...


dev.to > rojaneerdev > your-ai-agents-are-running-as-god-mode-service-accounts-iih

Your AI agents are running as god-mode service accounts

1+ hour, 6+ min ago   (497+ words) Now answer the one question your auditor — or your incident review, or your own 2 a.m. self — is going to ask: Who authorized that? Which human, acting through which agent, with whose permissions? If you're like most teams shipping agents right…...


medium.com > data-science-in-your-pocket > viral-github-repo-to-reverse-engineer-anything-cf02560b2b80

Viral Github Repo to Reverse Engineer Anything!!

13+ hour, 33+ min ago   (1608+ words) Imagine you’re using an application and you see a feature you really like. Maybe it’s how Notion handles clipboard operations. Maybe it’s a website with an interesting search implementation. Or maybe you have an old Windows application whose source code…...