plurigrid · zubyul · Jun 19, 2026
diff --git a/packages/world-increment/ducklake/LATEST_SWEEP.md b/packages/world-increment/ducklake/LATEST_SWEEP.md
@@ -1,142 +1,104 @@
-# World-Increment Sweep — 2026-04-12
+# World-Increment Sweep + Hamming Swarm Snapshot
 
-## Sweep Metadata
-- **Date:** 2026-04-12
-- **Agent:** world-increment-sweep
-- **DuckDB version:** v1.5.1 (Variegata)
-- **Database:** `packages/world-increment/ducklake/world-increments.duckdb`
+**Run date:** 2026-06-19  
+**DuckDB:** `world-increments.duckdb`  
+**GF3 color chain:** id%3==0 → ERGODIC #d3869b | id%3==1 → PLUS #b8bb26 | id%3==2 → MINUS #cc241d
 
 ---
 
-## Summary Counts
-
-| Metric | Value |
-|--------|-------|
-| Total World Increments | 12 |
-| Total Repo Snapshots | 471 |
-| Sources Covered | 3 orgs + 8 users |
+## JOB 1: GitHub Social Graph Sweep
+
+### Summary
+
+| Source | Type | Repos | Total Stars | GF3 |
+|--------|------|-------|-------------|-----|
+| plurigrid | org | 49 | 14 | PLUS #b8bb26 |
+| kubeflow | org | 48 | 34,230 | MINUS #cc241d |
+| TeglonLabs | org | 5 | 2 | ERGODIC #d3869b |
+| bmorphism | user | 100 | 241 | PLUS #b8bb26 |
+| zubyul | user | 100 | 77 | MINUS #cc241d |
+| migalkin | user | 19 | 280 | ERGODIC #d3869b |
+| DJedamski | user | 6 | 3 | PLUS #b8bb26 |
+| wasita | user | 11 | 5 | MINUS #cc241d |
+| kristinezheng | user | 5 | 0 | ERGODIC #d3869b |
+| M1shaaa | user | 8 | 0 | PLUS #b8bb26 |
+| AustinCStone | user | 40 | 108 | MINUS #cc241d |
+| **TOTAL** | | **391** | **34,960** | |
+
+### Top Repos by Stars
+
+| Repo | Stars | Forks | Language | Last Push |
+|------|-------|-------|----------|-----------|
+| kubeflow/kubeflow | 15,736 | 2,680 | — | 2026-06-18 |
+| kubeflow/pipelines | 4,154 | 2,009 | Python | 2026-06-19 |
+| kubeflow/spark-operator | 3,127 | 1,490 | Python | 2026-06-18 |
+| kubeflow/trainer | 2,116 | 970 | Go | 2026-06-18 |
+| kubeflow/katib | 1,683 | 528 | Python | 2026-06-15 |
+| migalkin/NodePiece | 144 | 21 | Python | 2022-02-02 |
+
+### Most Recently Active Repos (key graph nodes)
+
+| Repo | Stars | Language | Pushed |
+|------|-------|----------|--------|
+| zubyul/gorj | 0 | Clojure | 2026-06-19 ← this repo |
+| bmorphism/Gay.jl | 1 | Julia | 2026-06-19 |
+| zubyul/place | 1 | TeX | 2026-06-15 |
+| bmorphism/satreadout | 0 | Lean | 2026-06-15 |
+| zubyul/asi | 26 | HTML | 2026-06-10 |
+| TeglonLabs/jank-crane | 0 | C++ | 2026-06-08 |
+| bmorphism/world | 0 | Python | 2026-06-02 |
+
+### World Increments (GF3 chain)
+
+13 increment records in `world_increments` table:
+- ids 1-11: GitHub org/user snapshots
+- id 12: Aptos wallet swarm snapshot (ERGODIC #d3869b)
+- id 13: Aptos multisig snapshot (PLUS #b8bb26)
 
