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diff --git a/bot/core.py b/bot/core.py
index d842ac3..468a4d3 100644
--- a/bot/core.py
+++ b/bot/core.py
@@ -30,88 +30,14 @@ from openai import AsyncOpenAI, APIError
 # ---------------------------------------------------------------------------
 # LLM provider presets  (Multi-Provider support)
 # ---------------------------------------------------------------------------
-# Each provider maps to (base_url, default_model, api_key_env_var).
-# Users set LLM_PROVIDER=<key> for one-step configuration;

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diff --git a/.env.example b/.env.example
index 44bd34e..7441dc9 100644
--- a/.env.example
+++ b/.env.example
@@ -57,6 +57,15 @@ LLM_API_KEY=sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
 # OMICSCLAW_MODEL=qwen2.5:7b
 # LLM_BASE_URL=http://localhost:11434/v1
 
+# --- Option 4: AWS Bedrock (uses AWS credential chain, no API key needed) ---
+# Requires: pip install -e ".[aws]"

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version: "3.8"

# --- Shared Configuration Template ---
x-common-env: &default-config
  environment:
    - PUID=1000
    - PGID=1000
    - TZ=America/New_York  # <-- Change to your Timezone
  restart: unless-stopped
  deploy:

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🚀 Instructions de l'Atelier

Bienvenue à l'Atelier d'IA Génial ! 🎉

📚 Prérequis

Avant de commencer, assurez-vous d'avoir installé les éléments suivants :

• Python 3.7+
• NumPy

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pre_prompt = """
You are translating the documentation for a workshop. 
Translate the Markdown content from {source_language} to {target_language}.
You must strictly follow the rules below.
- Never change the Markdown markup structure. Please don't add or remove links. Do not change any URL. 
- Translate the headers, but make sure to stick to the structure.
- Never change the contents of code blocks, even if they appear to have a bug.
- Always preserve the original line breaks. Please don't add or remove blank lines.
- Never touch the permalink such as "*examples*" at the end of each heading.
- Never touch HTML-like tags such as "Notes."

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// Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: MIT-0

// default imports
const AWSXRay = require('aws-xray-sdk-core')
const AWS = AWSXRay.captureAWS(require('aws-sdk'))
const { metricScope, Unit } = require("aws-embedded-metrics")
const DDB = new AWS.DynamoDB({ apiVersion: "2012-10-08" })

// environment variables

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#!/bin/bash

# Specify the desired volume size in GiB as a command line argument. If not specified, default to 50 GiB.
SIZE=${1:-50}

# Get the ID of the environment host Amazon EC2 instance.
INSTANCEID=$(curl http://169.254.169.254/latest/meta-data/instance-id)

# Get the ID of the Amazon EBS volume associated with the instance.
VOLUMEID=$(aws ec2 describe-instances \

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{
    "Version": "2012-10-17",
    "Statement": [
        {
            "Effect": "Allow",
            "Action": [
                "dynamodb:GetItem",
                "dynamodb:PutItem",
                "dynamodb:Query"
            ],

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#!/bin/bash

#######################################################################################
#
# On WP2Static, targetdir = /opt/bitnami/wordpress/wp-content/static-version/deploy
# the script is executed outside the deploy dir in case you need to do any transfomations
# before the actual sync.
#
# Earlier version contained for example, hash of the deploy dir and its files for 
# comparison, but since we're using s3 sync, no need to keep that. 

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!#bin/bash
sox -n -r 44100 -c 2 silence.wav trim 0.0 2
lame -b 32 --resample 8 -a silence.wav silence.mp3