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Dev.to · Ahmed Adawy 🧠 Large Language Models ⚡ AI Lesson 5h ago

PRODUCTION-GRADE AI SYSTEMS: 5 ARCHITECTURAL SHIFTS FROM PROTOTYPE TO SCALE

PRODUCTION-GRADE AI SYSTEMS: 5 ARCHITECTURAL SHIFTS FROM PROTOTYPE TO SCALE Moving an LLM...

Dev.to · Dan Mercede 🧠 Large Language Models ⚡ AI Lesson 5h ago

ChatGPT vs Claude for Freelancers in 2026 — How I Split My Stack (and When One Is Enough)

If you freestyle client work for a living, ChatGPT vs Claude is not an academic debate. You are...

Dev.to · Nainik Mehta 🧠 Large Language Models ⚡ AI Lesson 6h ago

Avoid Shortcut Learning: Behavioral Signals in LLM Rerankers

Hot take Raw click stats are a powerful, production-friendly signal for LLM rerankers —...

Dev.to · Shrijith Venkatramana 🧠 Large Language Models ⚡ AI Lesson 12h ago

Using MTP to Accelerate RL Training of LLMs

Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...

Dev.to · Muhammad Usman 🧠 Large Language Models ⚡ AI Lesson 13h ago

Astra Killed Claude, Claude Killed Gemini, Gemini Killed Google, Google Committed Suicide

Astra killed Claude. Claude killed Gemini. Gemini killed Google. Google committed suicide, and...

Dev.to · Throttle 🧠 Large Language Models ⚡ AI Lesson 13h ago

I changed nothing and my LLM server got 27% more expensive

I ran the same cost check four times in a row against a server I didn't touch. Same model, same...

Dev.to · Elio Liberatore 🧠 Large Language Models ⚡ AI Lesson 13h ago

Playoff Probability Calibration — LLMs vs. a Real Monte Carlo Model

Submission for the DEV Community x Kaggle Benchmarking Challenge (#kagglechallenge) The...

Dev.to · technonotes-hacker 🧠 Large Language Models ⚡ AI Lesson 13h ago

Day 4 - LLM - Tool Calling

Tool Calling Asking some query to the LLM. LLM is like a phone book , it can't call on...

Dev.to · Jerop 🧠 Large Language Models ⚡ AI Lesson 14h ago

How I Built LexisAi: From AI Text Transformations to a Real Product

I started LexisAi as a simple AI text utility. The idea was straightforward: give a user some text,...

Dev.to · Rijul Rajesh 🧠 Large Language Models ⚡ AI Lesson 1d ago

Embeddings Turn Text Into Numbers. But There’s More Than One Way to Do It

Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...

Dev.to · Andrew S. Bandy 🧠 Large Language Models ⚡ AI Lesson 1d ago

Best LiteLLM Alternative in 2026

It was a Tuesday in March when my Slack lit up. A friend who runs platform engineering at a...

Dev.to · trillioniar s 🧠 Large Language Models ⚡ AI Lesson 3d ago

Two Flagships, 48 Hours: Claude Opus 5.5 and GPT-6 Slash Prices as a US-China AI Hotline Looms

Claude Opus 5.5 and GPT-6 Sol/Luna launched hours apart with deep price cuts, OpenAI's ad pixel follows you across the web, and the US proposed a China AI incid

Dev.to · Shaw Sha 🧠 Large Language Models ⚡ AI Lesson 3d ago

How I Cut My LLM API Costs by 70% Without Touching My Code

I was spending $200/month on AI APIs. Now it's $60. Same quality, different approach.

Dev.to · The Homelab Postmortem 🧠 Large Language Models ⚡ AI Lesson 3d ago

llama-server's --cache-ram -1 is not "no limit": less cache on dense models, no memory cap on hybrid ones

TL;DR: llama-server --help and the README describe --cache-ram as "maximum cache size in MiB...

Dev.to · AI Frontier Post 🧠 Large Language Models ⚡ AI Lesson 3d ago

Structured outputs: getting JSON you can trust from LLMs

Originally published at AI Frontier Post. Malformed JSON from LLMs doesn't have to be a fact of...

Dev.to · albe_sf 🧠 Large Language Models ⚡ AI Lesson 3d ago

MiMo-V2.6 and the bet on open reinforcement learning

Xiaomi just open-sourced its MiMo-V2.6 model family. The real story isn't just the new weights, but their public bet on scaling reinforcement learning as the pa

Dev.to · Faith & Fact - Marky Mark 🧠 Large Language Models ⚡ AI Lesson 3d ago

OpenAI and Anthropic Both Launched New Models the Same Day — and Torched Prices

GPT-6 Sol, GPT-6 Luna and Claude Opus 5.5 all dropped on September 22 with 40-50% price cuts. Three 'winners,' zero agreement on who's best.

Dev.to · Serguey Asael Shinder 🧠 Large Language Models ⚡ AI Lesson 4d ago

You Tuned It Until Your Own Examples Passed

You had twenty examples in a spreadsheet. You changed the prompt, ran them, sixteen passed. Changed...

Dev.to · Michael 🧠 Large Language Models ⚡ AI Lesson 4d ago

How to Run Local LLMs on Apple Silicon

This is about the model, on its own — what tool to install, what format to pull, and how to actually...

Dev.to · Vektor Memory 🧠 Large Language Models ⚡ AI Lesson 4d ago

VEKTOR v1.9.5 is live: your choice of over 600 LLMs across 9 providers

VEKTOR v1.9.5 is here, and it moves the platform from a fast-moving memory add-on into an agentic...

Simon Willison's Blog 🧠 Large Language Models ⚡ AI Lesson 4d ago

Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war

Yesterday was Grok 4.7 ( pelicans ) and MiMo v2.6 Flash/Pro ( more pelicans ). Today Anthropic released Claude Opus 5.5 , and around an hour later OpenAI <a hre

Dev.to · RESK 🧠 Large Language Models ⚡ AI Lesson 5d ago

How LLM Evaluation Actually Works: Inside the Satellite Geo QCM Leaderboard

A step-by-step look at how an LLM benchmark produces comparable numbers, using the Satellite Geo QCM leaderboard as a concrete example of deterministic llm eval

Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 5d ago

35 B MoE runs under 3 GiB RAM

Learned routing slashes the active memory of a 35‑billion‑parameter Mixture‑of‑Experts model to...

Simon Willison's Blog 🧠 Large Language Models ⚡ AI Lesson 5d ago

Jev introduces a new shape of LLM - System One, aka Decision Models

Last week TypeSafe AI unveiled Jev , their first example of a new category of model that they are calling "System One models" (I'm with Maggie Appleton, I think