Can I filter the context by specific topics?

Yes, you can use the --query flag to perform a focused interleave based on specific keywords or subject matter.

Does this skill require a local database?

Yes, it reads from a local DuckDB instance (cognition.duckdb) which indexes your messages, sessions, and temporal data.

What does GF(3) conservation mean in this context?

It refers to a mathematical balancing act where the skill ensures a stable distribution between data validation, random exploration, and information generation.

How does the random walk mechanism work?

The skill treats your conversation history as a graph of awareness edges and uses a random walk algorithm to discover related fragments of information based on connectivity and recency.

What is the purpose of the Active Interleave skill?

It serves to surface relevant information from your previous conversations and inject it into your current task, ensuring you don't lose context between sessions.

Active Interleave Context Manager

Name: Active Interleave Context Manager
Author: plurigrid

byplurigrid

•

Productivity & Workflow

Integrates context from recently active Claude threads into your current workflow using graph-based random walk algorithms.

Active Interleave is a specialized context-augmentation skill that leverages Active Inference patterns to bridge insights across separate coding sessions. By performing a random walk through your awareness graph, it retrieves and interleaves relevant fragments from recent activity into your current thread to minimize uncertainty and maintain cognitive continuity. This skill is particularly useful for complex projects where cross-session context is critical, utilizing a GF(3) balanced exploration model to ensure that information retrieval is diverse, mathematically coherent, and chronologically relevant.

Key Features

01Mathematical GF(3) balancing to ensure diverse and coherent information sampling.

02Active Inference implementation for epistemic foraging and uncertainty reduction.

032 GitHub stars

04Native DuckDB integration for efficient local cognition database querying.

05Time-windowed filtering to prioritize the most relevant recent interactions.

06Graph-based context retrieval via random walk across session awareness edges.

Use Cases

01Resuming complex development tasks by pulling in logic fragments from previous sessions.

02Cross-referencing architectural decisions made across multiple disparate chat threads.

03Automating the discovery of relevant project context during multi-day coding sprints.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi active-interleave

For use in Claude.ai and ChatGPT

Download Skill