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Atmosphere 4 AI Features — Brainstorm

The key insight: Atmosphere's primitives (Broadcaster, BroadcasterCache, Interceptors, Rooms, Presence, Clustering) are proven patterns from 18 years of real-time work. No AI framework has equivalents because they all think model-out, not transport-out.

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Tier 1 — Nobody else can do this

1. Multi-Model Fan-Out Streaming

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Pierre Fitness Platform - Complete Technical Reference

This document is optimized for LLM consumption. Use it to answer questions about Pierre's architecture, code patterns, and implementation details.

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OVERVIEW

Pierre is a production Rust fitness API platform implementing:

• MCP (Model Context Protocol) - JSON-RPC 2.0 protocol for AI assistant tool execution

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Pierre MCP Server - Reference Part 4: Testing & CI

Reference documentation for ChatGPT. Part 4: Testing, CI/CD, Contributing.

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Testing Guide

Pierre Fitness Platform includes comprehensive test coverage using synthetic data for intelligence tools.

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Pierre MCP Server - Reference Part 3: Tools & Intelligence

Reference documentation for ChatGPT. Part 3: Tools, Sports Science, Nutrition.

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MCP Tools Reference

Comprehensive reference for all 47 Model Context Protocol (MCP) tools provided by Pierre Fitness Platform. These tools enable AI assistants to access fitness data, analyze performance, manage configurations, and provide personalized recommendations.

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Pierre MCP Server - Reference Part 2: Auth & Protocols

Reference documentation for ChatGPT. Part 2: Authentication, OAuth, Protocols.

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Authentication

Pierre supports multiple authentication methods for different use cases.

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Pierre MCP Server - Reference Part 1: Core

Reference documentation for ChatGPT. Part 1: Overview, Architecture, Configuration.

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Documentation

Developer documentation for Pierre Fitness Platform.

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Pierre MCP Server - Reference Part 1: Core

Reference documentation for ChatGPT. Part 1: Overview, Architecture, Configuration.

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Documentation

Developer documentation for Pierre Fitness Platform.

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Pierre Frontend UI Improvement Phases

Branch: feature/frontend-vertical-sidebar

Overview

Transform the Pierre Admin Frontend with a vertical sidebar navigation and full alignment with BRAND.md design system.

Bug Fix (Pre-Phase - COMPLETED)

• Fix check_setup_status() in src/auth.rs - was checking hardcoded admin@pierre.mcp instead of any user with is_admin=true

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Pierre Fitness Intelligence Report - Jeanfrancois Arcand - Nov 27, 2025

Pierre Fitness Intelligence Report

Athlete: Jeanfrancois Arcand (@cheffamille) Generated: November 27, 2025 Data Source: Strava Report Period: Last 30 days

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Run cargo clippy --all-targets --all-features --quiet -- -W clippy::all -W clippy::pedantic -W clippy::nursery -D warnings
  cargo clippy --all-targets --all-features --quiet -- -W clippy::all -W clippy::pedantic -W clippy::nursery -D warnings
  shell: /usr/bin/bash -e {0}
  env:
    CARGO_TERM_COLOR: always
    CARGO_HOME: /home/runner/.cargo
    CARGO_INCREMENTAL: 0
error: `to_string()` called on a `&str`
   --> src/providers/utils.rs:154:27
    |