 ---
 
-## GF(3) Color Chain — All 12 Increments
-
-| ID | Source | Event Type | GF3 Trit | Color | Name |
-|----|--------|------------|-----------|-------|------|
-| 1  | plurigrid (org) | repo_snapshot | +1 | `#b8bb26` | **PLUS** |
-| 2  | kubeflow (org) | repo_snapshot | -1 | `#cc241d` | **MINUS** |
-| 3  | TeglonLabs (org) | repo_snapshot | 0 | `#d3869b` | **ERGODIC** |
-| 4  | bmorphism (user) | repo_snapshot | +1 | `#b8bb26` | **PLUS** |
-| 5  | zubyul (user) | repo_snapshot | -1 | `#cc241d` | **MINUS** |
-| 6  | migalkin (user) | repo_snapshot | 0 | `#d3869b` | **ERGODIC** |
-| 7  | DJedamski (user) | repo_snapshot | +1 | `#b8bb26` | **PLUS** |
-| 8  | wasita (user) | repo_snapshot | -1 | `#cc241d` | **MINUS** |
-| 9  | kristinezheng (user) | repo_snapshot | 0 | `#d3869b` | **ERGODIC** |
-| 10 | M1shaaa (user) | repo_snapshot | +1 | `#b8bb26` | **PLUS** |
-| 11 | AustinCStone (user) | repo_snapshot | -1 | `#cc241d` | **MINUS** |
-| 12 | bmorphism (org) | sweep_complete (gorj) | 0 | `#d3869b` | **ERGODIC** |
-
-GF(3) chain: `PLUS → MINUS → ERGODIC → PLUS → MINUS → ERGODIC → PLUS → MINUS → ERGODIC → PLUS → MINUS → ERGODIC`
+## JOB 2: Hamming Swarm Snapshot
 
----
+### Aptos Wallet Balances (Mainnet)
 
-## Top Repos by Source
-
-### plurigrid (100 repos)
-| Repo | Language | Stars | Pushed At |
-|------|----------|-------|-----------|
-| asi | HTML | 16 | 2026-04-10 |
-| ontology | JavaScript | 7 | 2025-05-27 |
-| asi-skills | Julia | 3 | 2026-04-09 |
-| zig-syrup | Zig | 2 | 2026-04-09 |
-| vivarium | Clojure | 1 | 2026-04-08 |
-
-### kubeflow (47 repos)
-| Repo | Language | Stars | Pushed At |
-|------|----------|-------|-----------|
-| kubeflow | — | 15565 | 2026-01-05 |
-| pipelines | Python | 4119 | 2026-04-10 |
-| spark-operator | Python | 3111 | 2026-04-10 |
-| trainer | Go | 2080 | 2026-04-10 |
-| katib | Python | 1676 | 2026-04-02 |
-
-### TeglonLabs (53 repos)
-| Repo | Language | Stars |
-|------|----------|-------|
-| mathpix-gem | Ruby | 2 |
-| vibespace | HTML | 2 |
-| acp.el | — | 1 |
-| mcp-terminal | — | 1 |
-
-### bmorphism (100 repos)
-| Repo | Language | Stars |
-|------|----------|-------|
-| ocaml-mcp-sdk | OCaml | 60 |
-| anti-bullshit-mcp-server | JavaScript | 23 |
-| shitcoin | Python | 5 |
-| open-location-code-zig | Zig | 3 |
-
-### migalkin (30 repos)
-| Repo | Language | Stars |
-|------|----------|-------|
-| NodePiece | Python | 143 |
-| StarE | Python | 88 |
-| kgcourse2021 | HTML | 25 |
-
-### AustinCStone (43 repos)
-| Repo | Language | Stars |
-|------|----------|-------|
-| TextGAN | Python | 92 |
-| StereoVisionMRF | Python | 11 |
-| SpectralClustering | Python | 3 |
+Queried 28 addresses (alice, bob, A-Z) at fullnode.mainnet.aptoslabs.com.
 
