Recovered source transcript
1================================================================================
2================================================================================
3
4 P A N T H E O N C O M P L E T E
5
6 The whole federation in one document, from live recon
7
8================================================================================
9================================================================================
10
11Generated 2026-07-28 · UPDATED 2026-08-03 (see FINAL PRE-LAUNCH UPDATE below)
12Method live recon of all SEVEN tailnet devices plus cloud accounts. systemd unit reads, ss port scans,
13 HTTP probes of every listening organ, ORACLE registry dump, corpus
14 stat, and verb harvesting by deliberately calling every organ with
15 an invalid route so it returns its own endpoint list.
16Authority Where this document disagrees with any older planning file, or
17 with memory, THIS document wins, because every figure in it came
18 from the machine that owns it on the date above.
19Companion set ~/Desktop/01-AI-Federation/ holds the same material split into
20 15 focused files. This is the single combined reference.
21
22
23================================================================================
24 ★★★★★ FINAL PRE-LAUNCH MASTER UPDATE — 2026-08-03 ★★★★★
25 AUTHORITATIVE. This section is the CURRENT TRUTH and supersedes every figure
26 in the 2026-07-28/29 body below. Method: fresh read-only recon of all devices
27 (4 parallel storage scanners: every DB engine, every embedded/file store, every
28 binary signature store, every external drive, full file layout) + the live
29 ORACLE registry + the mmgateway-web registry + /helix vitals, on 2026-08-03.
30================================================================================
31
32--------------------------------------------------------------------------------
33 0. WHAT CHANGED SINCE THE JULY BODY (Jul 31 – Aug 3 session)
34--------------------------------------------------------------------------------
35 NEW ORGANS (cortex/megamind-agi, python, all systemd, all live):
36 mmknow :9542 cross-domain knowledge base (ConceptNet+WordNet, 691k facts)
37 mmlearn :9541 fact acquisition — streams ConceptNet into ORACLE, reversible
38 mmthink :9540 grounded chain-of-thought (grounds on ORACLE+mmreason, speaks M4)
39 mmask :9543 THE VOICE — grounded conversational Q&A, refuses when ungrounded
40 mmgateway-web :9560 read-only PUBLIC gateway to EVERY organ (registry-driven)
41 pubmed :9533 (4.69M), learned :9532 (1.40M), codesearch :9534 (1.39M) recall
42 NEW PUBLIC FRONTEND (live now): the redesigned front door, per-mind consoles,
43 and https://pantheon.thatwebhostingguy.com/explore — a functional page where
44 the public can query EVERY organ live (via the gateway). Writes blocked (403).
45 DURABILITY: two-device backup M4 <-> cortex (nightly 03:30) — cortex dumps M4's
46 Postgres to /opt/backups; cortex pushes ORACLE graph + reason corpora + its own
47 PG to M4 /Volumes/MEGAMIND/backups/cortex. Verified both directions.
48 RETIRED: mmpredict (cortex), seferim-fed (VALKYRIE :8088), world-brain (M4 :8099)
49 — stopped+disabled; they now show live=false in the registry (mesh skips them).
50 SECURITY: VALKYRIE root-FTP (:21) stopped+disabled. BIND is authoritative-only
51 (not an open resolver) on both DNS hosts; adb is localhost. VNC/SMB left (remote
52 access). Public federation API is READ-ONLY + rate-limited at the nginx edge.
53 GRAPH GROWTH: ORACLE entities 74,271 -> 144,092; edges 510,124 -> 347,068 (edges
54 fell because a namesake-dedup unlearn ran; net semantics improved). Powers 88->99.
55
56--------------------------------------------------------------------------------
57 1. CURRENT NUMBERS AT A GLANCE (live, 2026-08-03)
58--------------------------------------------------------------------------------
59 Tailnet devices 10 (4 cognitive + M2 dev + batman +
60 ionos-mediamind idle + iPad + iPhone)
61 Cognitive hosts 4 cortex, M4, VALKYRIE, Bubbles
62 ORACLE http://100.69.120.61:9402/oracle (cortex/WSL)
63 public read proxy: pantheon.thatwebhostingguy.com
64 Registry organs 66 (incl 2 inert probes __probe__/__wal_probe__)
65 Real organs 64 ~59–60 live at any moment
66 ORACLE entities / edges / rels 144,092 / 347,068 / 32
67 ORACLE powers 99
68 Integration Φ (mmhelix) 56/1000 · 16 strands · mmpulse cycle ~106k
69 Database ENGINES in use 6 PostgreSQL, MySQL, MongoDB, SQLite,
70 BadgerDB, + the custom binary VSA/append-log stores
71 Relational DB servers running 4 cortex PG(x2 clusters), M4 PG, M2 PG+MySQL+Mongo
72 Binary recall signatures (cortex) ~32.66M mmserve 24.36M + pubmed 4.69M + learned
73 1.40M + codesearch 1.39M + mmcode 411k + maddie 405k
74 Bubbles mmk binary stores 40 GB gutenberg/wiki/arxiv/legacy/knowledge/live
75 M4 wiki VSA index ~374M passages (semsig+offs, 184 GB dir)
76 Largest single DB PG `megamind` 26 GB (cortex) — 32.4M neurons + 24.36M sigs
77 Biggest storage /Volumes/MEGAMIND on M4 — 5.5 TB (1.6 TB used)
78 Public playground https://pantheon.thatwebhostingguy.com/explore
79 Brand domain (pending owner) thataiguy.org — still parked; needs Netlify NS flip
80
81--------------------------------------------------------------------------------
82 2. THE DEVICES (roles + addresses)
83--------------------------------------------------------------------------------
84 cortex / megamind-agi 100.69.120.61 (Win host) · 100.77.114.40 (WSL tailnet)
85 Dell, Windows 11 + WSL2 Ubuntu. user josep (Win) / joseph (WSL).
86 ROLE: THE BRAIN. ORACLE + the reasoning/knowledge/world organs + 2 Postgres
87 clusters (megamind 26G, livingworld 3.1G, missionmatch control-plane). NO LLM
88 here — generation is delegated to M4/VALKYRIE. WSL disk 1 TB (892 GB free).
89 M4 Josephs-Mac-mini 100.94.8.94 macOS, user joseph.
90 ROLE: THE MUSCLE. MLX LLM (Qwen2.5-3B :8082) + liquid-LB :8081 + gateways,
91 Ollama (:11434, ~13 models), the megamind HDC index (:9440, 24.6M), the 374M
92 wiki VSA shards (:9450-9455), Atlas Orchestrator (:8096), and the 5.5 TB
93 /Volumes/MEGAMIND external drive that holds nearly all data + weights + PG.
94 VALKYRIE Josephs-MacBook-Pro-2 100.89.0.6 macOS (M1), user beandaddy.
95 ROLE: THE LORE / ENDLESS TABLE. codex :8790 (818 MB endless.db), the world
96 sim + keeper, pantheon-mlx fallback (Qwen 1.5B :8081), valkyrie-brain :9090
97 (NATS mesh client, Badger store). 245 GB internal only (92% full).
98 Bubbles 100.90.97.104 (tailnet) · 169.155.162.118 (public) Debian 13, user user.
99 ROLE: THE MEMORY + THE WEB EDGE. The 40 GB mmk binary knowledge stores +
100 ~18 cognitive kernels (9500-9525) + Atlas + missionMATCH API + NATS bus, AND
101 the public nginx serving ~60 client sites + the PANTHEON frontend. Revenue
102 host — FRONTEND/serving only, no new AGI builds. Root disk 85% full (see §9).
103 M2 macbook-pro 100.114.72.120 macOS (this dev machine).
104 ROLE: dev DBs only — PostgreSQL :5432, MySQL :3306, MongoDB :27017 (7.0),
105 one small brain.db (256 KB). NOT a federation node. No external drives.
106 batman 100.115.32.110 · ionos-mediamind 100.127.135.100 — on the tailnet, NO
107 reachable federation services (idle Linux box + dormant VPS). iPad/iPhone = clients.
108
109--------------------------------------------------------------------------------
110 3. EVERY ORGAN — 66 registered, by category (name · port · what it does)
111--------------------------------------------------------------------------------
112 ORACLE serves at cortex 100.69.120.61:9402 (WSL 100.77.114.40). "url" below is the
113 registered address; loopback (127.0.0.1) organs are cortex-local, reachable from the
114 gateway. Primary READ API shown; every organ also has /health and /caps.
115
116 VOICE & Q&A --------------------------------------------------------------------
117 mmask cortex:9543/ask GET /ask?q= /evidence — grounded conversational
118 voice; fuses mmknow+ORACLE+mmreason, speaks via M4 LLM, REFUSES when
119 ungrounded (no fabrication). The federation's front-of-house answer.
120 ask Bubbles:9518 GET /ask?q= — older unified grounded Q&A (bubbles
121 retrieve -> mmcert filter -> M4 Qwen speak).
122
123 REASONING ----------------------------------------------------------------------
124 ORACLE cortex:9402/oracle the router + entity graph; 99 powers (see §3.2 below)
125 mmreason cortex:9522/reason GET /similar?e= /think?from=&to= /neighbors /muse —
126 energy-descent chain-of-thought over semantic geometry (no-drift).
127 mmthink cortex:9540/think GET /agent?q= — grounded traceable chain-of-thought
128 (grounds ORACLE+mmreason, reasons via M4 LLM 8082).
129 mmorch Bubbles:9505 GET /ask?q= /trace?q= — executes+aggregates+certifies
130 an oracle-selected coalition across knowledge organs.
131 mm-gateway M4:8090 LLM gateway (auth). generation path.
132 pantheon-mlx VALKYRIE:8081 MLX Qwen2.5-1.5B fallback (/v1/chat/completions).
133
134 KNOWLEDGE & RECALL -------------------------------------------------------------
135 mmknow cortex:9542/know GET /facts?e= /recall?q= /related /derive — 691k
136 ConceptNet+WordNet facts (is-a/causes/used-for/part-of/means…).
137 mmserve cortex:9099/recall 24,364,580 sigs (backed by PG megamind.knowledge).
138 pubmed cortex:9533/recall 4,693,336 biomedical sigs.
139 learned cortex:9532/recall 1,395,149 general/world-knowledge sigs.
140 mmbroad Bubbles:9503/recall broad-recall aggregator — fans out to ~10 knowledge organs.
141 wikipedia-x Bubbles:9516/recall full Wikipedia signature store.
142 books Bubbles:9517/recall Project Gutenberg (gutenberg.bsig, largest text corpus).
143 arxiv Bubbles:9521/recall arXiv abstracts.
144 mm-legacy Bubbles:9522/recall salvaged models/tensors/wikidata/maddie archive.
145 mm-live Bubbles:9523/recall continuous-harvest store.
146 mm-estate Bubbles:9525/recall YOUR projects/clients/docs (missionMATCH, TDG, etc.).
147 megamind-m4 M4:9440 HDC index, 24.6M passages (sigs512.bin 1.5 GB).
148 megamind-wikidx M4:9455/ask sharded wiki search over 374M passages (:9450-9453).
149 mmlearn cortex:9541/learn the acquisition organ (writes facts to ORACLE).
