ACSet-structured messaging world with real social graph resources from Outlook, Gmail, and Beeper
---
name: messaging-world
description: ACSet-structured messaging world with real social graph resources from Outlook, Gmail, and Beeper
version: 2.0.0
---
# Messaging World - Social Graph ACSet
A diagrammatic world built from **actual resources** extracted via random walks across three communication channels.
## ACSet Schema Definition
```julia
@present SchMessagingWorld(FreeSchema) begin
# Objects (node types)
Identity::Ob # Canonical person identity
Channel::Ob # Communication channel (Outlook, Gmail, Beeper)
Account::Ob # Account on a channel
Contact::Ob # Contact/correspondent
Conversation::Ob # Thread/chat
Network::Ob # Protocol network (Signal, Telegram, WhatsApp, etc.)
# Morphisms (edges)
identity_account::Hom(Account, Identity) # Account belongs to identity
account_channel::Hom(Account, Channel) # Account is on channel
contact_account::Hom(Contact, Account) # Contact seen via account
conv_account::Hom(Conversation, Account) # Conversation via account
contact_network::Hom(Contact, Network) # Contact's network (Beeper)
conv_network::Hom(Conversation, Network) # Conversation's network
# Attributes
Email::AttrType; Name::AttrType; Trit::AttrType; Count::AttrType
contact_email::Attr(Contact, Email)
contact_name::Attr(Contact, Name)
channel_trit::Attr(Channel, Trit)
contact_count::Attr(Contact, Count)
end
```
## Extracted Social Graph (Live Data)
### Channels with GF(3) Trits
```
┌────────────────────────────────────────────────────────────────────────────┐
│ MESSAGING WORLD ACSET │
│ Σ(trits) ≡ 0 (mod 3) ✓ │
└────────────────────────────────────────────────────────────────────────────┘
OUTLOOK (−1) GMAIL (0) BEEPER (+1)
┌──────────┐ ┌──────────┐ ┌──────────┐
│ UofT │ │ Personal │ │ Multi- │
│ y.shkel@ │ │ greentea │ │ Protocol │
│ utoronto │ │ tree01@ │ │ Matrix │
│ .ca │ │ gmail │ │ Hub │
└────┬─────┘ └────┬─────┘ └────┬─────┘
│ │ │
▼ ▼ ▼
┌──────────┐ ┌──────────┐ ┌──────────────┐
│Contacts: │ │Contacts: │ │ Networks: 5 │
│(academic)│ │ 28 total │ │ │
└──────────┘ └──────────┘ │ Signal ──────┤
│ Telegram ────┤
│ WhatsApp ────┤
│ Discord ─────┤
│ Twitter/X ───┤
└──────────────┘
```
### Beeper Network Topology (50 Active Chats)
```
BEEPER SOCIAL GRAPH
┌─────────────────────────────┐
│ Identity: Yuliya │
│ @greenteatree01:beeper │
└─────────────┬───────────────┘
│
┌─────────────┬───────────────┼───────────────┬─────────────┐
│ │ │ │ │
▼ ▼ ▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌──────────┐ ┌──────────┐ ┌─────────┐
│ Signal │ │Telegram │ │ WhatsApp │ │ Discord │ │Twitter/X│
│ (18) │ │ (15) │ │ (6) │ │ (5) │ │ (1) │
└────┬────┘ └────┬────┘ └────┬─────┘ └────┬─────┘ └────┬────┘
│ │ │ │ │
▼ ▼ ▼ ▼ ▼
┌─────────────────────────────────────────────────────────────────────┐
│ KEY CONVERSATIONS │
├─────────────────────────────────────────────────────────────────────┤
│ │
│ SIGNAL (18 chats) │
