--- title: "Agentic workflows that compound, by Magnus Gille" url: https://daily.dev/posts/agentic-workflows-that-compound-by-magnus-gille-hdy716gqt source_url: https://www.youtube.com/watch?v=EeZeweKrZcQ type: video:youtube source: "Jfokus" published: 2026-05-22T08:05:05.899Z updated: 2026-05-24T16:02:49.546Z tags: ["mcp", "claude-code"] reading_time: 37 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Agentic workflows that compound, by Magnus Gille **[Jfokus](https://daily.dev/sources/jfokus)** · 37 min read · 0 upvotes · 0 comments ## Summary A conference talk by Magnus Gille presenting a framework for making AI-assisted development compound over time rather than just speed up individual tasks. The framework rests on three pillars: persistent context memory (a self-hosted Raspberry Pi system called Munin using MCP, with a status.md file per repo), adversarial review (having Claude Code invoke Codex in a headless mode to debate and critique outputs across multiple rounds), and defining 'good' by instrumenting metrics to make quality measurable and improvable. The talk covers practical implementation details including how sessions are opened and closed, how memory is pruned via time-decay ranking and nightly synthesis, and how token costs are managed by scoping sub-agent prompts tightly. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [From chaos to context: Building an AI dev workflow](https://daily.dev/posts/from-chaos-to-context-building-an-ai-dev-workflow-csabhxd1r) · GitLab · 0 upvotes · 0 comments --- Tags: [#mcp](https://daily.dev/tags/mcp), [#claude-code](https://daily.dev/tags/claude-code) [View this post on daily.dev](https://daily.dev/posts/agentic-workflows-that-compound-by-magnus-gille-hdy716gqt)