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PANTHEON-COMPLETE.REDACTED.txt

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================================================================================ ================================================================================ P A N T H E O N C O M P L E T E The whole federation in one document, from live recon ================================================================================ ================================================================================ Generated 2026-07-28 · UPDATED 2026-08-03 (see FINAL PRE-LAUNCH UPDATE below) Method live recon of all SEVEN tailnet devices plus cloud accounts. systemd unit reads, ss port scans, HTTP probes of every listening organ, ORACLE registry dump, corpus stat, and verb harvesting by deliberately calling every organ with an invalid route so it returns its own endpoint list. Authority Where this document disagrees with any older planning file, or with memory, THIS document wins, because every figure in it came from the machine that owns it on the date above. Companion set ~/Desktop/01-AI-Federation/ holds the same material split into 15 focused files. This is the single combined reference. ================================================================================ ★★★★★ FINAL PRE-LAUNCH MASTER UPDATE — 2026-08-03 ★★★★★ AUTHORITATIVE. This section is the CURRENT TRUTH and supersedes every figure in the 2026-07-28/29 body below. Method: fresh read-only recon of all devices (4 parallel storage scanners: every DB engine, every embedded/file store, every binary signature store, every external drive, full file layout) + the live ORACLE registry + the mmgateway-web registry + /helix vitals, on 2026-08-03. ================================================================================ -------------------------------------------------------------------------------- 0. WHAT CHANGED SINCE THE JULY BODY (Jul 31 – Aug 3 session) -------------------------------------------------------------------------------- NEW ORGANS (cortex/megamind-agi, python, all systemd, all live): mmknow :9542 cross-domain knowledge base (ConceptNet+WordNet, 691k facts) mmlearn :9541 fact acquisition — streams ConceptNet into ORACLE, reversible mmthink :9540 grounded chain-of-thought (grounds on ORACLE+mmreason, speaks M4) mmask :9543 THE VOICE — grounded conversational Q&A, refuses when ungrounded mmgateway-web :9560 read-only PUBLIC gateway to EVERY organ (registry-driven) pubmed :9533 (4.69M), learned :9532 (1.40M), codesearch :9534 (1.39M) recall NEW PUBLIC FRONTEND (live now): the redesigned front door, per-mind consoles, and https://pantheon.thatwebhostingguy.com/explore — a functional page where the public can query EVERY organ live (via the gateway). Writes blocked (403). DURABILITY: two-device backup M4 <-> cortex (nightly 03:30) — cortex dumps M4's Postgres to /opt/backups; cortex pushes ORACLE graph + reason corpora + its own PG to M4 /Volumes/MEGAMIND/backups/cortex. Verified both directions. RETIRED: mmpredict (cortex), seferim-fed (VALKYRIE :8088), world-brain (M4 :8099) — stopped+disabled; they now show live=false in the registry (mesh skips them). SECURITY: VALKYRIE root-FTP (:21) stopped+disabled. BIND is authoritative-only (not an open resolver) on both DNS hosts; adb is localhost. VNC/SMB left (remote access). Public federation API is READ-ONLY + rate-limited at the nginx edge. GRAPH GROWTH: ORACLE entities 74,271 -> 144,092; edges 510,124 -> 347,068 (edges fell because a namesake-dedup unlearn ran; net semantics improved). Powers 88->99. -------------------------------------------------------------------------------- 1. CURRENT NUMBERS AT A GLANCE (live, 2026-08-03) -------------------------------------------------------------------------------- Tailnet devices 10 (4 cognitive + M2 