│ ├── ies (pinned) ─── Mars, Sarah, Aaa + 2 │
│ ├── Meta-Org ─── moder, jpt4, Albert + 2 (328 unread!) │
│ ├── Wordle Appreciation ─── Tim, Keegan, Char + 2 │
│ ├── Cognition Cosmos ─── Yudhister, avoidbeing, Megaloceros │
│ ├── auglab summer '25 ─── Dünya B, ilya, Lars 9001 │
│ ├── SF Housing Authority ─── Shon Pan, Lauren, Adrià │
│ ├── JOIE DE VIE ─── Razib Khan, Dagsen Love, Jessica Taylor │
│ ├── Gay.jl ─── Lucas, Bodhi, d s + 2 │
│ ├── sloppies ─── Elienops, Mantissa, K + 2 │
│ ├── Avalon Community ─── Emma, Ren, Mel + 2 │
│ ├── NYCies ─── eeegnu, Amelia S, cassandra rat + 2 │
│ ├── xul (single) │
│ ├── barton!!! (single) │
│ ├── dad!!!!! (single) │
│ ├── L :Ouisa (single) │
│ ├── Sten (single) │
│ ├── vor (single) │
│ └── Lauren (single) │
│ │
│ TELEGRAM (15 chats) ─── Frontier Tower Community │
│ ├── #General ─── Tony Loehr, X grok, Stedman (82 unread) │
│ ├── Lost & Found ─── mAx, Tony Loehr (51 unread) │
│ ├── Hard Tech & Robotics ─── Alan Helmick, Morgan Hough │
│ ├── Neurotech ─── neilg, Morgan Hough │
│ ├── Biotech ─── Alan Helmick, Rob │
│ ├── Arts & Music ─── Tina LaPorta, Colleen Piontek │
│ ├── Human Flourishing ─── ColinAI, svitlana midianko │
│ ├── Maker Space ─── Cassox, Zan Lowe │
│ ├── Tower Events ─── Colleen Piontek, Zan Lowe │
│ ├── Gym ─── John Meow, Stedman Halliday │
│ ├── Health & Longevity │
│ ├── AI & Autonomous Systems ─── Xenofon │
│ ├── Culture ─── Tina LaPorta │
│ ├── Ethereum & Decent. Tech ─── Tina LaPorta │
│ └── luka (single) │
│ │
│ WHATSAPP (6 chats) │
│ ├── Stanford BJJ Students 25/26 (17 unread) │
│ ├── Women BJJ Stanford ─── Stara D'Haiti, hannah │
│ ├── dad!!!!! (single) │
│ ├── banquet ✨ ─── Alexa, arnav judy lab, Junyi │
│ └── Stanford/SF/Global Intellectual Salon │
│ │
│ DISCORD (5 chats) │
│ ├── #string-parsing-mines ─── Ouchie, chyyran │
│ ├── #7-calendar-years │
│ ├── Ser Chairzard (single) │
│ ├── noumena (single) │
│ └── AlephNotation (single) │
│ │
│ MATRIX/BEEPER │
│ ├── greenteatree01 (pinned) ─── barton │
│ ├── Beeper Developer Community ─── 0xted, a3fckx │
│ └── #General - Vivarium Public ─── Alex Glavin, celeste │
│ │
└─────────────────────────────────────────────────────────────────────┘
```
### Gmail Contact Topology (28 Unique Contacts)
```
GMAIL SOCIAL GRAPH
┌───────────────────────────┐
│ greenteatree01@gmail.com │
│ (49 threads) │
└─────────────┬─────────────┘
│
┌─────────────────────┼─────────────────────┐
│ │ │
▼ ▼ ▼
┌────────────┐ ┌────────────┐ ┌────────────┐
│TRANSACTIONAL│ │ NEWSLETTERS│ │ SERVICES │
│ (trit=0) │ │ (trit=-1) │ │ (trit=+1) │
└─────┬──────┘ └─────┬──────┘ └─────┬──────┘
│ │ │
▼ ▼ ▼
┌──────────────┐ ┌──────────────┐ ┌──────────────┐
│ aeropay.com │ │ substack.com │ │ manifold.mkts│
│ (payments) │ │ (5 msgs) │ │ (prediction) │
│ │ │ │ │ │
│ waymo.com │ │ nature.com │ │ browse.ai │
│ (rideshare) │ │ (briefing 4) │ │ (automation) │
│ │ │ │ │ │
│ google.com │ │scienceofppl │ │ jenova.ai │
│ (scholar 5) │ │ (5 msgs) │ │ (AI service) │
│ │ │ │ │ │
