# Graph Report - .  (2026-05-01)

## Corpus Check
- Corpus is ~0 words - fits in a single context window. You may not need a graph.

## Summary
- 25 nodes · 32 edges · 6 communities detected
- Extraction: 88% EXTRACTED · 12% INFERRED · 0% AMBIGUOUS · INFERRED: 4 edges (avg confidence: 0.81)
- Token cost: 0 input · 0 output

## Community Hubs (Navigation)
- [[_COMMUNITY_ACE Adaptation|ACE Adaptation]]
- [[_COMMUNITY_Context Architecture|Context Architecture]]
- [[_COMMUNITY_Skill Evolution|Skill Evolution]]
- [[_COMMUNITY_Filesystem Context|Filesystem Context]]
- [[_COMMUNITY_Lossless Memory|Lossless Memory]]
- [[_COMMUNITY_Multi-Agent Cooperation|Multi-Agent Cooperation]]

## God Nodes (most connected - your core abstractions)
1. `Meta Context Engineering via Agentic Skill Evolution` - 5 edges
2. `Context Engineering 2.0` - 4 edges
3. `Lossless Context Management` - 4 edges
4. `Hierarchical Summary DAG` - 4 edges
5. `Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models` - 3 edges
6. `ACE` - 3 edges
7. `Context Engineering 2.0: The Context of Context Engineering` - 3 edges
8. `Everything is Context: Agentic File System Abstraction for Context Engineering` - 3 edges
9. `File System Abstraction for Context Engineering` - 3 edges
10. `Persistent Context Repository` - 3 edges

## Surprising Connections (you probably didn't know these)
- `Incremental Delta Updates` --semantically_similar_to--> `Hierarchical Summary DAG`  [INFERRED] [semantically similar]
  2025 Agentic Context Engineering Evolving Contexts for Self-Improving Language Models (paper) 2510.04618v3.pdf → 2026 LCM Lossless Context Management (paper).pdf
- `Layered Architecture of Memory` --semantically_similar_to--> `Hierarchical Summary DAG`  [INFERRED] [semantically similar]
  2025 Context Engineering 2.0 The Context of Context Engineering (paper) 2510.26493v1.pdf → 2026 LCM Lossless Context Management (paper).pdf
- `File System Abstraction for Context Engineering` --semantically_similar_to--> `Context as Files and Code`  [INFERRED] [semantically similar]
  2025 Everything is Context Agentic File System Abstraction for Context Engineering (paper) 2512.05470v1.pdf → 2026 Meta Context Engineering via Agentic Skill Evolution (paper)2601.21557v2.pdf
- `Persistent Context Repository` --semantically_similar_to--> `Lossless Context Management`  [INFERRED] [semantically similar]
  2025 Everything is Context Agentic File System Abstraction for Context Engineering (paper) 2512.05470v1.pdf → 2026 LCM Lossless Context Management (paper).pdf
- `Meta Context Engineering via Agentic Skill Evolution` --cites--> `Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models`  [EXTRACTED]
  2026 Meta Context Engineering via Agentic Skill Evolution (paper)2601.21557v2.pdf → 2025 Agentic Context Engineering Evolving Contexts for Self-Improving Language Models (paper) 2510.04618v3.pdf

## Hyperedges (group relationships)
- **ACE Context Adaptation Pattern** — ace2025_ace_framework, ace2025_evolving_playbooks, ace2025_incremental_delta_updates, ace2025_grow_and_refine [EXTRACTED 1.00]
- **MCE Bi-Level Co-Evolution** — mce2026_meta_context_engineering, mce2026_agentic_skill_evolution, mce2026_context_as_files_and_code [EXTRACTED 1.00]
- **LCM Deterministic Memory Stack** — lcm2026_lossless_context_management, lcm2026_hierarchical_summary_dag, lcm2026_operator_level_recursion [EXTRACTED 1.00]

## Communities

### Community 0 - "ACE Adaptation"
Cohesion: 0.4
Nodes (5): ACE, Evolving Playbooks, Grow-and-Refine, Incremental Delta Updates, Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

### Community 1 - "Context Architecture"
Cohesion: 0.4
Nodes (5): Context Engineering 2.0, Context Isolation, Entropy Reduction View, Layered Architecture of Memory, Context Engineering 2.0: The Context of Context Engineering

### Community 2 - "Skill Evolution"
Cohesion: 0.83
Nodes (4): Agentic Skill Evolution, Context as Files and Code, Meta Context Engineering, Meta Context Engineering via Agentic Skill Evolution

### Community 3 - "Filesystem Context"
Cohesion: 0.67
Nodes (4): Context Engineering Pipeline, File System Abstraction for Context Engineering, Everything is Context: Agentic File System Abstraction for Context Engineering, Persistent Context Repository

### Community 4 - "Lossless Memory"
Cohesion: 0.83
Nodes (4): Hierarchical Summary DAG, Lossless Context Management, Operator-Level Recursion, LCM: Lossless Context Management

### Community 5 - "Multi-Agent Cooperation"
Cohesion: 1.0
Nodes (3): In-Context Co-Player Inference, Mixed-Pool Training, Multi-agent cooperation through in-context co-player inference

## Knowledge Gaps
- **4 isolated node(s):** `Evolving Playbooks`, `Grow-and-Refine`, `Entropy Reduction View`, `Context Isolation`
  These have ≤1 connection - possible missing edges or undocumented components.

## Suggested Questions
_Questions this graph is uniquely positioned to answer:_

- **Why does `Meta Context Engineering via Agentic Skill Evolution` connect `Skill Evolution` to `ACE Adaptation`, `Context Architecture`?**
  _High betweenness centrality (0.237) - this node is a cross-community bridge._
- **Why does `Context Engineering 2.0: The Context of Context Engineering` connect `Context Architecture` to `Skill Evolution`, `Filesystem Context`?**
  _High betweenness centrality (0.194) - this node is a cross-community bridge._
- **Are the 2 inferred relationships involving `Hierarchical Summary DAG` (e.g. with `Layered Architecture of Memory` and `Incremental Delta Updates`) actually correct?**
  _`Hierarchical Summary DAG` has 2 INFERRED edges - model-reasoned connections that need verification._
- **What connects `Evolving Playbooks`, `Grow-and-Refine`, `Entropy Reduction View` to the rest of the system?**
  _4 weakly-connected nodes found - possible documentation gaps or missing edges._