dev + batman + ionos-mediamind idle + iPad + iPhone) Cognitive hosts 4 cortex, M4, VALKYRIE, Bubbles ORACLE http://100.69.120.61:9402/oracle (cortex/WSL) public read proxy: pantheon.thatwebhostingguy.com Registry organs 66 (incl 2 inert probes __probe__/__wal_probe__) Real organs 64 ~59–60 live at any moment ORACLE entities / edges / rels 144,092 / 347,068 / 32 ORACLE powers 99 Integration Φ (mmhelix) 56/1000 · 16 strands · mmpulse cycle ~106k Database ENGINES in use 6 PostgreSQL, MySQL, MongoDB, SQLite, BadgerDB, + the custom binary VSA/append-log stores Relational DB servers running 4 cortex PG(x2 clusters), M4 PG, M2 PG+MySQL+Mongo Binary recall signatures (cortex) ~32.66M mmserve 24.36M + pubmed 4.69M + learned 1.40M + codesearch 1.39M + mmcode 411k + maddie 405k Bubbles mmk binary stores 40 GB gutenberg/wiki/arxiv/legacy/knowledge/live M4 wiki VSA index ~374M passages (semsig+offs, 184 GB dir) Largest single DB PG `megamind` 26 GB (cortex) — 32.4M neurons + 24.36M sigs Biggest storage /Volumes/MEGAMIND on M4 — 5.5 TB (1.6 TB used) Public playground https://pantheon.thatwebhostingguy.com/explore Brand domain (pending owner) thataiguy.org — still parked; needs Netlify NS flip -------------------------------------------------------------------------------- 2. THE DEVICES (roles + addresses) -------------------------------------------------------------------------------- cortex / megamind-agi 100.69.120.61 (Win host) · 100.77.114.40 (WSL tailnet) Dell, Windows 11 + WSL2 Ubuntu. user josep (Win) / joseph (WSL). ROLE: THE BRAIN. ORACLE + the reasoning/knowledge/world organs + 2 Postgres clusters (megamind 26G, livingworld 3.1G, missionmatch control-plane). NO LLM here — generation is delegated to M4/VALKYRIE. WSL disk 1 TB (892 GB free). M4 Josephs-Mac-mini 100.94.8.94 macOS, user joseph. ROLE: THE MUSCLE. MLX LLM (Qwen2.5-3B :8082) + liquid-LB :8081 + gateways, Ollama (:11434, ~13 models), the megamind HDC index (:9440, 24.6M), the 374M wiki VSA shards (:9450-9455), Atlas Orchestrator (:8096), and the 5.5 TB /Volumes/MEGAMIND external drive that holds nearly all data + weights + PG. VALKYRIE Josephs-MacBook-Pro-2 100.89.0.6 macOS (M1), user beandaddy. ROLE: THE LORE / ENDLESS TABLE. codex :8790 (818 MB endless.db), the world sim + keeper, pantheon-mlx fallback (Qwen 1.5B :8081), valkyrie-brain :9090 (NATS mesh client, Badger store). 245 GB internal only (92% full). Bubbles 100.90.97.104 (tailnet) · 169.155.162.118 (public) Debian 13, user user. ROLE: THE MEMORY + THE WEB EDGE. The 40 GB mmk binary knowledge stores + ~18 cognitive kernels (9500-9525) + Atlas + missionMATCH API + NATS bus, AND the public nginx serving ~60 client sites + the PANTHEON frontend. Revenue host — FRONTEND/serving only, no new AGI builds. Root disk 85% full (see §9). M2 macbook-pro 100.114.72.120 macOS (this dev machine). ROLE: dev DBs only — PostgreSQL :5432, MySQL :3306, MongoDB :27017 (7.0), one small brain.db (256 KB). NOT a federation node. No external drives. batman 100.115.32.110 · ionos-mediamind 100.127.135.100 — on the tailnet, NO reachable federation services (idle Linux box + dormant VPS). iPad/iPhone = clients. -------------------------------------------------------------------------------- 3. EVERY ORGAN — 66 registered, by category (name · port · what it does) -------------------------------------------------------------------------------- ORACLE serves at cortex 100.69.120.61:9402 (WSL 100.77.114.40). "url" below is the registered address; loopback (127.0.0.1) organs are cortex-local, reachable from the gateway. Primary READ API shown; every organ also has /health and /caps. VOICE & Q&A -------------------------------------------------------------------- mmask cortex:9543/ask GET /ask?q= /evidence — grounded conversational voice; fuses mmknow+ORACLE+mmreason, speaks via M4 LLM, REFUSES when ungrounded (no