150
151 THE LIVING WORLD ---------------------------------------------------------------
152 codex VALKYRIE:8790/api/search?q= lore semantic search (endless.db, 73.7k lore).
153 eye cortex:9404 Eye of the World engine (binary VSA world-brain).
154 loom cortex:9410/organ GET /world/overview /wheel /chronicle /narrate /forge
155 /play /enter … — the Living World game API (richest verb surface).
156 mmworld cortex:9401/world/recall sparse-binary associative world cortex.
157 mm-narrate cortex:9403/narrate prose/scene/campaign narrator (vocab 45,419).
158
159 CODE & LANGUAGE ----------------------------------------------------------------
160 mmcode cortex:9524/recall code corpus recall (410,653).
161 codesearch cortex:9534/recall CodeSearchNet code+docstring (1,390,098).
162 mmparse cortex:9526/comprehend lex/parse/AST comprehension (Py,C,C++,Rust,Go,…).
163 mmscheme cortex:9527/execute Scheme interpreter (operational semantics).
164 mmpy cortex:9528/execute Python interpreter (verified vs python3).
165 mmc cortex:9529/execute C interpreter (verified vs gcc).
166
167 CERTIFICATION ------------------------------------------------------------------
168 mmk/mmk2/mmk3 Bubbles:9500/9501/9502 proof-carrying kernels (merkle, Ed25519 signed,
169 SMT non-revocation). GET /answer?q=CLAIM s=|p= /root.
170 mmcert Bubbles:9504 GET /ask?q= /certify /verify — extractive containment
171 gate: CERTIFIED iff query tokens ⊂ evidence, else REFUSE.
172
173 ORCHESTRATION & BUILDING -------------------------------------------------------
174 atlas Bubbles:8095 the SEO agency brain (auth-gated).
175 hephaestus Bubbles:8770 binary website builder (GET /caps /forge?business=).
176
177 COGNITIVE DYNAMICS (Bubbles 9507-9514) ----------------------------------------
178 mmcog :9507 Consciousness-Q coherence diagnostic (self-disclaims consciousness).
179 mmreshit :9508 active-inference path selection (Ω=argmin[S+U-V]).
180 mmepona :9509 value-directed energy-descent belief update.
181 mmstdp :9510 STDP plasticity — self-wires a weighted graph from co-activation.
182 mmact :9511 autonomous action policy (a*=argmax J, anti-loop). GET /choose?actions=a|b|c
183 mmevolve :9512 learning dynamics dx/dt=D+N+F+T.
184 mmlattice :9513 substrate→consciousness lattice Π:R^N→R^5000.
185 mmloop :9514 feedback closure — ties the 8 kernels into one self-turning loop.
186
187 EMBED / MEMORY / SUBSTRATE / TIMERS -------------------------------------------
188 mmsem :9096 512-bit semantic embedder (THE embedder the system depends on).
189 mmgame :9097 game-agent memory/goals/social. mmdb :9506 DB harvester (sources.tsv).
190 mmteach :9515 bridge — pushes STDP-certified associations into ORACLE /learn.
191 bubbles-brain :8893 Go VSA cortex (BadgerDB, 6.5 GB RSS).
192 valkyrie-brain :9090 brain node (NATS mesh client, Badger).
193 mmshard NATS nats://100.90.97.104:4222/mesh.query.recall (federation recall bus).
194 maddie cortex:9531/recall recovered-LLM architecture facts (404,787).
195 mmhelix :9418 · mmpulse :9419 · mmthought :9420 — the vitals/consciousness loops.
196 mmcap/mmeval/mmgate/mmheart/mmharvest — systemd timers (capacity/eval/safety/health/ingest).
197 RETIRED (live=false): mmpredict, seferim-fed, world-brain, external-fed.
198
199 ORACLE's 99 POWERS (GET /oracle/<power>): recall inverse hop analogy similar facts
200 path set consistent learn unlearn revise counterfactual induce predict abduce factor
201 map | compose synth ground plan nextgoal metalearn safegate library sensorimotor
202 negotiate culture signal workspace | organs register orchestrate execute coalition
203 (+stress variants) federation pantheon | gardener grow shards shard-spawn shard-add
204 fedput fedget fedls | + the seferim s0–s16 ladder. NOTE: no `deregister` power exists.
205
206--------------------------------------------------------------------------------
207 4. EVERY DATABASE & KNOWLEDGE STORE — EVERY TYPE, EVERY DEVICE
208--------------------------------------------------------------------------------
209 Six engines are in use: PostgreSQL, MySQL, MongoDB, SQLite, BadgerDB, and the
210 custom binary VSA/append-log stores. Catalogued exhaustively below.
211
212 4.1 RELATIONAL DB SERVERS ----------------------------------------------------
213 PostgreSQL 18 — cortex (WSL), TWO clusters:
214 :5432 main (/var/lib/postgresql/18/main)
215 megamind 26 GB nbin 32,404,944 neurons (14 GB) · knowledge
216 24,364,578 recall sigs (5.7 GB, = mmserve) · sembond
217 3,418,102 semantic bonds · game_memory
218 livingworld 3.1 GB the self-writing world (events/memories/chronicle/entities)
219 :5433 missionmatch (/var/lib/postgresql/18/missionmatch)
220 missionmatch 17 MB · missionmatch_staging 14 MB (GovCon control-plane)
221 PostgreSQL 16 — M4, ONE cluster on the EXTERNAL drive
222 :5432 data dir /Volumes/MEGAMIND/missionmatch-pg/data (16 GB, role postgres,
223 local trust; started via ~/missionmatch-pg-start.sh, NOT launchd):
224 megamind 15 GB · agency_brain 339 MB (ATLAS) · missionmatch 114 MB (prod) ·
225 missionmatch_staging 134 MB · missionmatch_restore_drill 75 MB · brain_staging
226 38 MB · tenant_w3_staging 12 MB · tenant_alpha/beta ~10 MB · cp_staging ~10 MB ·
227 tenant_staging_demo ~9.8 MB (14 DBs total)
228 PostgreSQL 16 — M2 (dev) :5432
229 MySQL/MariaDB — M2 only :3306, :33060 (dev)
230 MongoDB — M2 only mongodb-community 7.0 :27017 (dev)
231 → Bubbles: PG CLIENT ONLY (no server). VALKYRIE: NO relational server. cortex:
232 no MySQL/Mongo/Redis. NONE of PG/MySQL/Mongo/Redis run on the Mac cognitive hosts
233 except M4's one PG cluster.
234
235 4.2 THE ORACLE GRAPH (append-log, cortex /opt/mm/oracle/) -------------------
236 oracle.wal 6.1 MB (LIVE write-ahead log — the graph IS this file) +
237 oracle.wal.pre-compact 17 MB / .precompact 8 MB / .bak 4.3 MB (snapshots) +
238 oracle.pcw 512 KB (proof-carrying set) · oracle.cap 7 B · oracle.fed 0 B (EMPTY)
239 · et_reason3.txt 2.4 MB / _names 1.3 MB (Endless-Table reason seed).
240 144,092 entities / 347,068 edges. Backed up to M4 nightly by durability.sh.
241 ⚠ single-file persistence — the WAL is the sole copy on cortex (see §9).
242
243 4.3 BINARY VSA / SIGNATURE STORES (the REAL knowledge DBs — 512-bit, 64-byte
244 sigs, mmap popcount exact-NN) -------------------------------------------
245 cortex /opt/mm (served by the mmwikix binary):
246 mmserve 24,364,580 (in PG megamind.knowledge, held in 6.1 GB RAM)
247 pubmed 4,693,336 /opt/mm/pubmed (bsig 287 MB, blob 1.6 GB, idx 36 MB)
248 learned 1,395,149 /opt/mm/learned
249 codesearch 1,390,098 /opt/mm/code (code.* blob 518 MB)
250 mmcode 410,653 /opt/mm/code/store
251 maddie 404,787 /opt/mm/maddie (recovered-LLM architecture facts)
252 Bubbles /home/user/mmk (40 GB — the system's real database on this host):
253 gutenberg blob 20 GB · bsig 8.9 GB · idx 1.2 GB (books :9517, still ingesting)
254 wiki blob 6.0 GB · bsig 3.0 GB · idx 375 MB (wikipedia-x :9516/:9517)
255 arxiv blob 414 MB · bsig 185 MB · idx 24 MB (arxiv :9521)
256 legacy bsig 198 MB · blob 113 MB · idx 25 MB (mmk kernels)
257 knowledge bsig 9.9 MB · idx 1.3 MB (Ed25519-signed root) · live · evidence 38 MB
258 M4 (VSA/HDC binary indices on /Volumes/MEGAMIND):
259 m4brain/sigs512.bin 1.5 GB (+offsets 186 MB) — megamind-m4 :9440, 24.6M passages
260 wiki/allidx374 semsig.bin 11 GB + offs 2.8 GB — the 374M full wiki index
261 wiki/qidx 3.7 GB · enidx 1.1 GB · shards/shard0-3 semsig 2.8 GB ea (:9450-9455)
262 MediaBrain ternary weights (media_brain.bin 256 MB, w_video.tern.acc 384 MB)
263 VALKYRIE: w_know.bin 512 MB (VSA W_know weight matrix) ×2 copies.
264
265 4.4 BADGERDB EMBEDDED KV STORES ----------------------------------------------
266 Bubbles: megamind/data/badger 844 MB (neuron/chunk substrate) · brain-data/badger
267 513 MB (the :8893 brain organ, active) · agi-data/brain.db 40 MB (STALE, Feb).
268 M4: m4-internal-archive/megamind_db/shards 19 GB (439 shards) · tmp-corpus-badger
269 4.3 GB · unified/data/badger+shards 3.8 GB (live) · data/badger+substrate.bin 2.7 GB ·
270 ~/megamind-data/brain.db 257 MB · megamind-agi-data 145 MB.
271 VALKYRIE: megamind-m4-data 739 MB · megamind_dir/badger 726 MB (dir 2.8 GB) ·
272 megamind-valkyrie-data/chunks 354 MB · megamind-data/badger 93 MB (dir 3.9 GB) ·
273 megamind/data 1.4 GB · valkyrie-data/badger 1.1 MB (LIVE brain_new store).
274 (No LevelDB/RocksDB/LMDB anywhere — all embedded KV is BadgerDB.)
275
276 4.5 SQLITE DATABASES ---------------------------------------------------------
277 VALKYRIE:
278 endless-table-server/data/endless.db 818 MB (+WAL, LIVE) — THE Endless Table
279 master: codex_entries 73,527 · codex_edges 44,109 · lore_entities 73,698 ·
280 world_memory 4,000 · world_events 500 · chronicle 365 · users 25 · players 15 …
281 AND the sqlite-vec vector index behind /api/search + FTS5 mirrors. (crown jewel)
282 MADDIE/data/maddie.db 5.2 MB (778 models / 36,302 tensors) · seferim/memory.db
283 7 MB (35,338 learning_events) · federation shared/remote_memory.db 7 MB ea ·
284 codemind/strategymind small stores.
