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active-interleave

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Active Interleave Skill

Active Interleave 技能

Interleaves context from recently active Claude/Amp threads into current activity via random walk.
通过随机游走将最近活跃的Claude/Amp线程中的上下文插入到当前活动中。

bmorphism Contributions

bmorphism 贡献

"all is bidirectional" — @bmorphism, Play/Coplay gist
Active Inference Pattern: The interleave implements Active Inference in String Diagrams epistemic foraging — actively sampling from recent contexts to minimize uncertainty about the current task. Each random walk step is an epistemic action that gathers information.
Play/Coplay Duality: The interleave embodies bmorphism's bidirectional principle:
  • Play (action): Query recent threads, walk the awareness graph
  • Coplay (perception): Integrate fragments, update current context
GF(3) Balanced Exploration: The triadic structure (MINUS/ERGODIC/PLUS) ensures balanced exploration — validation filters (MINUS), random walk explores (ERGODIC), and colored emission generates (PLUS). Conservation Σ = 0 maintains coherence.
“万物皆双向” — @bmorphism，Play/Coplay gist
主动推理模式：该插入功能实现了《Active Inference in String Diagrams》（https://arxiv.org/abs/2308.00861）中的认知觅食——主动从最近的上下文中采样，以减少当前任务的不确定性。每一步随机游走都是收集信息的认知行为。
Play/Coplay 二元性：该插入功能体现了bmorphism的双向原则：
  • Play（行动）：查询最近的线程，遍历感知图谱
  • Coplay（感知）：整合片段，更新当前上下文
GF(3) 平衡探索：三元结构（MINUS/ERGODIC/PLUS）确保平衡探索——验证过滤器（MINUS）、随机游走探索（ERGODIC）、着色输出生成（PLUS）。守恒律Σ ≡ 0（mod 3）保证一致性。

Activation

激活时机

Load when context from recent work would help current task.
当近期工作的上下文对当前任务有帮助时加载。

Usage

使用方法

bash
undefined
bash
undefined

Interleave from last 24 hours

从过去24小时的内容中插入上下文

bb ~/.claude/skills/active-interleave/active.bb
bb ~/.claude/skills/active-interleave/active.bb

Interleave from last N hours

从过去N小时的内容中插入上下文

bb ~/.claude/skills/active-interleave/active.bb --hours 6
bb ~/.claude/skills/active-interleave/active.bb --hours 6

Query-focused interleave

聚焦查询的插入

bb ~/.claude/skills/active-interleave/active.bb --query "aptos blockchain"
bb ~/.claude/skills/active-interleave/active.bb --query "aptos blockchain"

JSON output

JSON格式输出

bb ~/.claude/skills/active-interleave/active.bb --json
undefined
bb ~/.claude/skills/active-interleave/active.bb --json
undefined

Behavior

行为逻辑

  1. MINUS (-1): Validate recency window, filter to active threads only
  2. ERGODIC (0): Random walk through recent sessions following awareness edges
  3. PLUS (+1): Emit interleaved fragments with GF(3) coloring
  1. MINUS (-1)：验证时间窗口，仅筛选活跃线程
  2. ERGODIC (0)：沿着感知边随机遍历最近的会话
  3. PLUS (+1)：输出带有GF(3)着色的插入片段

GF(3) Conservation

GF(3) 守恒律

Each interleave batch maintains Σ trits ≡ 0 (mod 3).
每一批插入的内容都保持Σ三进制位 ≡ 0（mod 3）。

Integration

集成方式

Call from current thread to surface relevant recent context:
clojure
;; In any bb script
(require '[babashka.process :refer [shell]])
(def context (-> (shell {:out :string} "bb" (str (System/getProperty "user.home") 
                 "/.claude/skills/active-interleave/active.bb") "--json")
                 :out))
从当前线程调用以显示相关的近期上下文：
clojure
;; 在任意bb脚本中
(require '[babashka.process :refer [shell]])
(def context (-> (shell {:out :string} "bb" (str (System/getProperty "user.home") 
                 "/.claude/skills/active-interleave/active.bb") "--json")
                 :out))

Schema

数据结构

Reads from 
~/worldnet/cognition.duckdb
:
  • messages
    - Content with timestamps
  • sessions
    - Session metadata
  • awareness_edges
    - Play/coplay graph
  • temporal_index
    - Time-ordered index
从
~/worldnet/cognition.duckdb
读取数据：
  • messages
    - 带时间戳的内容
  • sessions
    - 会话元数据
  • awareness_edges
    - Play/coplay图谱
  • temporal_index
    - 时间顺序索引

Scientific Skill Interleaving

科学技能集成

This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:
该技能与K-Dense-AI/claude-scientific-skills生态系统相连：

Graph Theory

图论

  • networkx [○] via bicomodule
    • Universal graph hub
  • networkx [○] 通过bicomodule
    • 通用图谱枢纽

Bibliography References

参考文献

  • general
    : 734 citations in bib.duckdb
  • general
    : bib.duckdb中有734条引用

Cat# Integration

Cat# 集成

This skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:
Trit: 0 (ERGODIC)
Home: Prof
Poly Op: ⊗
Kan Role: Adj
Color: #26D826
该技能映射到Cat# = Comod(P)，作为设备结构中的bicomodule：
Trit: 0 (ERGODIC)
Home: Prof
Poly Op: ⊗
Kan Role: Adj
Color: #26D826

GF(3) Naturality

GF(3) 自然性

The skill participates in triads satisfying:
(-1) + (0) + (+1) ≡ 0 (mod 3)
This ensures compositional coherence in the Cat# equipment structure.
该技能参与满足以下条件的三元组：
(-1) + (0) + (+1) ≡ 0 (mod 3)
这确保了Cat#设备结构中的组合一致性。