fabrication). The federation's front-of-house answer. ask Bubbles:9518 GET /ask?q= — older unified grounded Q&A (bubbles retrieve -> mmcert filter -> M4 Qwen speak). REASONING ---------------------------------------------------------------------- ORACLE cortex:9402/oracle the router + entity graph; 99 powers (see §3.2 below) mmreason cortex:9522/reason GET /similar?e= /think?from=&to= /neighbors /muse — energy-descent chain-of-thought over semantic geometry (no-drift). mmthink cortex:9540/think GET /agent?q= — grounded traceable chain-of-thought (grounds ORACLE+mmreason, reasons via M4 LLM 8082). mmorch Bubbles:9505 GET /ask?q= /trace?q= — executes+aggregates+certifies an oracle-selected coalition across knowledge organs. mm-gateway M4:8090 LLM gateway (auth). generation path. pantheon-mlx VALKYRIE:8081 MLX Qwen2.5-1.5B fallback (/v1/chat/completions). KNOWLEDGE & RECALL ------------------------------------------------------------- mmknow cortex:9542/know GET /facts?e= /recall?q= /related /derive — 691k ConceptNet+WordNet facts (is-a/causes/used-for/part-of/means…). mmserve cortex:9099/recall 24,364,580 sigs (backed by PG megamind.knowledge). pubmed cortex:9533/recall 4,693,336 biomedical sigs. learned cortex:9532/recall 1,395,149 general/world-knowledge sigs. mmbroad Bubbles:9503/recall broad-recall aggregator — fans out to ~10 knowledge organs. wikipedia-x Bubbles:9516/recall full Wikipedia signature store. books Bubbles:9517/recall Project Gutenberg (gutenberg.bsig, largest text corpus). arxiv Bubbles:9521/recall arXiv abstracts. mm-legacy Bubbles:9522/recall salvaged models/tensors/wikidata/maddie archive. mm-live Bubbles:9523/recall continuous-harvest store. mm-estate Bubbles:9525/recall YOUR projects/clients/docs (missionMATCH, TDG, etc.). megamind-m4 M4:9440 HDC index, 24.6M passages (sigs512.bin 1.5 GB). megamind-wikidx M4:9455/ask sharded wiki search over 374M passages (:9450-9453). mmlearn cortex:9541/learn the acquisition organ (writes facts to ORACLE). THE LIVING WORLD --------------------------------------------------------------- codex VALKYRIE:8790/api/search?q= lore semantic search (endless.db, 73.7k lore). eye cortex:9404 Eye of the World engine (binary VSA world-brain). loom cortex:9410/organ GET /world/overview /wheel /chronicle /narrate /forge /play /enter … — the Living World game API (richest verb surface). mmworld cortex:9401/world/recall sparse-binary associative world cortex. mm-narrate cortex:9403/narrate prose/scene/campaign narrator (vocab 45,419). CODE & LANGUAGE ---------------------------------------------------------------- mmcode cortex:9524/recall code corpus recall (410,653). codesearch cortex:9534/recall CodeSearchNet code+docstring (1,390,098). mmparse cortex:9526/comprehend lex/parse/AST comprehension (Py,C,C++,Rust,Go,…). mmscheme cortex:9527/execute Scheme interpreter (operational semantics). mmpy cortex:9528/execute Python interpreter (verified vs python3). mmc cortex:9529/execute C interpreter (verified vs gcc). CERTIFICATION ------------------------------------------------------------------ mmk/mmk2/mmk3 Bubbles:9500/9501/9502 proof-carrying kernels (merkle, Ed25519 signed, SMT non-revocation). GET /answer?q=CLAIM s=|p= /root. mmcert Bubbles:9504 GET /ask?q= /certify /verify — extractive containment gate: CERTIFIED iff query tokens ⊂ evidence, else REFUSE. ORCHESTRATION & BUILDING ------------------------------------------------------- atlas Bubbles:8095 the SEO agency brain (auth-gated). hephaestus Bubbles:8770 binary website builder (GET /caps /forge?business=). COGNITIVE DYNAMICS (Bubbles 9507-9514) ---------------------------------------- mmcog :9507 Consciousness-Q coherence diagnostic (self-disclaims consciousness). mmreshit :9508 active-inference path selection (Ω=argmin[S+U-V]). mmepona :9509 value-directed energy-descent belief update. mmstdp :9510 STDP