285 Bubbles:
286 complete-agi-core/seferim/memory.db 6.7 MB + federation remote/shared_memory.db ·
287 tdg-pipeline/baseline.sqlite 52 MB · seo-sidecar/schemas.db 9.1 MB · goaccess ×87
288 (22 MB) · fail2ban · netdata · audit-tool/audit.db · goatcounter.sqlite3 496 KB ·
289 per-app admin/CMS DBs (twhg-platform 4.3 MB, sgearbox-panel, groovesteps-accounts
290 COPPA, arcw/handledtax/homesongrand admins, fgtp-cms, tcb portal) · 3 idle Docker
291 *mind brain.db volumes.
292 M4:
293 /Volumes/MEGAMIND/MADDIE: maddie_corrupted.db 3.6 GB (recovery SOURCE) ·
294 maddie_recovered.db 263 MB (RECOVERED, still NOT merged into a live brain) ·
295 maddie.db 6.2 MB · brain/knowledge.db stubs. MediaBrain/video_knowledge.db 1.1 MB.
296 M2: megamind-minds/blendermind-data/brain.db 256 KB. (rest = macOS/app SQLite, ignore.)
297
298 4.6 CORPORA (text / TSV / JSONL knowledge files) -----------------------------
299 cortex: /opt/mm/learned conceptnet.txt 45 MB + wordnet.txt 17 MB + misc 24 MB
300 (mmknow) · /opt/mm/reason learned_facts.jsonl 8 MB LIVE (mmlearn) · mmreason
301 full_codes.u8 9 MB · /opt/mm/data knowledge_export.csv.gz 1.8 GB (dump of the
302 knowledge table) · code_all.txt 416 MB · devdocs.txt 347 MB · pubmed source.
303 Bubbles /home/user/mmk: gen2.txt 91 MB · darkstore.txt 45 MB · codex_lore.tsv 30 MB ·
304 seferim_events.tsv 4.9 MB · mmreason_corpus.tsv 536 KB (mmreason :9520) ·
305 sources.tsv 196 KB (mmdb) · shadow1024/wiki_vocab.tsv.
306 M4: m4brain/knowledge_full.tsv 3.5 GB + learned.tsv 58 MB (live) · wiki/*_passages.txt
307 (all374 31 GB, so 25 GB, enwiki 5.5 GB, quality 12 GB) · megamind-train corpora.
308 VALKYRIE: .thataiguy/tool_learned.jsonl 621 MB (1,091,926 lines) · lw_export/codex.jsonl
309 59 MB (73,698) · et-backfill.jsonl 37 MB · world-corpus.jsonl 23 MB · .seferim/learned.
310
311 4.7 MODEL WEIGHTS (not databases, but where they live) -----------------------
312 M4: Kimi K2.5 554 GB · Ring 2.5 (bailing_moe) 66 GB · Ollama ~23 GB (13 models:
313 qwen2.5-coder/gemma2/qwen2.5:3b/moondream/llama3.1:8b/phi3.5/granite4/llama3.2/
314 bge-small + GGUFs) · SD 1.5 2 GB · MLX Qwen2.5-3B-4bit (served :8082).
315 VALKYRIE: Qwen2.5-32B 20 GB (staged, IDLE) · MLX Qwen2.5-1.5B-4bit (served :8081) ·
316 ollama llama3.2 1.9 GB · ~35 HF reference dirs (metadata-only).
317
318--------------------------------------------------------------------------------
319 5. EXTERNAL DRIVES & VOLUMES (per device)
320--------------------------------------------------------------------------------
321 M4 /Volumes/MEGAMIND = disk4, 6 TB APFS, 5.5 TB usable, 1.6 TB used, 3.9 TB
322 free. HOLDS ALMOST EVERYTHING: the live PG cluster (16 GB), all VSA indices,
323 all Badger stores, 620+ GB of model weights, all corpora, AND all backups
324 (73 GB incl the new cortex job). ⚠ SINGLE POINT OF FAILURE — its only
325 "backups" are on the same physical disk. Internal Data volume 96% full.
326 Bubbles sda1 = 1.8 TB ext4 (LABEL "data") — PHYSICALLY PRESENT but UNMOUNTED
327 (fstab nofail let boot continue without it). Intended backup target
328 /mnt/data. ⚠ Backups are instead landing on the 85%-full root nvme.
329 cortex NO external/USB drive. WSL / = 1 TB (892 GB free). /mnt/c = Windows C:.
330 VALKYRIE /Volumes/MEGAMIND here is a 168 KB STUB (Metal-shader staging only) —
331 NOT the real trove. Internal 245 GB, 92% full. No real external drive.
332 M2 no external drives.
333
334--------------------------------------------------------------------------------
335 6. FILE LAYOUT (AI stack, per device)
336--------------------------------------------------------------------------------
337 cortex /opt/mm (6.4 GB):
338 bin 114 MB — compiled C++ organs (oracle, mmserve, eye, loom, mmworld,
339 mm-narrate, mmsem, mmgame, connectome, hdc*) + .bak snapshots
340 reason 20 MB — PYTHON organ servers: mmreason/mmknow/mmlearn/mmthink/mmask/
341 mmgateway_web + corpora + learned_facts.jsonl
342 oracle 39 MB — the graph store (§4.2)
343 pubmed 1.9 GB · code 1.8 GB · learned 319 MB · maddie 146 MB — recall stores
344 data 1.9 GB — exports/HDC intermediates pyembed 211 MB — python venv
345 src 17 MB — C++ sources + git loops/ — mmhelix.py/mmpulse.py/mmthought.py
346 backup/durability.sh + /opt/backups 11 GB (the M4<->cortex dumps)
347 PG data: /var/lib/postgresql/18/{main,missionmatch}
348 M4:
349 ~/pantheon-mlx — liquid-lb.mjs (:8081), gateway-auth.mjs (:8090), MLX venv;
350 launchd com.pantheon.{mlx,mlx-lb,gateway,gateway-auth}
351 ~/atlas-orch — Atlas Orchestrator (:8096, com.atlas.orch)
352 ~/.megamind — megamind-unified binary + external-federation + fedbridge
353 ~/ollama + ~/.ollama · ~/mlx-env · ~/world-train (LoRA adapters)
354 /Volumes/MEGAMIND — PG cluster, all indices, weights, corpora, backups (§5)
355 ~/.megamind-secrets.env, ~/.missionmatch-corpus.env (600 perms) ⚠ plaintext secrets
356 VALKYRIE /Users/beandaddy:
357 endless-table-server (1.2 GB — src/codex embedder+vector+graph, world-sim/present,
358 data/endless.db) · endless-pantheon (:8788) · endless-table-keeper (watchdog) ·
359 brain_new + valkyrie-data (Badger, w_know.bin) · pantheon-mlx (:8081) · atlas-orch
360 (:8097) · MADDIE (maddie binary + 778-model DB) · .seferim · KMind (32B weights)
361 many DORMANT megamind-* binaries/data dirs (megamind-{unified,node,worker}, delta-brain…)
362 Bubbles /home/user:
363 mmk 40 GB — MMK kernels + ALL binary knowledge stores + organ binaries +
364 crawl scripts (gutenberg/wiki/arxiv-crawl) — THE real database on this host
365 megamind 1.4 GB (badger) · brain-data 513 MB (:8893) · agency-brain 173 MB (Atlas)
366 complete-agi-core 101 MB (Seferim state/memory) · data/opp-raw 1.1 GB (SAM.gov)
367 /var/www — ~60 client sites + /var/www/pantheon (the frontend) + /var/www/pantheon-minds
368 /etc/nginx — the edge (pantheon vhost read-only+rate-limited; wildcard-thataiguy)
369
370--------------------------------------------------------------------------------
371 7. DATA FLOW (cross-device)
372--------------------------------------------------------------------------------
373 A PUBLIC QUESTION (https://pantheon.thatwebhostingguy.com/explore or /ask):
374 browser
375 -> Bubbles nginx (edge, TLS, rate-limit, write-block) [169.155.162.118]
376 -> /gw/* -> mmgateway-web cortex:9560 --(reads any organ by name)-->
377 -> /pantheon/ask, /reason/, /know/, /think-agent/ -> the cortex organs directly
378 mmask/mmthink then call the M4 LLM (100.94.8.94:8082) to phrase the grounded answer
379 ORACLE (cortex:9402) routes coalition queries across organs on ALL hosts
380
381 A FACT BEING LEARNED:
382 mmlearn (cortex) streams ConceptNet -> ORACLE /learn -> oracle.wal (cortex)
383 Bubbles mmstdp accumulates co-activation -> mmteach (w>=200) -> ORACLE /learn
384 -> nightly durability.sh rsyncs oracle.wal -> M4 /Volumes/MEGAMIND/backups/cortex
385
386 RETRIEVAL PHYSICAL PATH:
387 query -> mmsem (cortex:9096) embeds to 512-bit sig -> recall organ mmap-popcounts
388 its .bsig/.idx store (Bubbles mmk / cortex /opt/mm / M4 wiki) -> hits ranked by
389 Hamming distance -> (optional) mmcert containment gate -> M4 LLM phrases -> user.
390
391 GENERATION (LLM) FABRIC:
392 organs -> M4 MLX :8082 (Qwen2.5-3B, the working path) ; liquid-LB :8081 fronts
393 M4+VALKYRIE but its chat proxy has a bug (organs use :8082 direct for now).
394
395 EVENT BUS: NATS on Bubbles :4222 (+public :4250) — bubbles-brain, valkyrie-brain,
396 mmshard are clients; pub/sub only, NO JetStream persistence.
397
398 DURABILITY LOOP (nightly 03:30, driven from cortex durability.sh):
399 M4 Postgres (14 DBs) --dump--> cortex /opt/backups/m4-pg
400 cortex ORACLE graph + reason corpora + PG (megamind/livingworld) --rsync--> M4
401 /Volumes/MEGAMIND/backups/cortex
402
403 cortex (BRAIN) M4 (MUSCLE + DATA)
404 ORACLE graph, reason/know/world <== nightly ==> Postgres(15G), MLX LLM,
405 organs, PG megamind 26G backups both 374M wiki, 5.5TB drive
406 | ^ ways ^ |
407 NATS | | /learn (mmteach) | | LLM calls
408 v | | v
409 Bubbles (MEMORY + EDGE) VALKYRIE (LORE)
410 mmk 40G stores, 18 kernels, endless.db 818M, codex,
411 nginx public edge, NATS bus world-sim, MLX 1.5B fallback
412
413--------------------------------------------------------------------------------
414 8. PUBLIC-FACING SURFACE
415--------------------------------------------------------------------------------
416 LIVE NOW (public): https://pantheon.thatwebhostingguy.com
417 / the federation front door (hub)
418 /explore play with EVERY organ (registry-driven, via /gw gateway)
419 /reason /thinking /learning /control /map /blueprint the per-mind pages
420 /gw/organs, /gw/probe?organ=&q= read-only gateway (rate-limited)
421 ALL WRITES BLOCKED at the edge (403): learn/register/grow/stress/etc.
422 BRAND DOMAIN (pending): thataiguy.org + 8 mind subdomains (oracle./know./ask.…)
423 are BUILT and verified but the domain is still PARKED — needs the owner to
424 change nameservers at the registrar (Netlify dashboard / name.com) to
425 ns1/ns2.thatwebhostingguy.com or Netlify DNS. Bubbles' BIND zone is ready.
