How Compaction Works in Pi
Pi, a coding agent from pi.dev, implements compaction to manage LLM context window limits by summarizing older conversation content while preserving recent messages. Compaction triggers automatically β¦
Pi, a coding agent from pi.dev, implements compaction to manage LLM context window limits by summarizing older conversation content while preserving recent messages. Compaction triggers automatically β¦
Pi, a minimal coding harness from earendil-works, outperformed Claude Code and Codex at lower cost in Databricks' benchmark of coding agents on its multi-million line codebase, and Shopify built its pβ¦
Inference APIs are increasingly returning provider-bound state that makes AI sessions non-portable, according to a critical analysis by Earendil. Features like encrypted content and server-side storagβ¦
Prompt caching, which reuses computed attention states from previous LLM requests, is critical for making coding agents economically viable but remains fragile to changes in tool definitions, model swβ¦