Droid: 7M Tokens Without Forgetting | How It Works

From the creator

The secret isn't a massive context window. It's the whole system they built around it. They compress sessions back to around 140k tokens at anchor points while making sure critical stuff like your to-do list and agents.md files persist through every compression cycle. What we cover: - Why most agents fall apart deep into sessions and how Droid handles it differently - The 140k token sweet spot and what happens at compression points - Spec mode vs plan mode and why the distinction matters - How anchored summaries preserve intent across massive sessions - Agent scaffolding and why it's the new way to think about building agents - Append-only message history for prompt caching and speed One person in my Discord ran a single session for 44 million tokens before it got weird. Try to beat that number. Disclosure: Factory AI sponsored my previous livestream. Link below gets you 40M free tokens if you want to test this yourself. Timestamps 00:00 A 7 million token AI coding session without forgetting 00:54 How Droid handles massive context 04:11 Comparing Spec Mode vs. other agents' Plan Modes 05:43 Technical deep dive: Anchored Summaries 08:00 Technical deep dive: Agent Scaffolding 10:24 How prompt caching and append-only history improves speed 11:32 Recap: The secret sauce of a reliable AI agent GET THE TOOLS - Try Droid (40M Free Tokens): https://rfer.me/rayfactory - Join our Discord: https://rfer.me/discord - My LLM Rules and Prompts Repo: https://github.com/rayfernando1337/llm-cursor-rules CONNECT WITH RAY X (Twitter): https://x.com/RayFernando1337 Weekly AI Insider Newsletter: https://dub.sh/RayMasterAI

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Makers residency 4th edition

Your idea can be anything. At our last workshops, people built plant-based nutrition businesses, a way to measure planetary resilience, crochet headwear and a way to connect lonely people living in the same building. An asset manager went on to raise an additional £25M on their fund within nine months. The fourth workshop is a full day at KOKO with Nick Sarafa, learning to build with Claude Code. Bring the thing you keep meaning to start. We’ll bring the pizza.

◆ Fri 13 Nov 2026 ◆ KOKO, London
Makers residency 4th edition
Live event
Makers residency 4th edition
Fri 13 Nov 2026

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