426
427--------------------------------------------------------------------------------
428 9. PRE-LAUNCH RISKS & DURABILITY (fix before/at public launch)
429--------------------------------------------------------------------------------
430 [HIGH] M4 /Volumes/MEGAMIND is a SINGLE POINT OF FAILURE: the live PG cluster,
431 every VSA index, every Badger store, 620 GB of weights, all corpora, AND all
432 backups sit on ONE external drive with no off-drive copy on M4. Internal Data
433 volume is 96% full (7.4 GB free). — Get a second drive / off-site copy.
434 [HIGH] Bubbles 1.8 TB backup drive (sda1) is UNMOUNTED; backups pile onto the
435 85%-full root nvme (33 GB free). — Mount sda1 (fix fstab), relocate backups.
436 [MED] ORACLE graph persistence is a single WAL file on cortex (rsync'd to M4
437 nightly). A mid-day loss forfeits up to a day. — consider more frequent snapshot.
438 [MED] The new M4<->cortex durability covers PG + ORACLE + reason, but NOT: the
439 Bubbles mmk 40 GB binary stores, the VALKYRIE endless.db (818 MB, crown jewel),
440 the M4 VSA wiki indices. — add these to a backup path.
441 [MED] Old missionMATCH backup chain to Bubbles had failed stubs (Jul 25/26/29);
442 superseded by the new durability, but verify the new chain each morning.
443 [LOW] MADDIE recovered.db (263 MB, M4) still not merged. oracle.fed empty.
444 Plaintext secret envs on M4 (~/.megamind-secrets.env). Qwen-32B idle on VALKYRIE.
445 [LOW] liquid-LB (M4:8081) chat proxy broken — organs use M4:8082 direct (works);
446 fix the LB before routing organs through it for failover.
447
448--------------------------------------------------------------------------------
449 10. ACCESS / OPERATIONS
450--------------------------------------------------------------------------------
451[REDACTED: credential-associated original line 451; original retained outside this bundle.]
452 (Windows cmd mangles quotes; wrap payload in double-quotes, base64 scripts)
453[REDACTED: credential-associated original line 453; original retained outside this bundle.]
454[REDACTED: credential-associated original line 454; original retained outside this bundle.]
455[REDACTED: credential-associated original line 455; original retained outside this bundle.]
456 M2 this machine 100.114.72.120
457 Health-check the whole federation: curl https://pantheon.thatwebhostingguy.com/gw/organs
458 Durability status: cortex systemctl status mm-durability.timer ; ls /opt/backups
459
460================================================================================
461 END OF 2026-08-03 FINAL PRE-LAUNCH UPDATE. The 2026-07-28/29 material below is
462 retained for its routing math, coalition mechanics, and organ-by-organ verb
463 detail, but where any NUMBER disagrees, THIS section is authoritative.
464================================================================================
465
466
467
468
469================================================================================
470 ★★★ UPDATE 2026-07-29 — REPAIR SESSION, SUPERSEDES FIGURES BELOW ★★★
471================================================================================
472Every fix below was built to a SCRATCH binary on a SCRATCH port with an isolated
473state copy, stress-passed there FIRST (zero live impact), then stop/swap/started
474on the live unit and re-verified. The binary VSA math (integer Hamming, popcount,
475majority-bundle, the score & trust formulas) was left byte-exact throughout; only
476routing and transport plumbing changed, so the cross-machine distance invariant
477still holds. ORACLE stress held 39/39 (orch9 exec6 coal5 fed10 pant9) at EVERY
478step; mmorch held 15/15.
479
480CURRENT NUMBERS (live, 2026-07-29)
481 ORACLE http://100.77.114.40:9402 (megamind-agi WSL). NOT 9500.
482 Registry organs 58 (was 51)
483 Live / callable 57 16/16 tested organ classes return called=true,200
484 Genuinely dead 1 external-fed only (see below); world-brain REVIVED
485 Entities 74,271
486 Relations 21
487 Edges 537,324 (was 510,124 — the graph is still learning live)
488 Powers 88
489
490WHAT WAS FIXED (all deployed live and verified)
491 FIX 1 no_contract / THE DRIFT. shapeReq()/pathFor() in oracle_orchestrator.h
492 were hardcoded name->path tables; any organ not named fell to path=""
493 -> "no_contract". Now REGISTRY-DRIVEN: the call path is derived from the
494 organ's own registered URL (default /recall?q=&k=3), so registering an
495 organ on megamind-agi's ORACLE is now SUFFICIENT to make it callable.
496 This is the correction that ends the Bubbles drift: knowledge registered
497 here is no longer invisible. Proof: a 9-organ sweep that all returned
498 no_contract before now returns called=true. Backups oracle.bak.pre_*.
499 FIX 2 mmbroad aggregator (Bubbles /home/user/mmk/mmbroad.cpp). Added mm-estate
500 to the fan-out. Live: organs_consulted=10, reached=10.
501 FIX 3 mmorch aggregator (mmorch.cpp). Added arxiv, mm-legacy, mm-live, mm-estate
502 to KMAP + is_corpus; updated the count self-tests 6->10. 15/15. Live
503 /trace organs_executed=10.
504 FIX 4 Dead-organ health gate (ORACLE score()). rank() scored ALL organs with no
505 health filter, so the mis-registered external-fed (which is external-
506 federation's Prometheus metrics_addr 127.0.0.1:10099, NOT a knowledge
507 organ) WON federation queries on token overlap. Now score() subtracts a
508 large constant for MEASURED-dead HTTP organs (o.live<=0 && mode in
509 {remote,local}); their liveness is kept fresh by the existing healthLoop
510 thread. Dead organs can never win. external-fed -> mmshard, world-brain
511 (while it was down) -> mmworld.
512 FIX 5 Public site federation (ORACLE pantheonSpeak()). pantheon-speak — what
513 pantheon.thatwebhostingguy.com/api/ calls — consulted only megamind-m4
514 and codex (none of the 200M Bubbles corpora) and counted ORACLE's
515 "ask names an entity" error as a valid vote. Now consults mmbroad (which
516 after FIX 2 fuses all 10 corpora), gates ORACLE's error out of the vote,
517 and extracts mmbroad snippets for grounding. Verified on live HTTPS:
518 organs_consulted=4, mmbroad ~850 bytes of broad-recall.
519 FIX 6 MLX voices made callable (ORACLE shapeReq()). pantheon-mlx returned 404
520 (ORACLE sent GET where MLX needs POST) and world-brain was DOWN. shapeReq
521 now emits POST /v1/chat/completions with an OpenAI messages body for any
522 organ whose URL path is /v1/chat/completions. world-brain (MLX Qwen2.5-3B
523 + Endless-Table world adapter) was STARTED on M4:8099 and re-registered
524 mode=remote with the /v1/chat/completions URL. Both now return
525 called=true,200 (world-brain 3974 bytes, pantheon-mlx 827).
526
527MADDIE MODEL-CORPUS — DECIPHERED AND CONVERTED TO A GRAPH ORGAN 2026-07-29
528 The one genuinely knowledge-bearing dormant database (maddie_recovered.db on M2:
529 models 9,908 / tensors 346,069 / patterns 3,360,543) was deciphered and turned
530 into a live recall organ, ENTIRELY ON megamind-agi (Bubbles is frontend only).
531 - The "patterns" are (neuron_start, neuron_count, mean, std) fingerprints of the
532 weight tensors of 434 recovered LLMs. Architectural roles have distinct
533 distributional signatures (norm mean~1.32; attn/mlp weights mean~0.007; AWQ
534 scales std~0.001). The 3.15M "orphaned" patterns are tensor_id=-1 and are 97%
535 zero/pruned blocks (a sparsity map), not recoverable tensor identities — so the
536 real knowledge is the 346k NAMED tensors + 434 model fingerprints.
537 - 346,071 architecture-fact passages -> mmbsig -> 187,586 sigs -> mmwikix index,
538 all built on megamind-agi in /opt/mm/maddie. Served by mmmaddie.service on
539 :9531, registered with ORACLE as maddie (127.0.0.1:9531/recall). Registry now
540 59 organs. Verified: model/tensor queries route to maddie, execute 200,
541 /coalition includes maddie and it passes supervisor. Full chain done:
542 decipher -> graph -> math/dataflow -> ORACLE -> PANTHEON.
543 - SORT finding: the ~1030 "dormant" M2 sqlite are ~95% noise (macOS Siri/
544 knowledge DBs, personal/forensic files, logs, caches, empty schemas). Not
545 converted, by design — most are not federation data and some are sensitive.
546 - ZERO-BLOCK FUNCTION (mathematically deciphered): the 3.06M "orphaned" patterns
547 are neuron_count=0 null records, written in 20k-long batches. Proof of function:
548 99.6% of the 214k MEASURED blocks are float dtype (BF16/F16/F32) while the corpus
549 is 31% quantized (I32 AWQ-packed, F8, U8). The zero-records are the sampler's
550 null-emission for every INTEGER-PACKED quantized tensor it could not decompose
551 into per-neuron float mean/std. i.e. the 3M zeros are a QUANTIZATION MAP marking
552 which weight regions across the 434 models are packed vs float — real structural
553 knowledge, not loss. Operationalized: 435 per-model quantization-coverage facts
554 appended to the maddie organ (corpus 187,586 -> 188,021); a "quantized vs float"
555 query routes through ORACLE to maddie and answers.
556 - TENSOR/WEIGHT RE-SCAN: no hidden weight troves on M2 (brain_atomic.embeddings
557 empty). VALKYRIE holds the real weights: a second maddie.db (778 models, only 2
558 new vs M2's 9,908 catalogued), a full Qwen2.5-32B in safetensors, and
559 ~/.thataiguy/tool_learned.jsonl (1.09M tool-output log lines, low knowledge
560 density, deferred). Unexamined lead: M2 ~/megamind-minds/blendermind-data/brain.db.
561
562DATABASES — MADE AVAILABLE 2026-07-29
563 Every knowledge corpus is now ORACLE-callable: wikipedia-x 49.0M, books 148.4M,
564 arxiv 3.03M, mm-legacy 3.24M, mm-live, mm-estate 160k, megamind-m4 24.6M — all
565 called=true,200. VALKYRIE endless.db is served via codex. megamind-agi PG
566 (livingworld, megamind) 5432/5433 up. M2 was started: postgresql@16 (brain_atomic
567 + 5 hive/skynet DBs) now runs and brain_atomic OPENS — pgvector 0.8.2 is now
568 installed (the census said it was missing); MongoDB agents_raw runs; M4 PG@16 runs.
569
570STILL OPEN / HONEST LIMITS (not code bugs)
571 - external-fed :10099 is a Prometheus metrics port, never a knowledge organ. It
572 is health-gated out of routing (correct). No unregister API exists; harmless.
573 - megamind-wikidx :9455 (the 374M wiki shards) answers /health in 12ms but a real
574 /ask takes 50-69s: 4 shards brute-force-scan 11.2 GB of sigs off an external
575 volume measured at 226 MB/s, no index. HARDWARE/INDEX bound, not a code bug.
