| name | ies |
| description | ies |
| version | 1.0.0 |
ies
FloxHub
bmorphism/ies- Clojure/Julia/Python/multimedia environment with Gay.jl coloring, Flox composition, and DuckDB social analysis.
Trit Assignment: 0 (ERGODIC) - Coordinator role for environment orchestration.
Canonical Triads:
polyglot-spi (-1) ⊗ ies (0) ⊗ gay-mcp (+1) = 0 ✓ [Environment]
three-match (-1) ⊗ ies (0) ⊗ pulse-mcp-stream (+1) = 0 ✓ [Social Analysis]
influence-propagation (-1) ⊗ ies (0) ⊗ agent-o-rama (+1) = 0 ✓ [Cognitive Surrogate]
Quick Start
# Activate from FloxHub
flox activate -r bmorphism/ies
# Or clone locally
flox pull -r bmorphism/ies ~/ies
flox activate -d ~/ies
# Verify Gay.jl integration
echo $GAY_SEED # 69
echo $GAY_PORT # 42069
Installed Packages (10)
| Package | Version | Description |
|---|---|---|
| babashka | 1.12.208 | Clojure scripting (no JVM startup) |
| clojure | 1.12.2.1565 | JVM Lisp |
| jdk | 21.0.8 | OpenJDK |
| julia-bin | 1.11.7 | Technical computing |
| ffmpeg | 7.1.1 | Media processing |
| python312 | 3.12.11 | Python interpreter |
| coreutils | 9.8 | GNU utilities |
| tailscale | 1.88.4 | Mesh VPN |
| enchant2 | 2.6.9 | Spell checking |
| pkg-config | 0.29.2 | Build configuration |
Environment Composition
Include Syntax
Compose environments via manifest.toml:
[include]
environments = [
# FloxHub remote environments
{ remote = "bmorphism/effective-topos" },
{ remote = "flox/python-dev" },
# Local environments (relative or absolute path)
{ dir = "../shared-tools" },
{ dir = "/Users/bob/.flox/environments/common" },
]
Merge Rules by Section
| Section | Merge Behavior |
|---|---|
[install] |
Union - packages from all envs combined |
[vars] |
Last wins - later env overrides earlier |
[hook] |
Concatenate - all on-activate scripts run in order |
[profile] |
Concatenate - all shell init scripts run in order |
[services] |
Union with override - later service definitions win |
[options] |
Last wins - later options override |
Priority Order
When composing [A, B, C]:
- A is loaded first (lowest priority)
- B overrides A for conflicts
- C overrides both (highest priority)
- Current manifest overrides all includes
Example: IES + effective-topos Composition
# ~/ies/.flox/env/manifest.toml
version = 1
[include]
environments = [
{ remote = "bmorphism/effective-topos" } # guile, ghc, cargo
]
[install]
# IES-specific packages (merged with effective-topos)
babashka.pkg-path = "babashka"
julia-bin.pkg-path = "julia-bin"
ffmpeg.pkg-path = "ffmpeg"
[vars]
# Overrides effective-topos GAY_SEED if set there
GAY_SEED = "69"
GAY_PORT = "42069"
[hook]
on-activate = '''
# Runs AFTER effective-topos hook
echo "IES environment ready"
echo "Gay seed: $GAY_SEED"
'''
[profile]
common = '''
# Appended to effective-topos profile
alias gaybb="bb gay.bb"
'''
Nested Composition
Environments can include environments that include other environments:
ies
└── includes effective-topos
└── includes flox/base-dev
└── includes common-tools
Merge proceeds depth-first, left-to-right.
DuckDB Social Analysis
Schema for Bluesky/Social Data
-- Create tables for social analysis
CREATE TABLE posts (
post_id VARCHAR PRIMARY KEY,
author_did VARCHAR NOT NULL,
author_handle VARCHAR,
text TEXT,
created_at TIMESTAMP,
indexed_at TIMESTAMP,
likes INT DEFAULT 0,
reposts INT DEFAULT 0,
replies INT DEFAULT 0,
gay_color VARCHAR, -- Deterministic color from Gay.jl
gay_index INT -- Index in color stream
);
CREATE TABLE interactions (
interaction_id VARCHAR PRIMARY KEY,
post_id VARCHAR REFERENCES posts(post_id),
actor_did VARCHAR,
actor_handle VARCHAR,
interaction_type VARCHAR, -- 'like', 'repost', 'reply', 'quote'
created_at TIMESTAMP,
text TEXT, -- For replies/quotes
sentiment VARCHAR
);
CREATE TABLE network (
user_did VARCHAR PRIMARY KEY,
handle VARCHAR,
interaction_count INT,
first_seen TIMESTAMP,
last_seen TIMESTAMP,
relationship_type VARCHAR,
entropy_score FLOAT
);
-- Indexes for fast queries
CREATE INDEX idx_posts_author ON posts(author_did);
CREATE INDEX idx_posts_created ON posts(created_at);
CREATE INDEX idx_interactions_post ON interactions(post_id);
CREATE INDEX idx_interactions_type ON interactions(interaction_type);
Ingestion from Babashka
#!/usr/bin/env bb
(require '[babashka.http-client :as http])
(require '[cheshire.core :as json])
(require '[babashka.pods :as pods])
;; Load DuckDB pod
(pods/load-pod 'org.babashka/go-sqlite3 "0.1.0")
(require '[pod.babashka.go-sqlite3 :as sqlite])
(def db "social_analysis.duckdb")
(defn fetch-user-posts [handle]
(-> (http/get (str "https://public.api.bsky.app/xrpc/app.bsky.feed.getAuthorFeed"
"?actor=" handle "&limit=100"))
:body
(json/parse-string true)
:feed))
(defn gay-color [index seed]
(let [z (+ seed index)
z (bit-xor z (unsigned-bit-shift-right z 30))
z (* z 0xbf58476d1ce4e5b9)]
(format "#%06X" (bit-and z 0xFFFFFF))))
(defn ingest-posts! [posts]
(doseq [[idx post] (map-indexed vector posts)]
(let [p (:post post)
color (gay-color (inc idx) 69)]
(sqlite/execute! db
["INSERT INTO posts (post_id, author_did, author_handle, text, created_at, gay_color, gay_index)
VALUES (?, ?, ?, ?, ?, ?, ?)"
