Signal Notes copertina

Signal Notes

Signal Notes

Di: Nick Creighton
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Dispatches from a 13-site AI empire — what actually works in production, what fails, and what nobody tells you about building with AI.(c) 2026 Aevorn LLC Economia
Episodi
  • Llm Inference Gpu Requirements 2024

    Llm Inference Gpu Requirements 2024
    Jul 14 2026
    Build Log / Signal Notes An anxious, rising tide of computational cost. The unspoken burden on every engineering team’s budget. This is a signal cut through the noise. A deep look at the quiet, 28% leap in GPU memory demands for LLMs—and why your infrastructure bill is feeling the strain. Host Nick Creighton details the precise techniques he’s used in production to cut those requirements in half, without sacrificing output quality. A quiet efficiency discovered in the code. Listen to the calibration. A companion blog post with benchmarks is available here. Find the signal.
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    17 min
  • Fine-Tune Llama 3 For Document Summarization

    Fine-Tune Llama 3 For Document Summarization
    Jul 14 2026
    A forgotten file. A 47-page legal labyrinth. We’re all drowning in dense documents, spending hundreds of hours a year just trying to understand the fine print. But what if you had a second brain, fine-tuned to cut through the noise? Nick opens his build log on a new AI tool that processes a 50-page contract in 90 seconds, transforming a grueling task into a five-minute review. It’s a quiet revolution in document analysis. Dive into the details on our blog. Let’s get back to building.
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    17 min
  • Local Rag With Ollama Tutorial

    Local Rag With Ollama Tutorial
    Jun 22 2026
    The hype around local AI often crashes into the reality of ten-gigabyte downloads and cooling fans spinning like jet engines. It’s a promise of privacy that feels violently out of reach. In this episode, we bypass the academic noise and hardware meltdowns. We are deploying an offline Retrieval-Augmented Generation system that breathes life into your documents without sending a single byte to the cloud. No API keys. No monthly invoices. Just a clean, efficient stack running on a standard laptop. It is the sound of productivity, reclaimed from the chaos of complex tutorials. Get the written walkthrough at [Link] Listen to build your local archive.
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    13 min
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