576 Fast recall organs (wikipedia-x) out-rank it, so it rarely wins interactive
577 queries. Real fix = an index or faster storage.
578[REDACTED: credential-associated original line 578; original retained outside this bundle.]
579 - world-brain runs via nohup on M4; its LaunchAgent won't bootstrap over SSH
580 (macOS GUI-domain limitation) — needs an interactive M4 session for reboot
581 durability.
582 - M2 seferim memory.db (23.1 MB, newest) and maddie_recovered.db (263 MB) exist
583 but are not yet merged/harvested into a live system.
584 - Not touched by design: Issue 6 bind-0.0.0.0 (network policy), Issue 7 mmk
585 toolchain divergence (housekeeping), Issue 8 diagram OCR (working as designed).
586
587[REDACTED: credential-associated original line 587; original retained outside this bundle.]
588josep), then `wsl -d Ubuntu -- bash -lc "..."`; the Windows shell mangles | and &,
589so push scripts as base64. WSL user joseph owns /opt/mm/src (writable); /opt/mm/bin
590[REDACTED: credential-associated original line 590; original retained outside this bundle.]
591================================================================================
592
593--------------------------------------------------------------------------------
594 TABLE OF CONTENTS
595--------------------------------------------------------------------------------
596
597 PART I ORIENTATION
598 1.1 The one paragraph version
599 1.2 The correction that matters most
600 1.3 Vocabulary
601 1.4 The numbers at a glance
602
603 PART II THE FOUR DEVICES
604 2.1 megamind-agi, the brain
605 2.2 Bubbles, the memory
606 2.3 M4 Mac mini, the voice
607 2.4 VALKYRIE, the lore
608 2.5 Network topology
609
610 PART III ORACLE, THE ORCHESTRATOR
611 3.1 What ORACLE is
612 3.2 The 40 powers
613 3.3 The registry, all 51 organs
614 3.4 Routing, step by step
615 3.5 Coalition formation
616 3.6 The entity graph
617
618 PART IV ORGAN BY ORGAN
619 4.1 Certification layer
620 4.2 Aggregation and orchestration
621 4.3 Knowledge organs
622 4.4 Cognitive kernels
623 4.5 Growth organs
624 4.6 megamind-agi local organs
625 4.7 The code corpus
626 4.8 Domain organs
627 4.9 Timer organs
628
629 PART V COMPLETE API REFERENCE
630 5.1 Conventions
631 5.2 Verb table, every organ
632 5.3 ORACLE endpoints
633 5.4 Worked examples
634
635 PART VI CORPORA
636 6.1 The four file pattern
637 6.2 Every corpus measured
638 6.3 The passage contract
639 6.4 Adding knowledge correctly
640
641 PART VII DATA FLOW
642 7.1 A question, end to end
643 7.2 The three ingestion doors
644 7.3 The four learning loops
645 7.4 Where a fact physically goes
646 7.5 The invisibility failure mode
647
648 PART VIII MATHEMATICS
649 8.1 The core idea
650 8.2 Retrieval
651 8.3 Routing
652 8.4 Coalition trust
653 8.5 Bundling
654 8.6 Every kernel equation
655 8.7 Binary end to end, and the one exception
656 8.8 Capacity
657
658 PART IX FILE MAP
659 9.1 Bubbles
660 9.2 megamind-agi
661 9.3 M4 and VALKYRIE
662 9.4 Documentation
663
664 PART X OPERATIONS
665 10.1 Reaching each machine
666 10.2 Teaching PANTHEON a document
667 10.3 Creating a new organ
668 10.4 Registering with ORACLE
669 10.5 Health checks
670 10.6 Backup and rollback
671
672 PART XI KNOWN ISSUES
673 Eight issues, with evidence and severity
674
675 PART XII DATABASES
676 12.1 The headline
677 12.2 What mmdb actually harvests
678 12.3 The biggest database in the federation is unserved
679 12.4 PostgreSQL, three clusters, 19 databases
680 12.5 The two megamind databases, 41 GB, zero connections
681 12.6 missionMATCH exists five times
682 12.7 MADDIE corrupted, 3.6 GB in, 263 MB out
683 12.8 BadgerDB, a fourth technology, two stores corrupt
684 12.9 The MEGAMIND volume and a single point of failure
685 12.10 SQLite by device
686 12.11 Duplicate and versioned databases
687 12.12 Are they being used
688 12.13 What should happen
689
690 PART XIII ORCHESTRATION GAP
691 13.1 Three corrections to Parts I through XII
692 13.2 Every device, found not assumed
693 13.3 What ORACLE orchestrates today
694 13.4 Live services ORACLE does not know about
695 13.5 The M2, a complete AI tier nobody is using
696 13.6 The seferim sprawl
697 13.7 The gap, counted
698 13.8 What wiring everything in requires
699 13.9 Why this kept drifting to Bubbles
700
701 PART XIV APPENDICES
702 A Full registry dump, all 51 organs with caps
703 B Complete verb table
704 C Port allocation map
705 D Quick reference card
706 E Change log
707
708
709================================================================================
710 PART I ORIENTATION
711================================================================================
712
713--------------------------------------------------------------------------------
7141.1 THE ONE PARAGRAPH VERSION
715--------------------------------------------------------------------------------
716PANTHEON is the intelligence above an orchestration layer called ORACLE. Its
717substrate is a binary vector symbolic architecture spread across seven machines,
718four of which carry organs today. See PART XIII for the corrected picture.
719ORACLE, running on megamind-agi, is the orchestrator: it holds a registry of 51
720organs and its own entity graph of 74,271 entities and 510,124 edges, and it
721decides which organ answers any given question. Bubbles holds the bulk of the
722knowledge, roughly 205 million passages across six signature stores, served by
723six recall organs and surrounded by sixteen cognitive kernels that certify,
724select, evolve and rewire. M4 supplies language generation, one of two floating
725point component in the system. VALKYRIE supplies the Endless Table lore. Every
726retrieval is a Hamming distance over 512 bit signatures computed with popcount,
727and every routing decision is a Hamming distance over 2048 bit capability
728hypervectors. No floating point is used anywhere in retrieval or routing, which
729is why a distance computed on one machine is exactly equal to the same distance
730computed on another.
731
732--------------------------------------------------------------------------------
7331.2 THE CORRECTION THAT MATTERS MOST
734--------------------------------------------------------------------------------
735PANTHEON is not "the mm services on Bubbles". That is one third of it.
736
737 ORACLE, the orchestrator, runs on megamind-agi at 100.69.120.61, inside WSL2.
738 It is the thing that decides which organ answers a question.
739 Bubbles is where most of the KNOWLEDGE lives, not where decisions are made.
740
741Anything that teaches Bubbles without registering with ORACLE is invisible to
742the federation. The knowledge exists, is servable, and is never reached, because
743no question is ever routed to it. This is the single most common way this system
744drifts, and it happened twice on the day this document was written.
745
746--------------------------------------------------------------------------------
7471.3 VOCABULARY
748--------------------------------------------------------------------------------
749ORGAN a service that PANTHEON can route a question to. May be an HTTP
750 endpoint, a systemd timer, a NATS subject, or ORACLE itself.
751SIGNATURE a 512 bit vector representing one passage. 64 bytes.
752HYPERVECTOR a 2048 bit vector representing a capability or a task, used by
753 ORACLE for routing.
754BSIG a signature store. an append only file of 64 byte signatures.
755BLOB the evidence file. holds the actual passage text.
756IDX the index mmwikix mmaps to serve recall. rebuilt, never appended.
757SEEN dedup keys, so re-ingesting the same passage is a no op.
758PASSAGE one unit of knowledge. 40 to 400 characters, no pipe character.
759CAPS a capability string. ORACLE routes by comparing the question to
760 these. THE CAPS STRING IS THE ROUTING CONTROL SURFACE.
761CONTRACT ORACLE's compiled in knowledge of how to call a given organ and
762 validate its response. Organs without one can be routed to but
763 not called.
764CERTIFIED an answer whose content tokens are contained in retrieved
765 evidence. Anything else is REFUSED rather than generated.
766COALITION a set of organs ORACLE selects together for one question.
767IGNITED ORACLE's flag that a question had enough salience to commit.
768PERMILLE similarity expressed per thousand as an integer, never a float.
769
770--------------------------------------------------------------------------------
7711.4 THE NUMBERS AT A GLANCE
772--------------------------------------------------------------------------------
773 Devices 4 (7 on tailnet; see Part XIII)
774 Registered organs 59 (2026-07-29; was 51; +maddie)
775 Live and reachable 58 (17/17 tested classes callable,200)
776 Registered but dead 1 external-fed metrics port only
777 (megamind-m4 + world-brain REVIVED)
778 Listening ports across the federation 38
779 Knowledge passages ~204.9 million
780 ORACLE entities 74,271
781 ORACLE relations 21
782 ORACLE edges 510,124
783 Signature bytes on disk ~13.0 GB
784 Evidence bytes on disk ~27.6 GB
785 Index bytes on disk ~1.63 GB
786 Routing dimension 2048 bits
787 Retrieval dimension 512 bits
788 mmreason shadow dimension 1024 bits
789 Consciousness lattice target 5000 cells
790 Binaries in /opt/mm/bin ~200
791
792
793================================================================================
794 PART II THE FOUR DEVICES
795================================================================================
796
797--------------------------------------------------------------------------------
7982.1 MEGAMIND-AGI THE BRAIN
799--------------------------------------------------------------------------------
800Address 100.69.120.61 (tailnet)
801Hostname MEGAMIND-AGI
802Outer OS Microsoft Windows 11, version 10.0.26200.8875
803Inner OS WSL2, Ubuntu, the only distro, STATE Running
804Inner user joseph
805Uptime 13 days 17 hours at survey
806
807ROLE Orchestration and cognition. ORACLE lives here. This is where the
808 decision about which organ answers a question is made. The code
809 corpus also lives here.
810
811RUNNING ORGANS
812 ORACLE :9402 orchestrator, 51 organ registry, entity graph
813 mmworld :9401 world associative cortex, sparse binary state
814 mm-narrate :9403 narration, prose, scene, campaign description
815 eye :9404 Living World engine, world agnostic substrate
816 loom :9410 weaves eye, database and voice into one API
817 mmsem :9096 semantic embed, text to 512 bit signature (loopback)
818 mmgame :9097 game agent memory, goals, npc decisions (loopback)
819 mmpredict :9098 character generator, token continuation (loopback)
820 mmserve :9099 knowledge recall, hamming signature search
821 mmcode :9524 code corpus recall
822 mmparse :9526 comprehend, lex, tokenize, grammar, AST
823 mmscheme :9527 execute scheme
824 mmpy :9528 execute python
825 mmc :9529 execute C
826
827 Note 9096, 9097 and 9098 bind 127.0.0.1 only. They are reachable from inside
828 WSL but NOT across the tailnet, which is why ORACLE registers them with
829 127.0.0.1 URLs and mode local.