(:uri p) (:did (:author p)) (:handle (:author p))
(:text (:record p)) (:createdAt (:record p))
color (inc idx)]))))
;; Usage
(def posts (fetch-user-posts "barton.bsky.social"))
(ingest-posts! posts)
Analysis Queries
-- Top engagers in network
SELECT handle, interaction_count, entropy_score
FROM network
ORDER BY interaction_count DESC
LIMIT 20;
-- Posting frequency by hour
SELECT EXTRACT(HOUR FROM created_at) as hour,
COUNT(*) as post_count
FROM posts
GROUP BY hour
ORDER BY hour;
-- Topic clustering via text patterns
SELECT
CASE
WHEN text ILIKE '%category%' OR text ILIKE '%topos%' THEN 'math'
WHEN text ILIKE '%code%' OR text ILIKE '%julia%' THEN 'programming'
WHEN text ILIKE '%music%' OR text ILIKE '%sound%' THEN 'music'
ELSE 'other'
END as topic,
COUNT(*) as count,
AVG(likes) as avg_likes
FROM posts
GROUP BY topic
ORDER BY count DESC;
-- Interaction entropy over time
SELECT
DATE_TRUNC('day', created_at) as day,
COUNT(DISTINCT interaction_type) as type_diversity,
COUNT(*) as total_interactions,
-SUM(p * LN(p)) as entropy
FROM (
SELECT created_at, interaction_type,
COUNT(*) OVER (PARTITION BY DATE_TRUNC('day', created_at), interaction_type) * 1.0 /
COUNT(*) OVER (PARTITION BY DATE_TRUNC('day', created_at)) as p
FROM interactions
) sub
GROUP BY day
ORDER BY day;
-- Gay color distribution (verify determinism)
SELECT gay_color, COUNT(*) as count
FROM posts
GROUP BY gay_color
ORDER BY count DESC
LIMIT 10;
Time-Travel Queries
-- Install temporal versioning extension
INSTALL temporal;
LOAD temporal;
-- Query posts as of specific timestamp
SELECT * FROM posts
FOR SYSTEM_TIME AS OF TIMESTAMP '2025-12-01 00:00:00';
-- Compare states between two points
SELECT
a.post_id,
a.likes as likes_before,
b.likes as likes_after,
b.likes - a.likes as delta
FROM posts FOR SYSTEM_TIME AS OF '2025-12-01' a
JOIN posts FOR SYSTEM_TIME AS OF '2025-12-15' b
ON a.post_id = b.post_id
WHERE b.likes > a.likes
ORDER BY delta DESC;
Gay.jl/Gay.bb Integration
Environment Variables
GAY_SEED=69 # Master seed for reproducibility
GAY_PORT=42069 # MCP server port
GAY_INTERVAL=30 # Color refresh interval (seconds)
GAY_MCP_PROJECT=~/Gay.jl # Julia project path
Gay.bb (Babashka Implementation)
;; gay.bb - included in ies environment
(ns gay
(:require [clojure.string :as str]))
(def ^:dynamic *seed* (parse-long (or (System/getenv "GAY_SEED") "69")))
(defn splitmix64 [state]
(let [z (unchecked-add state 0x9e3779b97f4a7c15)
z (unchecked-multiply
(bit-xor z (unsigned-bit-shift-right z 30))
0xbf58476d1ce4e5b9)
z (unchecked-multiply
(bit-xor z (unsigned-bit-shift-right z 27))
0x94d049bb133111eb)]
(bit-xor z (unsigned-bit-shift-right z 31))))
(defn color-at [index]
(let [h (splitmix64 (+ *seed* index))
hue (/ (mod h 360) 360.0)
hex (format "#%06X" (bit-and h 0xFFFFFF))]
{:index index :hue hue :hex hex}))
(defn palette [n]
(mapv color-at (range 1 (inc n))))
;; Triadic stream (GF(3) conservation)
(defn triadic-colors [n]
(let [colors (palette (* 3 n))]
{:minus (take-nth 3 colors) ; trit -1
:ergodic (take-nth 3 (drop 1 colors)) ; trit 0
:plus (take-nth 3 (drop 2 colors))})) ; trit +1
Gay.jl (Julia Implementation)
# Activated via: julia --project=$GAY_MCP_PROJECT
using Gay
# Set environment seed
Gay.set_seed!(parse(Int, get(ENV, "GAY_SEED", "69")))
# Generate colors for IES packages
ies_packages = ["babashka", "clojure", "jdk", "julia-bin", "ffmpeg",
"python312", "coreutils", "tailscale", "enchant2", "pkg-config"]
for (i, pkg) in enumerate(ies_packages)
c = Gay.color_at(i)