│ morph.so │ │ bio.org │ │ heygen.com │
│ (cloud) │ │ (biotech 3) │ │ (video AI) │
└──────────────┘ └──────────────┘ └──────────────┘
Conservation: 0 + (-1) + (+1) = 0 ✓
```
## Cross-Channel Identity Resolution
```
┌─────────────────────────────────────────────────────────────────────────┐
│ IDENTITY COBORDISM (REAL DATA) │
└─────────────────────────────────────────────────────────────────────────┘
Canonical Identity
┌─────────────────────────┐
│ YULIYA SHKEL │
│ │
│ Phone: +1 (647) 778-6400│
│ Phone: +1 (609) 356-8506│
└───────────┬─────────────┘
│
┌───────────────────────┼───────────────────────┐
│ │ │
▼ ▼ ▼
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ OUTLOOK │ │ GMAIL │ │ BEEPER │
│ (−1) │ │ (0) │ │ (+1) │
├─────────────┤ ├─────────────┤ ├─────────────┤
│ y.shkel@ │ │greenteatree │ │ Identities: │
│ utoronto.ca │ │01@gmail.com │ │ │
│ │ │ │ │ Signal: Y │
│ [Academic] │ │ [Personal] │ │ schlynth │
│ │ │ │ │ │
│ │ │ │ │ Telegram: │
│ │ │ │ │ betty crockr│
│ │ │ │ │ │
│ │ │ │ │ WhatsApp: │
│ │ │ │ │ yulia │
│ │ │ │ │ │
│ │ │ │ │ Twitter/X: │
│ │ │ │ │ thesispace │
│ │ │ │ │ transposer │
└─────────────┘ └─────────────┘ └─────────────┘
GF(3) Check: (−1) + (0) + (+1) = 0 ✓
```
## Conversation Categories by Trit
```
┌─────────────────────────────────────────────────────────────────────────┐
│ CONVERSATION TRIT ASSIGNMENT │
└─────────────────────────────────────────────────────────────────────────┘
MINUS (−1) VALIDATOR ERGODIC (0) COORDINATOR
├── Meta-Org (328 unread) ├── ies (pinned, Signal)
│ Deep discussion, critique │ Core coordination group
│ │
├── Cognition Cosmos (62 unread) ├── greenteatree01 (pinned)
│ Intellectual discourse │ Primary contact point
│ │
├── Gay.jl (13 unread) ├── SF Housing Authority
│ Technical validation │ Logistics coordination
│ │
└── Academic newsletters └── Stanford groups (BJJ, Salon)
Nature, Scholar alerts Community coordination
PLUS (+1) EXECUTOR
├── Frontier Tower chats (all)
│ ├── General (82 unread)
│ ├── Hard Tech (118 unread)
│ ├── Maker Space (138 unread)
│ └── [Active building community]
│
├── Wordle Appreciation (37 unread)
│ Daily engagement, action
│
└── Transactional emails
Aeropay, Waymo, confirmations
```
## DuckDB Schema for Social Graph Storage
```sql
-- Run in: ~/ies/ducklake_data/messaging_world.duckdb
CREATE TABLE channels (
id INTEGER PRIMARY KEY,
name VARCHAR,
trit INTEGER, -- -1, 0, +1
account_email VARCHAR
);
INSERT INTO channels VALUES
(1, 'outlook', -1, 'y.shkel@utoronto.ca'),
(2, 'gmail', 0, 'greenteatree01@gmail.com'),
(3, 'beeper', 1, '@greenteatree01:beeper.com');
CREATE TABLE networks (
id INTEGER PRIMARY KEY,
name VARCHAR,
account_id VARCHAR
);
INSERT INTO networks VALUES
(1, 'Signal', 'signal'),
(2, 'Telegram', 'telegram'),
(3, 'WhatsApp', 'whatsapp'),
(4, 'Discord', 'discord'),
(5, 'Twitter', 'twitter'),
(6, 'Matrix', 'hungryserv');
CREATE TABLE contacts (
id INTEGER PRIMARY KEY,
name VARCHAR,
email VARCHAR,
channel_id INTEGER,