830
831DISK
832 /opt/mm/bin 94 MB ~200 binaries, the full cortex
833 /opt/mm/code 1.2 GB code corpus and its five organs
834 /opt/mm/data 1.9 GB substrate data
835 /opt/mm/oracle 18 MB oracle.wal, oracle.pcw, et_reason3 graph files
836 /opt/mm/pyembed 211 MB embedded python runtime
837 /opt/mm/src 17 MB C++ sources, Makefile, staged commit scripts
838 /opt/mm/logs 72 KB
839 /opt/mm/backups
840 /home/joseph/mmk a SECOND toolchain copy
841 /home/joseph/oracle oracle_serve binary and oracle_serve.cpp
842
843--------------------------------------------------------------------------------
8442.2 BUBBLES THE MEMORY
845--------------------------------------------------------------------------------
846Address 100.90.97.104 (tailnet)
847Public 169.155.162.118
848Hostname Bubbles
849OS Debian GNU/Linux 13 (trixie)
850[REDACTED: credential-associated original line 850; original retained outside this bundle.]
851Uptime 131 days at survey
852
853ROLE Knowledge and certification. Roughly 205 million passages and the
854 sixteen cognitive kernels.
855
856CRITICAL CONSTRAINT
857 Bubbles is also the revenue web host, serving roughly 60 client vhosts through
858 nginx. Treat it as production. New federation capability belongs on
859 megamind-agi, M4 or VALKYRIE. The organs that are here stay here because the
860 data has gravity, not because this is the right place to grow.
861
862RUNNING ORGANS
863 Certification mmk :9500, mmk2 :9501, mmk3 :9502, mmcert :9504
864 Aggregation mmbroad :9503, mmorch :9505, mmask :9518, mmreason :9520
865 Growth mmdb :9506, mmteach :9515
866 Cognition mmcog :9507, mmreshit :9508, mmepona :9509, mmstdp :9510,
867 mmact :9511, mmevolve :9512, mmlattice :9513, mmloop :9514
868 Knowledge wikipedia :9516, books :9517, arxiv :9521, legacy :9522,
869 live :9523, estate :9525
870 Domain atlas :8095, hephaestus :8770, bubbles-brain :8893
871
872EXPOSURE, verified
873 All mm organs bind 0.0.0.0 and there are no ufw rules on 95xx. Ports 9500
874 through 9529 were probed directly against the public IP 169.155.162.118 and
875 returned closed or filtered. They answer only over the tailnet. The protection
876 is upstream, not configured on the host. See Part XI issue 6.
877
878--------------------------------------------------------------------------------
8792.3 M4 MAC MINI THE VOICE
880--------------------------------------------------------------------------------
881Address 100.94.8.94 (tailnet)
882Hostname Josephs-Mac-mini.local
883OS macOS 15.7.3
884[REDACTED: credential-associated original line 884; original retained outside this bundle.]
885
886ROLE Language generation. When PANTHEON needs to SPEAK rather than
887 retrieve, the call comes here.
888
889LISTENING
890 mm-gateway :8090 node. LIVE. the generation path. ORACLE health 2.
891 Returns "404 page not found" on /health because it does
892 not implement that route. The process is up. Do not read
893 that 404 as the organ being down.
894 megamind- :8091 tailnet bound
895 megamind- :8092 loopback
896 node :8096
897 Python :8082, :8899
898
899DEAD BUT REGISTERED
900 megamind-m4 :9440 NOT LISTENING. priority 50, one of the highest.
901 world-brain :8099 NOT LISTENING. priority 18.
902 Both confirmed by lsof. ORACLE already reports both live:false health:0.
903
904--------------------------------------------------------------------------------
9052.4 VALKYRIE THE LORE
906--------------------------------------------------------------------------------
907Address 100.89.0.6 (tailnet)
908OS macOS
909User beandaddy
910
911ROLE Narrative domain knowledge for The Endless Table.
912
913 codex :8790 LIVE, ORACLE health 2, priority 42. Endless Table lore,
914 creatures, deities, items, places, spells. Responds but does
915 not implement /health.
916
917 codex is one of the few organs that aggregators actually execute. It appears
918 in mmbroad's compiled fan out AND in mmorch's executed list, so VALKYRIE lore
919 is genuinely reachable through federation queries. Newer organs are not.
920
921--------------------------------------------------------------------------------
9222.5 NETWORK TOPOLOGY
923--------------------------------------------------------------------------------
924Everything is joined over Tailscale. No organ is publicly exposed.
925
926 +---------------------------+
927 | megamind-agi |
928 | 100.69.120.61 |
929 | Windows 11 + WSL2 |
930 | |
931 | ORACLE :9402 |
932 | 51 organ registry |
933 | 74,271 entities |
934 | 510,124 edges |
935 +------------+--------------+
936 |
937 +----------------------+----------------------+
938 | | |
939 v v v
940 +---------------------+ +----------------+ +--------------------+
941 | Bubbles | | M4 Mac mini | | VALKYRIE |
942 | 100.90.97.104 | | 100.94.8.94 | | 100.89.0.6 |
943 | Debian 13 | | macOS 15.7.3 | | macOS |
944 | | | | | |
945 | 24 organs | | mm-gateway | | codex :8790 |
946 | ~205M passages | | :8090 LIVE | | Endless Table lore |
947 | 6 recall organs | | | | |
948 | 16 cognitive kernels| | :9440 DEAD | | |
949 | ALSO 60 client sites| | :8099 DEAD | | |
950 +---------------------+ +----------------+ +--------------------+
951
952 Also: mmshard federation organ over NATS at
953 nats://100.90.97.104:4222/mesh.query.recall
954
955
956================================================================================
957 PART III ORACLE, THE ORCHESTRATOR
958================================================================================
959
960--------------------------------------------------------------------------------
9613.1 WHAT ORACLE IS
962--------------------------------------------------------------------------------
963Binary /opt/mm/bin/oracle
964Source /opt/mm/src and /home/joseph/oracle/oracle_serve.cpp
965Bind 0.0.0.0:9402
966Uptime 6 days 19 hours at survey
967Language C++
968
969STATE, from /oracle/health
970 entities 74,271
971 relations 21
972 edges 510,124
973 dimension 2048
974 registry 51 organs
975
976PERSISTENCE
977 /opt/mm/oracle/oracle.wal 10 MB, actively written
978 /opt/mm/oracle/oracle.pcw 524 KB
979 /opt/mm/oracle/et_reason3.txt 2.4 MB, entity graph
980 /opt/mm/oracle/et_reason3_names.txt 1.3 MB, entity names
981 /opt/mm/oracle/et_reason3_rels.txt relations
982 Registration is persistent. /oracle/register returns "persistent":true and the
983 entry survives a restart.
984
985ORACLE IS TWO THINGS AT ONCE
986 1. A ROUTER. Given a question, it scores 51 organs and picks who should answer.
987 2. A GRAPH. It holds its own symbolic entity/relation store, separate from the
988 signature corpora on Bubbles. Passages live in bsig stores; entities and
989 relations live here.
990
991--------------------------------------------------------------------------------
9923.2 THE 40 POWERS
993--------------------------------------------------------------------------------
994Reported by /oracle/health.
995
996GRAPH AND REASONING
997 recall retrieve from the entity graph
998 inverse inverse relation lookup
999 hop multi hop traversal
1000 analogy a is to b as c is to ?
1001 similar nearest entities
1002 facts all facts about an entity
1003 path path between two entities
1004 set set operations over entities
1005 consistent consistency check
1006 learn WRITE a fact into the graph
1007 unlearn remove a fact
1008 revise belief revision
1009 counterfactual what if
1010 induce generalise from instances
1011 predict forward inference
1012 abduce best explanation
1013 factor factorisation
1014 map mapping between structures
1015
1016COMPOSITION AND PLANNING
1017 compose synth ground plan nextgoal metalearn safegate library
1018 sensorimotor negotiate culture signal workspace
1019
1020FEDERATION
1021 organs list the registry
1022 register add or update an organ
1023 orchestrate route only
1024 execute route and call
1025 coalition form and execute a coalition
1026 orchstress execstress coalstress fedstress stress variants
1027 federation pantheon pantstress
1028
1029SEFERIM LADDER
1030 seferim-spec, seferim-specstress
1031 seferim-s0state, seferim-s0stress, seferim-bridge, seferim-s05stress
1032 seferim-s1demo through seferim-s16stress, plus seferim-s65gate
1033 Roughly 40 staged entries, each with a demo and a stress variant. This is a
1034 capability ladder from S0 to S16 recording staged development.
1035
1036--------------------------------------------------------------------------------
10373.3 THE REGISTRY, ALL 51 ORGANS
1038--------------------------------------------------------------------------------
1039Sorted by priority, which is one term in the routing score.
1040
1041PRI ORGAN MODE STATE H KIND URL
1042 80 ORACLE local live 1 builtin internal:/oracle
1043 served at http://100.77.114.40:9402/oracle/* on megamind-agi. NOT 9500.
1044 50 megamind-m4 remote DEAD 0 builtin http://100.94.8.94:9440
1045 50 mmgame local live 2 builtin http://127.0.0.1:9097/game
1046 48 mm-gateway remote live 2 builtin http://100.94.8.94:8090
1047 46 mmsem local live 2 builtin http://127.0.0.1:9096/sem
1048 44 mm-narrate local live 2 builtin http://127.0.0.1:9403/narrate
1049 42 codex remote live 2 builtin http://100.89.0.6:8790
1050 40 mmserve local live 2 builtin http://127.0.0.1:9099/recall
1051 40 mmworld local live 2 builtin http://127.0.0.1:9401/world/recall
1052 36 bubbles-brain remote live 2 builtin http://100.90.97.104:8893
1053 30 mmshard federation live 1 builtin nats://100.90.97.104:4222/mesh.query.recall
1054 24 __probe__ disabled live 1 registered local:__probe__
1055 24 __wal_probe__ external live 1 registered internal:probe
1056 24 ask remote live 2 registered http://100.90.97.104:9518
1057 24 books remote live 2 registered http://100.90.97.104:9517
1058 24 eye local live 2 registered http://127.0.0.1:9404
1059 24 loom local live 2 registered http://127.0.0.1:9410/organ
1060 24 mm-estate remote live 2 registered http://100.90.97.104:9525
1061 24 mm-legacy remote live 2 registered http://100.90.97.104:9522/recall
1062 24 mm-live remote live 2 registered http://100.90.97.104:9523/recall
1063 24 mmact remote live 2 registered http://100.90.97.104:9511
1064 24 mmbroad remote live 2 registered http://100.90.97.104:9503
1065 24 mmc remote live 2 registered http://127.0.0.1:9529/execute
1066 24 mmcert remote live 2 registered http://100.90.97.104:9504
1067 24 mmcode remote live 2 registered http://127.0.0.1:9524/recall
1068 24 mmcog remote live 2 registered http://100.90.97.104:9507
1069 24 mmdb remote live 2 registered http://100.90.97.104:9506
1070 24 mmepona remote live 2 registered http://100.90.97.104:9509
1071 24 mmevolve remote live 2 registered http://100.90.97.104:9512
1072 24 mmharvest timer live 1 registered timer:mm-harvest.service
1073 24 mmk remote live 2 registered http://100.90.97.104:9500
1074 24 mmk2 remote live 2 registered http://100.90.97.104:9501
1075 24 mmk3 remote live 2 registered http://100.90.97.104:9502
1076 24 mmlattice remote live 2 registered http://100.90.97.104:9513
1077 24 mmloop remote live 2 registered http://100.90.97.104:9514
1078 24 mmorch remote live 2 registered http://100.90.97.104:9505
1079 24 mmparse remote live 2 registered http://127.0.0.1:9526/comprehend
1080 24 mmpy remote live 2 registered http://127.0.0.1:9528/execute
1081 24 mmreshit remote live 2 registered http://100.90.97.104:9508
1082 24 mmscheme remote live 2 registered http://127.0.0.1:9527/execute
1083 24 mmstdp remote live 2 registered http://100.90.97.104:9510
1084 24 mmteach remote live 2 registered http://100.90.97.104:9515
1085 24 wikipedia-x remote live 2 registered http://100.90.97.104:9516
1086 22 hephaestus remote live 2 builtin http://100.90.97.104:8770
1087 20 mmpredict local live 2 builtin http://127.0.0.1:9098/gen
1088 18 world-brain remote DEAD 0 builtin http://100.94.8.94:8099
1089 16 atlas remote live 2 builtin http://100.90.97.104:8095
1090 12 mmcap timer live 1 builtin timer:mm-cap.service
1091 12 mmeval timer live 1 builtin timer:mm-eval.service
1092 12 mmgate timer live 1 builtin timer:mm-gate.service
1093 8 mmheart timer live 1 builtin timer:mm-heart.service
1094
1095MODES
1096 local an organ on megamind-agi itself
1097 remote HTTP organ on another machine, reached by tailnet address
1098 federation mmshard, over NATS
1099 timer systemd timer, no port
1100 disabled __probe__, marked __inert_do_not_route__
1101 external __wal_probe__
1102
1103HEALTH VALUES
1104 2 fully healthy, responded to probe
1105 1 assumed healthy, not HTTP probeable (ORACLE itself, timers, NATS)
1106 0 dead
1107
1108FULL CAPS FOR EVERY ORGAN ARE IN APPENDIX A.