----
+**Result:** All 28 addresses returned 0 APT. The CoinStore<AptosCoin> resource was not registered for any address — accounts are uninitialized on mainnet.
+
+| World | Address (prefix) | Balance (APT) |
+|-------|-----------------|---------------|
+| alice | 0xc793ac... | 0.0 |
+| bob | 0x0a3c00... | 0.0 |
+| A-Z | 0x8699ed... thru 0x7af0ef... | 0.0 each |
+
+Total swarm APT: **0.0**
+
+### Multisig Contract Probes
 
-## Repo Counts by Source
-
-| Source | Type | Repos |
-|--------|------|-------|
-| plurigrid | org | 100 |
-| bmorphism | user | 100 |
-| TeglonLabs | org | 53 |
-| kubeflow | org | 47 |
-| AustinCStone | user | 43 |
-| migalkin | user | 30 |
-| wasita | user | 29 |
-| zubyul | user | 24 |
-| kristinezheng | user | 18 |
-| M1shaaa | user | 16 |
-| DJedamski | user | 11 |
-| **TOTAL** | | **471** |
+All 5 multisig contracts healthy, all require 2 signatures.
+
+| Pair | Address (prefix) | Sigs Required | Status |
+|------|-----------------|---------------|--------|
+| A-B | 0x0da4f4... | 2 | healthy |
+| A-G | 0xf56c4a... | 2 | healthy |
+| Y-Z | 0xd3ffe1... | 2 | healthy |
+| S-T | 0x3b1c3a... | 2 | healthy |
+| V-W | 0x40fad7... | 2 | healthy |
+
+### MNX Markets (testnet.mnx.fi)
+
+**Status: Unavailable** - Both https://testnet.mnx.fi and /api/markets returned HTTP 401 Unauthorized. No market data retrieved.
 
 ---
 
-## Schema
-```sql
-world_increments(id, timestamp, gf3_trit, gf3_color, gf3_name,
-                 source_type, source_name, event_type, repo_name,
-                 actor, snapshot_hash)
-
-repo_snapshots(id, timestamp, increment_id, org_or_user, repo_name,
-               full_name, language, stars, forks, open_issues,
-               pushed_at, description)
-
-aptos_snapshots(timestamp, world, address, balance_apt)
-multisig_probes(timestamp, pair, address, sigs_required, healthy)
-mnx_snapshots(timestamp, ticker, name, category, price, change_pct)
-```
-
-## GF(3) Assignment Rule
-- `id mod 3 == 0` → trit=0, color=#d3869b, name=ERGODIC
-- `id mod 3 == 1` → trit=1, color=#b8bb26, name=PLUS
-- `id mod 3 == 2` → trit=-1, color=#cc241d, name=MINUS
-
-## Notable Highlights
-- **kubeflow/kubeflow**: 15,565 stars — flagship ML platform for Kubernetes
-- **kubeflow/pipelines**: 4,119 stars — most popular ML pipeline for Kubernetes (pushed 2026-04-10)
-- **kubeflow/spark-operator**: 3,111 stars — Kubernetes operator for Apache Spark (pushed 2026-04-10)
-- **migalkin/NodePiece**: 143 stars — scalable knowledge graph embeddings
-- **bmorphism/ocaml-mcp-sdk**: 60 stars — OCaml SDK for Model Context Protocol using Jane Street's oxcaml_effect
-- **AustinCStone/TextGAN**: 92 stars — text generation with GANs
-- **plurigrid/asi**: 16 stars — topological chemputer (pushed 2026-04-10)
-- **plurigrid/gorj**: This very repo — forj + Rama topology nREPL routing + GF(3) gay trit coloring
-- **Increment 12**: ERGODIC — sweep_complete closing the 4th full GF(3) cycle
+## DuckDB Schema
+
+Tables in `world-increments.duckdb`:
+
+| Table | Rows |
+|-------|------|
+| world_increments | 13 |
+| repo_snapshots | 391 |
+| aptos_snapshots | 28 |
+| multisig_probes | 5 |
+| mnx_snapshots | 0 |
diff --git a/packages/world-increment/ducklake/world-increments.duckdb b/packages/world-increment/ducklake/world-increments.duckdb