From asi
Analyzes conversation threads with ACSet relational schemas and HyJAX patterns to extract concept networks, build DuckDB databases, and generate colored S-expressions for visualization.
npx claudepluginhub plurigrid/asi --plugin asiThis skill uses the workspace's default tool permissions.
Apply relational thinking (ACSets/C-Sets) to Amp thread analysis using HyJAX patterns.
Simulates thermal dynamics on relational ACSet structures using Langevin equations for temperature-controlled exploration of concept embeddings.
Design and build knowledge graphs for modeling complex relationships, semantic search, and knowledge bases. Guides ontology design, entity relationships, and graph database selection.
Guides Next.js Cache Components and Partial Prerendering (PPR) with cacheComponents enabled. Implements 'use cache', cacheLife(), cacheTag(), revalidateTag(), static/dynamic optimization, and cache debugging.
Share bugs, ideas, or general feedback.
Apply relational thinking (ACSets/C-Sets) to Amp thread analysis using HyJAX patterns.
Objects: Thread, Message, Concept, File
Morphisms: thread_msg, mentions, discusses, related
Attributes: content, timestamp, info_gain
(acset-gold
(threads-red (thread T-001 "Title" 42))
(concepts-green (concept skill 5) (concept MCP 3))
(relations-purple (edge skill co-occurs subagent)))
| File | Purpose |
|---|---|
/Users/bob/ies/music-topos/lib/thread_relational_hyjax.hy | Main HyJAX analyzer |
/Users/bob/ies/music-topos/lib/unified_thread_lake.duckdb | Persistent database |
/Users/bob/ies/music-topos/lib/analyze_threads_relational.py | Python analyzer |
duckdb /Users/bob/ies/music-topos/lib/unified_thread_lake.duckdb -c "
SELECT name, hub_score FROM concepts ORDER BY hub_score DESC LIMIT 10
"
duckdb /Users/bob/ies/music-topos/lib/unified_thread_lake.duckdb -c "
SELECT r1.from_concept || ' → ' || r1.to_concept || ' → ' || r2.to_concept as path
FROM concept_relations r1
JOIN concept_relations r2 ON r1.to_concept = r2.from_concept
WHERE r1.from_concept = 'skill'
"
cd /Users/bob/ies && source .venv/bin/activate
python3 music-topos/lib/full_thread_analysis.py
| Concept | Hub Score |
|---|---|
| skill | 8 |
| GF3 | 5 |
| MCP | 4 |
| subagent | 3 |
acsets-algebraic-databases@present SchThread(FreeSchema) begin
Thread::Ob; Message::Ob; Concept::Ob
thread_msg::Hom(Message, Thread)
discusses::Hom(Message, Concept)
related::Hom(Concept, Concept)
end
gay-mcpEach concept gets a deterministic color via Gay.jl seed:
using Gay
concept_color = gay_color(hash("skill")) # Reproducible color
entropy patternsH(concepts) = 4.55 bits # Shannon entropy of concept distribution
efficiency = 95.6% # vs max entropy
CREATE TABLE threads (thread_id VARCHAR PRIMARY KEY, title VARCHAR, message_count INT);
CREATE TABLE concepts (concept_id VARCHAR PRIMARY KEY, name VARCHAR, frequency INT, hub_score INT);
CREATE TABLE concept_relations (from_concept VARCHAR, to_concept VARCHAR, weight INT);
CREATE TABLE colored_sexprs (sexpr_id VARCHAR PRIMARY KEY, root_color VARCHAR, tree_json JSON);
find_thread to get thread dataTHREAD RELATIONAL ANALYSIS - 30 THREADS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Threads: 30
Messages: 2,951
Concepts: 27
Relations: 48
Entropy: 4.55 bits (95.6% efficiency)
TOP CONCEPTS:
skill 5 █████
subagent 3 ███
MCP 3 ███
GF3 3 ███
COLORED S-EXPRESSION:
(acset-gold
(threads-red ...)
(concepts-green ...)
(relations-purple ...))
This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:
general: 734 citations in bib.duckdbThis skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:
Trit: 0 (ERGODIC)
Home: Span
Poly Op: ⊗
Kan Role: Adj
Color: #26D826
The skill participates in triads satisfying:
(-1) + (0) + (+1) ≡ 0 (mod 3)
This ensures compositional coherence in the Cat# equipment structure.