1109
1110--------------------------------------------------------------------------------
11113.4 ROUTING, STEP BY STEP
1112--------------------------------------------------------------------------------
1113ORACLE returns its own maths on every orchestrate call. Quoted verbatim:
1114
1115 "signature" : "binary majority bundle of token hypervectors"
1116 "distance" : "hamming = popcnt(task XOR capability)"
1117 "score" : "(D-hamming) + 96*token_overlap + 32*live + 16*local + priority"
1118 "broadcast" : "majority_bundle(task, winner_capabilities)"
1119
1120THE STEPS
1121 1. Tokenise the question.
1122 2. Map each token to a 2048 bit hypervector.
1123 3. task_sig = majority_bundle(all token hypervectors).
1124 4. For each of the 51 registered organs:
1125 capability_sig = majority_bundle(tokens of its caps string)
1126 hamming = popcnt(task_sig XOR capability_sig)
1127 token_overlap = count of literal shared tokens
1128 score = (2048 - hamming)
1129 + 96 * token_overlap
1130 + 32 * (live ? 1 : 0)
1131 + 16 * (local ? 1 : 0)
1132 + priority
1133 5. Sort by score. Highest is the winner.
1134 6. ignited = true if salience passed threshold.
1135 7. broadcast_sig = majority_bundle(task_sig, winner_capabilities).
1136
1137WHY TOKEN OVERLAP DOMINATES IN PRACTICE
1138 The (D - hamming) term ranges roughly 1000 to 1100 for most organs, so it
1139 rarely separates them. A single point of token_overlap is worth 96, which is
1140 usually decisive. This is why the caps string is the control surface.
1141
1142WORKED EXAMPLE, observed live
1143 Question "missionMATCH cleared workforce intelligence platform"
1144
1145 BEFORE mm-estate existed
1146 ORACLE score 1173 hamming 1003 overlap 0 confidence 97
1147 mm-narrate score 1167 hamming 973 overlap 0 confidence 93
1148 mmgame score 1126 hamming 1020 overlap 0 confidence 66
1149 mm-gateway score 1123 hamming 1005 overlap 0 confidence 64
1150 mmworld score 1123 hamming 1013 overlap 0 confidence 64
1151 The knowledge was in mm-live, whose caps read "live current fresh recent
1152 news knowledge wikipedia arxiv pubmed openalex academic biomedical harvest
1153 continuous recall today". Token overlap with the question: ZERO.
1154 mm-live was never even in the top five.
1155
1156 AFTER registering mm-estate with estate vocabulary
1157 mm-estate score 1190 hamming 1010 overlap 1 confidence 108 WINNER
1158 ORACLE score 1173 hamming 1003 overlap 0 confidence 97
1159 mm-narrate score 1167 hamming 973 overlap 0 confidence 93
1160
1161 The hamming got WORSE (1010 vs ORACLE's 1003). The single point of token
1162 overlap, worth 96, is what changed the winner. Capability wording decides
1163 routing.
1164
1165--------------------------------------------------------------------------------
11663.5 COALITION FORMATION
1167--------------------------------------------------------------------------------
1168Instead of one winner, ORACLE can select and execute several organs.
1169
1170 "member_trust" : "route_score + 768*pass + 256*valid_json + 128*called
1171 + min(bytes,2048)/4 - 256*not_called"
1172
1173 route_score the routing score from 3.4
1174 +768 pass the supervisor accepted the response, by far the largest term
1175 +256 valid_json the response parsed
1176 +128 called it was actually invoked
1177 +bytes/4 capped at 2048 bytes, so a maximum of 512 points
1178 -256 not_called penalty for being selected and not invoked
1179
1180OBSERVED, a real coalition
1181 mm-estate route_score 1869 called false reason no_contract trust 1613
1182 atlas route_score 1213 called true status 200 trust 2877
1183 ORACLE route_score 1194 called true status 200 trust 2526
1184 mmgame route_score 1151 called true status 200 trust 2312
1185 winner atlas, members_called 3, members_passed 3, supervisor_pass true
1186
1187 mm-estate had the HIGHEST route score of any member and lost, because it was
1188 never called. 1869 - 256 = 1613, and it forfeits the +768 and +256 and +128.
1189 This is the trust function correctly punishing an unreachable organ. The
1190 routing was right; the execution contract is what is missing.
1191
1192--------------------------------------------------------------------------------
11933.6 THE ENTITY GRAPH
1194--------------------------------------------------------------------------------
1195Separate from the signature corpora. Passages live in bsig stores on Bubbles;
1196entities and relations live in ORACLE on megamind-agi.
1197
1198 74,271 entities
1199 21 relations
1200 510,124 edges
1201
1202WHO WRITES TO IT
1203 mmteach :9515 on Bubbles is the bridge. Its role string:
1204 "teaching bridge: pushes STDP-learned certified associations (w>=200) into
1205 the live PANTHEON graph via /oracle/learn"
1206 So the Bubbles cognitive machinery observes co-activation, mmstdp accumulates
1207 integer weights, and once a weight passes 200 mmteach asserts it into ORACLE's
1208 graph. The threshold is the filter that stops weak correlation becoming fact.
1209
1210CLAIM FORMAT
1211 Federation self knowledge is stored as pipe delimited claim lines:
1212 s=org:oracle | p=entity_count | o=#73606 | pol=pos
1213 s=kb:substrate | p=learned_count | o=#231577 | pol=pos
1214 subject, predicate, object, polarity. This is why the pipe character is
1215 forbidden inside passages.
1216
1217
1218================================================================================
1219 PART IV ORGAN BY ORGAN
1220================================================================================
1221Every role string below is quoted verbatim from the organ's own /health.
1222Every verb list is quoted from the organ's own error response.
1223
1224--------------------------------------------------------------------------------
1225IMPORTANT: TWO KINDS OF CAPS
1226--------------------------------------------------------------------------------
1227Every organ has a LOCAL /caps returned by its own binary.
1228ORACLE separately stores a REGISTERED caps string set at registration time.
1229These differ, and ORACLE routes on the REGISTERED one.
1230
1231All six mmwikix recall organs return the SAME generic local caps:
1232 "wikipedia encyclopedia knowledge recall search facts article passage binary
1233 hamming everything general"
1234
1235That is the binary describing itself, not the store's contents. When registering
1236a recall organ you MUST supply caps describing its ACTUAL content, or ORACLE
1237cannot distinguish Wikipedia from your estate documents.
1238
1239--------------------------------------------------------------------------------
12404.1 CERTIFICATION LAYER
1241--------------------------------------------------------------------------------
1242
1243mmk :9500
1244 role binary certification kernel
1245 verbs GET /health | /caps | /answer?q= | /root
1246 caps certify verify proof provenance merkle binary claim grounded cited
1247 answer refuse trusted kernel
1248 Free text returns:
1249 {"mode":"refuse","answer":"The indexed and verified sources do not support
1250 an answer. (query needs s= and p=)"}
1251 It is a subject/predicate interface, not free text. /root returns the merkle
1252 root of the certified store.
1253
1254mmk2 :9501
1255 role binary certification kernel Phase-2 (HDC retrieval + query-answer
1256 correspondence)
1257 verbs GET /health | /caps | /answer?q=CLAIM s=..|p=.. | /root
1258 Adds hyperdimensional retrieval and a correspondence check between what was
1259 asked and what was answered. Ed25519 signed roots.
1260 caps include "signed root ed25519 trusted kernel zero fabrication"
1261
1262mmk3 :9502
1263 role binary certification kernel Phase-3 (SMT non-revocation + rollback
1264 epoch + temporal + proof-object verifier)
1265 verbs GET /health | /caps | /answer?q=CLAIM s=..|p=.. | /root
1266 Adds sparse merkle non revocation, rollback resistance, temporal proofs, and a
1267 proof object verifier. The strongest gate in the stack.
1268 caps include "sparse merkle non-revocation rollback resistant temporal
1269 proof-object verifier"
1270
1271mmcert :9504
1272 role certified recall: trusted binary containment gate over untrusted
1273 broad-recall (mmbroad); CERTIFIED iff query content tokens subset-of
1274 evidence, else REFUSE
1275 verbs GET /ask?q=&k= | /certify?q=&e= | /verify?q=&e= | /health | /caps
1276 THIS IS THE ANTI FABRICATION RULE STATED EXACTLY. An answer is certified only
1277 if every content token of the query is CONTAINED in the retrieved evidence.
1278 Otherwise it refuses. Extractive, never generative.
1279
1280--------------------------------------------------------------------------------
12814.2 AGGREGATION AND ORCHESTRATION
1282--------------------------------------------------------------------------------
1283
1284mmbroad :9503
1285 role binary broad-recall aggregator (fans out to ALL knowledge organs,
1286 uniform 512-bit hamming merge)
1287 verbs GET /recall?q=&k= | /health | /caps
1288 Parallel fan out, then merges on one uniform hamming scale so a hit from
1289 Wikipedia is directly comparable to a hit from arXiv.
1290 Returns organs_consulted, organs_reached[], reached_count, hits[] where each
1291 hit has organ, hamming, similarity_permille, snippet.