println("$(pkg): $(c.hex)")
end
# Triadic palette (GF(3) = 0)
triadic = Gay.triadic_palette(10)
# Returns: (minus=Color[], ergodic=Color[], plus=Color[])
Triadic Workflow
┌─────────────────────────────────────────────────────────┐
│ Trit 0 (ERGODIC): Julia Analysis │
│ └── Gay.jl color assignment │
│ └── DuckDB queries │
│ └── Statistical summaries │
├─────────────────────────────────────────────────────────┤
│ Trit 1 (PLUS): Babashka Transform │
│ └── Gay.bb processing │
│ └── HTTP/API integration │
│ └── Data pipelines │
├─────────────────────────────────────────────────────────┤
│ Trit 2 (MINUS): FFmpeg Render │
│ └── Media encoding │
│ └── Visualization output │
│ └── Validation/verification │
└─────────────────────────────────────────────────────────┘
Pipeline Example
#!/usr/bin/env bb
(require '[babashka.process :as p])
(require '[cheshire.core :as json])
(defn triadic-pipeline [input-file]
;; Trit 0: Julia analysis
(let [analysis (-> (p/shell {:out :string}
(format "julia -e 'using JSON; include(\"analyze.jl\"); println(JSON.json(analyze(\"%s\")))'"
input-file))
:out
(json/parse-string true))
;; Trit 1: Clojure transform
transformed (-> analysis
(update :gamma #(* % 1.2))
(assoc :processed_at (java.time.Instant/now)))
;; Trit 2: FFmpeg render
_ (p/shell (format "ffmpeg -i %s -vf 'eq=gamma=%f' -y output.mp4"
input-file
(:gamma transformed)))]
{:analysis analysis
:transformed transformed
:output "output.mp4"}))
Services
# manifest.toml services section
[services.gaybb]
command = "bb -e '(require (quote gay)) (gay/start-server!)'"
shutdown.command = "pkill -f 'bb.*gay'"
[services.gaymcp]
command = "julia --project=$GAY_MCP_PROJECT $GAY_MCP_PROJECT/bin/gay-mcp"
shutdown.command = "pkill -f gay-mcp"
# Service management
flox services start # Start all services
flox services start gaybb # Start specific service
flox services status # Check status
flox services logs gaybb # View logs
flox services stop # Stop all
Interoperability
With effective-topos
# Compose environments
cd ~/ies
cat >> .flox/env/manifest.toml << 'EOF'
[include]
environments = [{ remote = "bmorphism/effective-topos" }]
EOF
flox activate # Now has guile, ghc, cargo + ies packages
Connection Points
| ies-flox | effective-topos | Bridge |
|---|---|---|
| babashka | guile | Both Lisps, S-expressions |
| julia | ocaml | ML-family, ADTs |
| ffmpeg | imagemagick | Media processing |
| tailscale | guile-goblins | Distributed networking |
FloxHub Publication
- Owner: bmorphism
- Name: ies
- URL: https://hub.flox.dev/bmorphism/ies
- Systems: aarch64-darwin, x86_64-darwin, aarch64-linux, x86_64-linux
# Push updates to FloxHub
flox push -d ~/ies
# Pull latest
flox pull -r bmorphism/ies
# Fork to your namespace
flox pull -r bmorphism/ies --copy
flox push # Pushes to your FloxHub
Aliases & Shortcuts
# Defined in [profile.common]
alias gaybb="bb gay.bb"
alias gaymcp="julia --project=\$GAY_MCP_PROJECT \$GAY_MCP_PROJECT/bin/gay-mcp"
alias ies-duck="duckdb social_analysis.duckdb"
alias ies-ingest="bb ingest.bb"
References
Scientific Skill Interleaving
This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:
Graph Theory
- networkx [○] via bicomodule
- Universal graph hub
Bibliography References
general: 734 citations in bib.duckdb
Cat# Integration
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
GF(3) Naturality
The skill participates in triads satisfying:
(-1) + (0) + (+1) ≡ 0 (mod 3)
This ensures compositional coherence in the Cat# equipment structure.