network_id INTEGER,
message_count INTEGER,
last_activity TIMESTAMP,
category VARCHAR, -- 'personal', 'transactional', 'academic', 'community'
FOREIGN KEY (channel_id) REFERENCES channels(id),
FOREIGN KEY (network_id) REFERENCES networks(id)
);
CREATE TABLE conversations (
id VARCHAR PRIMARY KEY,
title VARCHAR,
channel_id INTEGER,
network_id INTEGER,
participant_count INTEGER,
unread_count INTEGER,
last_activity TIMESTAMP,
is_pinned BOOLEAN,
chat_type VARCHAR, -- 'single', 'group'
trit INTEGER,
FOREIGN KEY (channel_id) REFERENCES channels(id),
FOREIGN KEY (network_id) REFERENCES networks(id)
);
-- GF(3) conservation view
CREATE VIEW gf3_balance AS
SELECT
SUM(trit) as total_trit,
SUM(trit) % 3 as mod3,
CASE WHEN SUM(trit) % 3 = 0 THEN '✓ balanced' ELSE '⚠ drift' END as status
FROM conversations;
```
## Quick Commands
```bash
# Fetch Gmail social graph
uvx --from google-auth --with google-api-python-client --with google-auth-oauthlib \
python3 ~/.claude/skills/gmail/fetch.py --count 50
# Query Beeper chats via MCP
# mcp__beeper__search_chats with limit=50
# Check GF(3) conservation
duckdb ~/ies/ducklake_data/messaging_world.duckdb -c "SELECT * FROM gf3_balance"
```
## Related Skills
| Skill | Trit | Integration |
|-------|------|-------------|
| gmail | 0 | Email extraction |
| utoronto-outlook | -1 | Academic email |
| beeper-mcp | +1 | Multi-protocol messaging |
| duckdb-ies | +1 | Analytics storage |
| acsets | 0 | Schema definition |
| chromatic-walk | 0 | Social graph traversal |
---
name: messaging-world
description: ACSet-structured messaging world with real social graph resources from Outlook, Gmail, and Beeper
version: 2.0.0
---
# Messaging World - Social Graph ACSet
A diagrammatic world built from **actual resources** extracted via random walks across three communication channels.
## ACSet Schema Definition
```julia
@present SchMessagingWorld(FreeSchema) begin
# Objects (node types)
Identity::Ob # Canonical person identity
Channel::Ob # Communication channel (Outlook, Gmail, Beeper)
Account::Ob # Account on a channel
Contact::Ob # Contact/correspondent
Conversation::Ob # Thread/chat
Network::Ob # Protocol network (Signal, Telegram, WhatsApp, etc.)
# Morphisms (edges)
identity_account::Hom(Account, Identity) # Account belongs to identity
account_channel::Hom(Account, Channel) # Account is on channel
contact_account::Hom(Contact, Account) # Contact seen via account
conv_account::Hom(Conversation, Account) # Conversation via account
contact_network::Hom(Contact, Network) # Contact's network (Beeper)
conv_network::Hom(Conversation, Network) # Conversation's network
# Attributes
Email::AttrType; Name::AttrType; Trit::AttrType; Count::AttrType
contact_email::Attr(Contact, Email)
contact_name::Attr(Contact, Name)
channel_trit::Attr(Channel, Trit)
contact_count::Attr(Contact, Count)
end
```
## Extracted Social Graph (Live Data)
### Channels with GF(3) Trits
```
┌────────────────────────────────────────────────────────────────────────────┐