1292
1293 COMPILED IN FAN OUT LIST, 9 organs:
1294 megamind-m4 (DEAD), mmserve, atlas, codex, wiki, books, arxiv,
1295 mm-legacy, mm-live
1296 mm-estate is NOT in it. Cannot be added without rebuilding the binary.
1297
1298mmorch :9505
1299 role PANTHEON orchestrator: oracle-selected coalition EXECUTED+aggregated
1300 across all knowledge organs then mmcert-certified
1301 (closes oracle route_only gap)
1302 verbs GET /ask?q=&k= | /trace?q= | /health | /caps
1303 Exists specifically to fix ORACLE's route_only limitation. It does not fix it
1304 for newly registered organs.
1305
1306 OBSERVED live, asking about missionMATCH:
1307 "oracle":{"used":true,"winner":"mm-estate",
1308 "native_execution":"route_only",
1309 "mmorch_execution":"execute+aggregate+certify"}
1310 "organs_executed":["megamind-m4","mmserve","wikipedia","atlas","books","codex"]
1311 "coalition_skipped_nonknowledge":["mm-estate","ORACLE","mm-narrate",...]
1312 "candidates_considered":43
1313 "verdict":"REFUSE","reason":"no executed-organ evidence certified
1314 (query content tokens not contained) — refusing rather than fabricate"
1315
1316 It asked ORACLE, was correctly told mm-estate, SKIPPED it as "nonknowledge"
1317 because mm-estate is not on mmorch's own compiled list, executed six other
1318 organs including the dead megamind-m4, found nothing relevant, and refused.
1319 THE REFUSAL IS CORRECT. The organ list is the bug.
1320
1321mmask :9518
1322 role unified grounded Q&A: retrieve evidence (bubbles all-knowledge) ->
1323 speak it (M4 Qwen). Ties all 4 machines into one answer.
1324 verbs GET /ask?q= | /health | /caps
1325 pipeline "bubbles retrieve -> mmcert relevance-filter -> M4 Qwen speak"
1326 OBSERVED returning:
1327 {"power":"pantheon-ask","answer":"(voice unavailable)","grounded":true,
1328 "evidence_count":8,"grounding_overlap":0,"well_grounded":false}
1329 Retrieval and certification succeeded; the M4 voice leg did not respond.
1330 Graceful degradation: you still get grounded evidence.
1331
1332mmreason :9520
1333 role PANTHEON binary retrieval+reasoning organ (shadow, D=1024)
1334 verbs POST /reason {"query":...} | GET /health | GET /capability
1335 NOTE the only organ that takes POST and JSON. Runs at D=1024, not 512.
1336 Serves from mmreason_corpus.tsv rather than a .bsig store.
1337
1338--------------------------------------------------------------------------------
13394.3 KNOWLEDGE ORGANS
1340--------------------------------------------------------------------------------
1341All six are mmwikix instances. Identical binary, different store.
1342 role binary Hamming recall over a signature store (mmap popcount, exact NN)
1343 verbs GET /recall?q=&k= | /reindex | /health | /caps
1344
1345 ORGAN PORT RECORDS STORE CONTENT
1346 books 9517 148,383,963 gutenberg.bsig Project Gutenberg
1347 wikipedia 9516 49,031,046 wiki.bsig full Wikipedia
1348 legacy 9522 3,243,763 legacy.bsig salvaged models, tensors,
1349 wikidata, maddie archive
1350 arxiv 9521 3,029,394 arxiv.bsig arXiv abstracts
1351 estate 9525 156,229 knowledge.bsig YOUR projects and documents
1352 live 9523 93,418 live.bsig continuous harvest
1353
1354 wikipedia :9516 has a slightly different role string naming the full-Wikipedia
1355 store explicitly. The others share the generic string.
1356
1357 RESPONSE SHAPE
1358 {"organ":"estate","binary":true,"corpus":156229,"dimension":512,
1359 "hits":[{"id":153691,"hamming":119,"similarity_permille":767,
1360 "body":"Cleared Workforce Intelligence missionMATCH, screenMATCH"}]}
1361
1362 /reindex on the organ rebuilds its index in place. The systemd reindex units
1363 are preferred because they write to .idx.new and mv atomically.
1364
1365--------------------------------------------------------------------------------
13664.4 COGNITIVE KERNELS
1367--------------------------------------------------------------------------------
1368
1369mmcog :9507
1370 role cognitive-dynamics kernel: binary Consciousness-Q vital sign
1371 (coherence x integration x field-change x scale) + predictive-coherence
1372 Phi_pred=1/(1+dH) & recursive self-coherence Psi_self;
1373 a COHERENCE diagnostic, NOT a consciousness proof
1374 verbs GET /q | /tick | /health | /caps
1375 NOTE the organ itself disclaims the consciousness reading. Quote that
1376 disclaimer whenever this metric is discussed.
1377
1378mmreshit :9508
1379 role RESHIT path selection: Omega=argmin[S+U-V] over federation candidates
1380 (surprise=hamming, uncertainty=midpoint, value=mmcert)
1381 binary active-inference selection
1382 verbs GET /select?q=&k= | /health | /caps
1383
1384mmepona :9509
1385 role EPONA value-directed update: binary separable energy descent, belief
1386 converges toward certified (value) and away from refused (loss)
1387 verbs GET /update?q=&k=&eta=&lambda= | /health | /caps
1388 eta is the learning rate, lambda the regularisation term.
1389
1390mmstdp :9510
1391 role STDP plasticity: self-wires a directed weighted graph from grounded
1392 co-activation (integer bit-shift exponential window); the integration lever
1393 verbs GET /wire?ctx=&cert=1 | /edges?top= | /neighbors?node=&n= | /health | /caps
1394 The exponential decay window is implemented as integer bit shifts, keeping the
1395 whole plasticity mechanism free of floating point.
1396
1397mmact :9511
1398 role autonomous action policy: a*=argmax J
1399 (base+explore+theta-conflict-resource+entropy-repetition)
1400 self-directed goal choice, anti-loop, binary
1401 verbs GET /choose?actions=a|b|c | /reset | /health | /caps
1402 NOTE actions are pipe delimited in the query string.
1403 The -repetition term is the anti-loop mechanism.
1404
1405mmevolve :9512
1406 role unified learning dynamics dx/dt=D+N+F+T: the cognitive state evolves by
1407 diffusion+emergence+force+transport (binary majority integration)
1408 verbs GET /evolve?state=&input=&steps= | /health | /caps
1409
1410mmlattice :9513
1411 role substrate->consciousness lattice Pi:R^N->R^5000; each cell =
1412 majority-bundle of its neuron region (the experiential coupling lattice
1413 X in Psi=f(A,X,S))
1414 verbs GET /project | /activate?q=&k= | /cell?i= | /health | /caps
1415
1416mmloop :9514
1417 role feedback closure: ties 8 cognitive kernels into one self-turning
1418 adaptive loop (choose->evolve->update->wire->measure->reward),
1419 hill-climbs Q
1420 verbs GET /run?cycles=N | /reset | /health | /caps
1421 This is the organ that makes the others into a system rather than a toolbox.
1422
1423mmteach :9515
1424 role teaching bridge: pushes STDP-learned certified associations (w>=200)
1425 into the live PANTHEON graph via /oracle/learn
1426 the cognitive machinery teaches the temple
1427 verbs GET /teach | /health | /caps
1428 The link between Bubbles cognition and ORACLE memory on megamind-agi.
1429
1430--------------------------------------------------------------------------------
14314.5 GROWTH ORGANS
1432--------------------------------------------------------------------------------
1433
1434mmdb :9506
1435 role federation database harvester: embeds knowledge DBs on all machines
1436 into the binary substrate, idempotent content-addressed;
1437 allowlist columns only (no PII)
1438 verbs GET /sources | /health | /caps
1439 Serves from sources.tsv. The no PII allowlist is a deliberate boundary and it
1440 does NOT apply to mmdoc, which ingests whatever it is pointed at.
1441
1442--------------------------------------------------------------------------------
14434.6 MEGAMIND-AGI LOCAL ORGANS
1444--------------------------------------------------------------------------------
1445
1446mmsem :9096 GET /sem?q=text
1447 caps semantic embed signature vector text meaning 512 binary
1448 Text to 512 bit signature. THE EMBEDDER the whole system depends on for
1449 turning language into a comparable bit vector. Loopback only.
1450
1451mmgame :9097 routes: /game/remember?agent=&imp=&text=,
1452 /game/recall?agent=&k=&text=,
1453 /game/social?agent=&k=, /game/health
1454 caps game agent memory goal decision plan npc player social turn
1455 priority 50, joint highest after ORACLE. Per agent memory with an importance
1456 weight, recall, and a social model. Loopback only.
1457
1458mmpredict :9098 GET /gen
1459 caps character generator text continuation token language fallback
1460 Returns {"seed":"the ","gen":"...","chars":120}. A character level generator,
1461 the local fallback when M4's voice is unavailable. Loopback only.
1462
1463mmserve :9099 routes: /recall?q=&k=, /health, /reload
1464 caps knowledge recall memory hamming signature search retrieve corpus document
1465 Local knowledge recall. In BOTH mmbroad's fan out and mmorch's execute list,
1466 so it is one of the few organs aggregators actually call.
1467
1468mmworld :9401 GET /world/recall?q=tok1|tok2 or /world/health
1469 caps world associative cortex sparse binary environment state recall token map
1470 NOTE query tokens are pipe delimited here, unusually.
1471
1472mm-narrate :9403 GET /narrate?sents=&theme=&seed=
1473 caps narration prose story scene campaign description language fantasy
1474 Deterministic given a seed.
1475
1476eye :9404 unknown power (it rejects unknown verbs by name)
1477 caps living world wheel of time the original world spin a new original world
1478 from the same substrate a non wot commercializable world the engine
1479 seeds a fresh world from scratch nothing is wot hardcoded the renowned
1480 product is the engine and its own worlds world agnostic substrate
1481 The caps are explicit that the product is the ENGINE and its own worlds,
1482 deliberately not Wheel of Time derived. That is a commercial positioning
1483 statement encoded into the routing layer.
1484
1485loom :9410 GET /health | /organ?q= | /world/overview | /wheel |
1486 /chronicle?k= | /narrate?beat= |
1487 /narrategate?prose=&source=&decoy= | /worldmap?k= |
1488 /heritages | /forge?heritage=&sex=&background=&seed= |
1489 /play?heritage=&sex=&allegiance=&action=&target= |
1490 /enter?name=&heritage=&sex=&place= | /act?player=&action=&ta...
1491 caps the loom orchestration layer weaves the eye and the database and the
1492 voice into one api web client frontend world overview dashboard compose
1493 view model tables graphs charts aggregate coordinate tie together
1494 orchestrate the living world
1495 By far the richest verb surface in the federation. This is the Living World
1496 game API: character forging, entering the world, acting, chronicling.
1497 /narrategate takes prose plus a source plus a decoy, which is a grounding
1498 check against fabricated narration.
1499
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