Magnitude

Magnitude · Launch Video Breakdown: Hook, Pacing & Motion Design

100% private and offline local agent. No token costs, no API keys. Open source. Runs models on your machine.

Developer ToolsLaunchAugust 7, 2026@tomgreenwald
0:00 · The Hook · Local Model Selection & Download
0:00 / 0:00

Scene-by-scene timeline & spoken transcript

  1. The Hook

    Local Model Selection & Download

    “(No spoken dialogue — silent video with ambient visual sound design)”

    On screen
    Magnitude The best way to code with local models Current directory: ~/magnitude Tip: Use /settings to manage models. Choose a local model Apple M4 Max · macOS ARM64 · 16 cores · 64 GiB unified · MTL AVAILABLE TO DOWNLOAD > Qwen3.6 35B-A3B Balanced Qwen3.6 27B Best Quality Gemma 4 26B-A4B Fastest Gemma 4 12B Lightweight Q6_K · 32.6 GB · 200K ctx ~37 tok/s at 200K ctx Best overall mix of coding ability, speed, and memory use. Runs at about 36.9 tokens/ sec with 200K context and retains very high quality with minimal loss. You can switch models or download more anytime from /settings. Select a model to start coding... No model configured Downloading Qwen3.6 35B-A3B · Q6_K 19% 6.33 GB / 32.6 GB 24 MB/s · about 18 minutes remaining Cancel (Esc) Download in progress · Esc cancel Downloading Qwen3.6 35B-A3B... Qwen3.6 35B-A3B High / 200k ON THIS COMPUTER > Qwen3.6 35B-A3B Load Loading Qwen3.6 35B-A3B into memory : Loading model weights... Loading model into memory... : Loading model · 1% · Stop Loading Qwen3.6 35B-A3B... : Loading model · 92% · Stop
    Camera
    Static, full-screen terminal window view, with subtle UI element interactions.
    Motion
    Typing animation, progress bar fill, cursor interaction, and text highlight.
  2. Problem Agitation

    Offline Mode Demonstration

    “(No spoken dialogue — silent video with ambient visual sound design)”

    On screen
    Wi-Fi Set up Wi-Fi to wirelessly connect your Mac to the internet. Turn on Wi-Fi, then choose a network to join. Learn More... Wi-Fi is off Ask to join networks Known networks will be joined automatically. If no known networks are available, you will have to manually select a network. Ask to join hotspots Allow this Mac to automatically discover nearby personal hotspots when no Wi-Fi network is available. Advanced... Chat with the agent... Qwen3.6 35B-A3B High / 200k 40.7 GB mem Explore this repo and tell me what it does
    Camera
    Zoom-in on a macOS settings panel, then a quick cut back to the terminal.
    Motion
    Mouse cursor interaction, toggle switch animation, and rapid scene cut.
  3. Product Reveal

    AI Agent Repo Exploration

    “(No spoken dialogue — silent video with ambient visual sound design)”

    On screen
    Working · 0:03 · Prefill · 3.4k / 6.2k tokens Type to queue a message... Qwen3.6 35B-A3B High 5k / 200k (3%) 40.7 GB mem Magnitude The best way to code with local models Current directory: ~/magnitude Tip: Use /settings to manage models. Explore this repo and tell me what... Explore this repo and tell me what it does Working · 0:06 · Thinking Type to queue a message... Qwen3.6 35B-A3B High 5k / 200k (3%) 40.7 GB mem Let me explore the repo structure and key files to give you a thorough overview. → Read 2 files (README.md, package.json) Working · 0:08 · Prefill · 512 / 2.6k tokens · 6.2k cached Type to queue a message... Qwen3.6 35B-A3B High 9k / 200k (5%) 40.7 GB mem List files (packages) Working · 0:11 · Prefill · 0 / 216 tokens · 8.8k cached
    Camera
    Static terminal view, focusing on text input and AI agent response.
    Motion
    Typing animation, text reveal, progress indicators, and subtle cursor movement.
  4. Feature Teaser