│ MESSAGING WORLD ACSET │
│ Σ(trits) ≡ 0 (mod 3) ✓ │
└────────────────────────────────────────────────────────────────────────────┘
OUTLOOK (−1) GMAIL (0) BEEPER (+1)
┌──────────┐ ┌──────────┐ ┌──────────┐
│ UofT │ │ Personal │ │ Multi- │
│ y.shkel@ │ │ greentea │ │ Protocol │
│ utoronto │ │ tree01@ │ │ Matrix │
│ .ca │ │ gmail │ │ Hub │
└────┬─────┘ └────┬─────┘ └────┬─────┘
│ │ │
▼ ▼ ▼
┌──────────┐ ┌──────────┐ ┌──────────────┐
│Contacts: │ │Contacts: │ │ Networks: 5 │
│(academic)│ │ 28 total │ │ │
└──────────┘ └──────────┘ │ Signal ──────┤
│ Telegram ────┤
│ WhatsApp ────┤
│ Discord ─────┤
│ Twitter/X ───┤
└──────────────┘
```
### Beeper Network Topology (50 Active Chats)
```
BEEPER SOCIAL GRAPH
┌─────────────────────────────┐
│ Identity: Yuliya │
│ @greenteatree01:beeper │
└─────────────┬───────────────┘
│
┌─────────────┬───────────────┼───────────────┬─────────────┐
│ │ │ │ │
▼ ▼ ▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌──────────┐ ┌──────────┐ ┌─────────┐
│ Signal │ │Telegram │ │ WhatsApp │ │ Discord │ │Twitter/X│
│ (18) │ │ (15) │ │ (6) │ │ (5) │ │ (1) │
└────┬────┘ └────┬────┘ └────┬─────┘ └────┬─────┘ └────┬────┘
│ │ │ │ │
▼ ▼ ▼ ▼ ▼
┌─────────────────────────────────────────────────────────────────────┐
│ KEY CONVERSATIONS │
├─────────────────────────────────────────────────────────────────────┤
│ │
│ SIGNAL (18 chats) │
│ ├── ies (pinned) ─── Mars, Sarah, Aaa + 2 │
│ ├── Meta-Org ─── moder, jpt4, Albert + 2 (328 unread!) │
│ ├── Wordle Appreciation ─── Tim, Keegan, Char + 2 │
│ ├── Cognition Cosmos ─── Yudhister, avoidbeing, Megaloceros │
│ ├── auglab summer '25 ─── Dünya B, ilya, Lars 9001 │
│ ├── SF Housing Authority ─── Shon Pan, Lauren, Adrià │
│ ├── JOIE DE VIE ─── Razib Khan, Dagsen Love, Jessica Taylor │
│ ├── Gay.jl ─── Lucas, Bodhi, d s + 2 │
│ ├── sloppies ─── Elienops, Mantissa, K + 2 │
│ ├── Avalon Community ─── Emma, Ren, Mel + 2 │
│ ├── NYCies ─── eeegnu, Amelia S, cassandra rat + 2 │
│ ├── xul (single) │
│ ├── barton!!! (single) │
│ ├── dad!!!!! (single) │
│ ├── L :Ouisa (single) │
│ ├── Sten (single) │
│ ├── vor (single) │
│ └── Lauren (single) │
│ │
│ TELEGRAM (15 chats) ─── Frontier Tower Community │
│ ├── #General ─── Tony Loehr, X grok, Stedman (82 unread) │
│ ├── Lost & Found ─── mAx, Tony Loehr (51 unread) │
│ ├── Hard Tech & Robotics ─── Alan Helmick, Morgan Hough │
│ ├── Neurotech ─── neilg, Morgan Hough │
│ ├── Biotech ─── Alan Helmick, Rob │
│ ├── Arts & Music ─── Tina LaPorta, Colleen Piontek │
│ ├── Human Flourishing ─── ColinAI, svitlana midianko │
│ ├── Maker Space ─── Cassox, Zan Lowe │
│ ├── Tower Events ─── Colleen Piontek, Zan Lowe │
│ ├── Gym ─── John Meow, Stedman Halliday │
│ ├── Health & Longevity │
│ ├── AI & Autonomous Systems ─── Xenofon │
│ ├── Culture ─── Tina LaPorta │
│ ├── Ethereum & Decent. Tech ─── Tina LaPorta │
│ └── luka (single) │
│ │
│ WHATSAPP (6 chats) │
│ ├── Stanford BJJ Students 25/26 (17 unread) │
