frenchtoast.dev's Blog

LLMs think twice before they speak

New reasoning model evaluate intermediate output to select the best one. An article that describe this feature behind OpenAI o3 or other Simulated Reasoning models. LLM in 2025.md

Declaring and using LLMs in Azure AI Studio with Terraform

Azure AI Studio is the new ‘unified platform for responsibly developing and deploying generative AI applications.’ In this article, we'll take a look at: - Why use Azure AI Studio? - How to deploy the resources required for a RAG application using Terraform? - How to use the resources deployed in python code written for OpenAI and in the Continue coding agent. azureaistudioragterraform.md

Using more than one Git account with ssh keys on the same filesystem

How to layout and configure your filesystem to cope with more than one git/github accounts with ssh keys. multiplesshandgithubaccounts.md

Declaring and using LLMs in Azure AI Studio with Terraform

Azure AI Studio is the new ‘unified platform for responsibly developing and deploying generative AI applications.’ In this article, we'll take a look at: - Why use Azure AI Studio? - How to deploy the resources required for a RAG application using Terraform? - How to use the resources deployed in python code written for OpenAI and in the Continue coding agent. azureaistudioragterraform.md

After code refactoring here come Prompt refactoring

OpenAI new o1 model incorporates a multi-step "reasoning" part of its output generation what was previously done through chain of thought prompting, forcing your prompts to be rewritten. It is time to enforce good practices for prompt management in source code. promptrefacto.md

Bonnes résolutions et lecture (in french)

Période propice pour adopter de nouvelles bonnes routines, retour sur 2 livres: "the compound effect" et "atomic habits". bonnes_resolutions_books.md

What I learn - summer edition

Azure Storage backup, SSh key in AZ keyvault, CSS foir printing, GPU memory for LLM
whatilearnt-003.md

Manage multiple WSL instances

If you,like me, handle more than one activities, having one WSL image per activity is a good choice to avoid mixing thinks (github accounts, password, etc...)
But this also can be helpfull to segregate things in a single activity world. mutipleinstance-wsldistro.md

locally DL audio from youtube

all is in the title
extractaudio-youtube.md

huggingface bots

What I learn - 002

Quick sum up of my month discoveries: check laptop battery usage, manage WSL distro on PS, MySQL safe select
whatilearnt-002.md

Quickstart on Terraform and azure

A step by step guide to start with Azure and terraform.
initilaizing the providerusing an azure storage as a safe backend for terraform state storage.
using the terrform offocial image to run terraform command.
terraform-and-azure-quickstart.md

What I learn - 001

Quick sum up of my latest discoveries: python and gui in docker, maven, git shell
whatilearnt-001.md