    Deep Dive into Magnitude's Architecture

    “(No spoken dialogue — silent video with ambient visual sound design)”

    On screen
    Explore this repo and tell me what... Let me explore the repo structure and key files to give you a thorough overview. → Read 2 files (README.md, package.json) List files (packages) Let me get a cleaner view of the packages and read key architectural files. $ ls packages/ | head -60 ✓ acn acn-dashboard acn-protocol ... 26 lines collapsed utils vcs version $ for pkg in packages/*/package.json; do echo "=== $pkg ==="; cat "$pkg" | grep... Working · 0:13 Type to queue a message... Qwen3.6 35B-A3B High 9k / 200k (5%) 40.7 GB mem $ for pkg in packages/*/package.json; do echo "=== $pkg ==="; cat "$pkg" | grep... === packages/acn-dashboard/package.json === "name": "@magnitudedev/acn-dashboard", "version": "0.0.1", ... 82 lines collapsed === packages/version/package.json === "name": "@magnitudedev/version", "version": "0.0.1", Here's what I found: Magnitude – Open Source Coding Agent with Local Inference Magnitude is an AI coding agent platform with its own custom inference engine built in Rust. It runs locally on your machine (macOS/Linux, WSL on Windows) and can also connect to cloud-hosted models via Magnitude Cloud. Core Architecture CLI/Web (clients) → client-common → SDK → ACN (daemon) The system is split into three major layers: 1. Inference Engine (Rust – inference/ ) A custom inference engine built on llama.cpp, handling: - Model profiling and hardware detection - Memory calculation before loading - Acceleration, placement, and batching tuned for your hardware - Parallel agents that retain full context windows - Native prefill, cache reuse, and generation performance metrics The engine is organized as Rust crates under inference/crates/ (e.g., icn-engine , icn-models , icn-server ). 2. Agent Runtime ( packages/agent/ ) The coding agent itself – it can: - Inspect and edit files - Run shell commands - Work with images - Manage long-running tasks - Delegate work to parallel agents - Switch models while preserving consistent tool use Built around event sourcing ( event-core ) with named projections (Window, Display, TaskGraph, etc.) for replaying and inspecting session state. 3. Client Layer ( cli/ , web/ , packages/client-common/ ) - CLI: TUI built with OpenTUI (React-based terminal UI) - Web: Web-based client - client-common: Shared state, hooks, display sync between client and daemon Package Ecosystem (30+ packages) Layer Key Packages Purpose Client cli, web Terminal and web UIs Shared client-common, sdk, logger, utils State hooks, RPC client, tracing Daemon acn, acn-protocol Local daemon server + RPC wire contract Agent agent, roles Coding agent runtime + worker specialization AI ai, providers Provider-agnostic model contracts + concrete providers Inference icn, icn-protocol Inference lifecycle wrapper + protocol Event event-core, tracing Event sourcing, projections, OTEL tracing System storage, version Persistent session/config/auth, version generation Tooling skills, vcs, ripgrep, shell-classifier Agent tools and utilities Release release Build/release pipeline Key Technical Details - Language: TypeScript/React (clients + most packages) + Rust (inference engine) - Runtime: Bun (package manager + test runner) - Effect-TS: The entire codebase uses Effect-TS for async and dependency injection - RPC: Custom typed RPC system via acn-protocol (gRPC-like, over HTTP) - Event Sourcing: All agent sessions are event-sourced with replayable projections - Telemetry: OpenTelemetry via local collector "Motel" for tracing/spans/logs - License: Apache 2.0 - Package Manager: Bun workspaces with Turborepo for builds In short: it's a full-stack AI coding agent platform where the inference is done locally (with cloud fallback), the agent is event-sourced, everything is Effect-TS, and the architecture cleanly separates the daemon (ACN), the agent runtime, and the client layers. Qwen3.6 35B-A3B worked for 17 seconds · 67.8 tok/s Chat with the agent...
    Camera
    Static terminal view, with continuous scrolling and text generation.
    Motion
    Typing animation, text reveal, code block expansion, and smooth vertical scrolling.

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