│ ├── Women BJJ Stanford ─── Stara D'Haiti, hannah │
│ ├── dad!!!!! (single) │
│ ├── banquet ✨ ─── Alexa, arnav judy lab, Junyi │
│ └── Stanford/SF/Global Intellectual Salon │
│ │
│ DISCORD (5 chats) │
│ ├── #string-parsing-mines ─── Ouchie, chyyran │
│ ├── #7-calendar-years │
│ ├── Ser Chairzard (single) │
│ ├── noumena (single) │
│ └── AlephNotation (single) │
│ │
│ MATRIX/BEEPER │
│ ├── greenteatree01 (pinned) ─── barton │
│ ├── Beeper Developer Community ─── 0xted, a3fckx │
│ └── #General - Vivarium Public ─── Alex Glavin, celeste │
│ │
└─────────────────────────────────────────────────────────────────────┘
```
### Gmail Contact Topology (28 Unique Contacts)
```
GMAIL SOCIAL GRAPH
┌───────────────────────────┐
│ greenteatree01@gmail.com │
│ (49 threads) │
└─────────────┬─────────────┘
│
┌─────────────────────┼─────────────────────┐
│ │ │
▼ ▼ ▼
┌────────────┐ ┌────────────┐ ┌────────────┐
│TRANSACTIONAL│ │ NEWSLETTERS│ │ SERVICES │
│ (trit=0) │ │ (trit=-1) │ │ (trit=+1) │
└─────┬──────┘ └─────┬──────┘ └─────┬──────┘
│ │ │
▼ ▼ ▼
┌──────────────┐ ┌──────────────┐ ┌──────────────┐
│ aeropay.com │ │ substack.com │ │ manifold.mkts│
│ (payments) │ │ (5 msgs) │ │ (prediction) │
│ │ │ │ │ │
│ waymo.com │ │ nature.com │ │ browse.ai │
│ (rideshare) │ │ (briefing 4) │ │ (automation) │
│ │ │ │ │ │
│ google.com │ │scienceofppl │ │ jenova.ai │
│ (scholar 5) │ │ (5 msgs) │ │ (AI service) │
│ │ │ │ │ │
│ morph.so │ │ bio.org │ │ heygen.com │
│ (cloud) │ │ (biotech 3) │ │ (video AI) │
└──────────────┘ └──────────────┘ └──────────────┘
Conservation: 0 + (-1) + (+1) = 0 ✓
```
## Cross-Channel Identity Resolution
```
┌─────────────────────────────────────────────────────────────────────────┐
│ IDENTITY COBORDISM (REAL DATA) │
└─────────────────────────────────────────────────────────────────────────┘
Canonical Identity
┌─────────────────────────┐
│ YULIYA SHKEL │
│ │
│ Phone: +1 (647) 778-6400│
│ Phone: +1 (609) 356-8506│
└───────────┬─────────────┘
│
┌───────────────────────┼───────────────────────┐
│ │ │
▼ ▼ ▼
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ OUTLOOK │ │ GMAIL │ │ BEEPER │
│ (−1) │ │ (0) │ │ (+1) │
├─────────────┤ ├─────────────┤ ├─────────────┤
│ y.shkel@ │ │greenteatree │ │ Identities: │
│ utoronto.ca │ │01@gmail.com │ │ │
│ │ │ │ │ Signal: Y │
│ [Academic] │ │ [Personal] │ │ schlynth │
│ │ │ │ │ │
│ │ │ │ │ Telegram: │
│ │ │ │ │ betty crockr│
│ │ │ │ │ │
│ │ │ │ │ WhatsApp: │
│ │ │ │ │ yulia │
│ │ │ │ │ │
│ │ │ │ │ Twitter/X: │
│ │ │ │ │ thesispace │
│ │ │ │ │ transposer │
└─────────────┘ └─────────────┘ └─────────────┘
GF(3) Check: (−1) + (0) + (+1) = 0 ✓
```
## Conversation Categories by Trit
```
┌─────────────────────────────────────────────────────────────────────────┐
│ CONVERSATION TRIT ASSIGNMENT │
└─────────────────────────────────────────────────────────────────────────┘
MINUS (−1) VALIDATOR ERGODIC (0) COORDINATOR
├── Meta-Org (328 unread) ├── ies (pinned, Signal)
│ Deep discussion, critique │ Core coordination group
│ │
├── Cognition Cosmos (62 unread) ├── greenteatree01 (pinned)
│ Intellectual discourse │ Primary contact point
│ │
├── Gay.jl (13 unread) ├── SF Housing Authority
│ Technical validation │ Logistics coordination
│ │
└── Academic newsletters └── Stanford groups (BJJ, Salon)
Nature, Scholar alerts Community coordination
PLUS (+1) EXECUTOR
├── Frontier Tower chats (all)
│ ├── General (82 unread)
│ ├── Hard Tech (118 unread)
│ ├── Maker Space (138 unread)
│ └── [Active building community]
│
├── Wordle Appreciation (37 unread)
│ Daily engagement, action
│
└── Transactional emails
Aeropay, Waymo, confirmations
```
## DuckDB Schema for Social Graph Storage
```sql
-- Run in: ~/ies/ducklake_data/messaging_world.duckdb
CREATE TABLE channels (
id INTEGER PRIMARY KEY,
name VARCHAR,
trit INTEGER, -- -1, 0, +1
account_email VARCHAR
);
INSERT INTO channels VALUES
(1, 'outlook', -1, 'y.shkel@utoronto.ca'),
(2, 'gmail', 0, 'greenteatree01@gmail.com'),
(3, 'beeper', 1, '@greenteatree01:beeper.com');
CREATE TABLE networks (
id INTEGER PRIMARY KEY,
name VARCHAR,
account_id VARCHAR
);
INSERT INTO networks VALUES
(1, 'Signal', 'signal'),
(2, 'Telegram', 'telegram'),
(3, 'WhatsApp', 'whatsapp'),
(4, 'Discord', 'discord'),
(5, 'Twitter', 'twitter'),
(6, 'Matrix', 'hungryserv');
CREATE TABLE contacts (
id INTEGER PRIMARY KEY,
name VARCHAR,
email VARCHAR,
channel_id INTEGER,
network_id INTEGER,
message_count INTEGER,
last_activity TIMESTAMP,
category VARCHAR, -- 'personal', 'transactional', 'academic', 'community'
FOREIGN KEY (channel_id) REFERENCES channels(id),
FOREIGN KEY (network_id) REFERENCES networks(id)
);
CREATE TABLE conversations (
id VARCHAR PRIMARY KEY,
title VARCHAR,
channel_id INTEGER,
network_id INTEGER,
participant_count INTEGER,
unread_count INTEGER,
last_activity TIMESTAMP,
is_pinned BOOLEAN,
chat_type VARCHAR, -- 'single', 'group'
trit INTEGER,
FOREIGN KEY (channel_id) REFERENCES channels(id),
FOREIGN KEY (network_id) REFERENCES networks(id)
);
-- GF(3) conservation view
CREATE VIEW gf3_balance AS
SELECT
SUM(trit) as total_trit,
SUM(trit) % 3 as mod3,
CASE WHEN SUM(trit) % 3 = 0 THEN '✓ balanced' ELSE '⚠ drift' END as status
FROM conversations;
```
## Quick Commands
```bash
# Fetch Gmail social graph
uvx --from google-auth --with google-api-python-client --with google-auth-oauthlib \
python3 ~/.claude/skills/gmail/fetch.py --count 50
# Query Beeper chats via MCP
# mcp__beeper__search_chats with limit=50
# Check GF(3) conservation
duckdb ~/ies/ducklake_data/messaging_world.duckdb -c "SELECT * FROM gf3_balance"
```
## Related Skills
| Skill | Trit | Integration |
|-------|------|-------------|
| gmail | 0 | Email extraction |
| utoronto-outlook | -1 | Academic email |
| beeper-mcp | +1 | Multi-protocol messaging |
| duckdb-ies | +1 | Analytics storage |
| acsets | 0 | Schema definition |
| chromatic-walk | 0 | Social graph traversal |
Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.