plasticity — self-wires a weighted graph from co-activation. mmact :9511 autonomous action policy (a*=argmax J, anti-loop). GET /choose?actions=a|b|c mmevolve :9512 learning dynamics dx/dt=D+N+F+T. mmlattice :9513 substrate→consciousness lattice Π:R^N→R^5000. mmloop :9514 feedback closure — ties the 8 kernels into one self-turning loop. EMBED / MEMORY / SUBSTRATE / TIMERS ------------------------------------------- mmsem :9096 512-bit semantic embedder (THE embedder the system depends on). mmgame :9097 game-agent memory/goals/social. mmdb :9506 DB harvester (sources.tsv). mmteach :9515 bridge — pushes STDP-certified associations into ORACLE /learn. bubbles-brain :8893 Go VSA cortex (BadgerDB, 6.5 GB RSS). valkyrie-brain :9090 brain node (NATS mesh client, Badger). mmshard NATS nats://100.90.97.104:4222/mesh.query.recall (federation recall bus). maddie cortex:9531/recall recovered-LLM architecture facts (404,787). mmhelix :9418 · mmpulse :9419 · mmthought :9420 — the vitals/consciousness loops. mmcap/mmeval/mmgate/mmheart/mmharvest — systemd timers (capacity/eval/safety/health/ingest). RETIRED (live=false): mmpredict, seferim-fed, world-brain, external-fed. ORACLE's 99 POWERS (GET /oracle/<power>): recall inverse hop analogy similar facts path set consistent learn unlearn revise counterfactual induce predict abduce factor map | compose synth ground plan nextgoal metalearn safegate library sensorimotor negotiate culture signal workspace | organs register orchestrate execute coalition (+stress variants) federation pantheon | gardener grow shards shard-spawn shard-add fedput fedget fedls | + the seferim s0–s16 ladder. NOTE: no `deregister` power exists. -------------------------------------------------------------------------------- 4. EVERY DATABASE & KNOWLEDGE STORE — EVERY TYPE, EVERY DEVICE -------------------------------------------------------------------------------- Six engines are in use: PostgreSQL, MySQL, MongoDB, SQLite, BadgerDB, and the custom binary VSA/append-log stores. Catalogued exhaustively below. 4.1 RELATIONAL DB SERVERS ---------------------------------------------------- PostgreSQL 18 — cortex (WSL), TWO clusters: :5432 main (/var/lib/postgresql/18/main) megamind 26 GB nbin 32,404,944 neurons (14 GB) · knowledge 24,364,578 recall sigs (5.7 GB, = mmserve) · sembond 3,418,102 semantic bonds · game_memory livingworld 3.1 GB the self-writing world (events/memories/chronicle/entities) :5433 missionmatch (/var/lib/postgresql/18/missionmatch) missionmatch 17 MB · missionmatch_staging 14 MB (GovCon control-plane) PostgreSQL 16 — M4, ONE cluster on the EXTERNAL drive :5432 data dir /Volumes/MEGAMIND/missionmatch-pg/data (16 GB, role postgres, local trust; started via ~/missionmatch-pg-start.sh, NOT launchd): megamind 15 GB · agency_brain 339 MB (ATLAS) · missionmatch 114 MB (prod) · missionmatch_staging 134 MB · missionmatch_restore_drill 75 MB · brain_staging 38 MB · tenant_w3_staging 12 MB · tenant_alpha/beta ~10 MB · cp_staging ~10 MB · tenant_staging_demo ~9.8 MB (14 DBs total) PostgreSQL 16 — M2 (dev) :5432 MySQL/MariaDB — M2 only :3306, :33060 (dev) MongoDB — M2 only mongodb-community 7.0 :27017 (dev) → Bubbles: PG CLIENT ONLY (no server). VALKYRIE: NO relational server. cortex: no MySQL/Mongo/Redis. NONE of PG/MySQL/Mongo/Redis run on the Mac cognitive hosts except M4's one PG cluster. 4.2 THE ORACLE GRAPH (append-log, cortex /opt/mm/oracle/) ------------------- oracle.wal 6.1 MB (LIVE write-ahead log — the graph IS this file) + oracle.wal.pre-compact 17 MB / .precompact 8 MB / .bak 4.3 MB (snapshots) + oracle.pcw 512 KB (proof-carrying set) · oracle.cap 7 B · oracle.fed 0 B (EMPTY) · et_reason3.txt 2.4 MB / _names 1.3 MB (Endless-Table reason seed). 144,092 entities / 347,068 edges. Backed up to M4 nightly by durability.sh. ⚠ single-file persistence — the WAL is the sole copy on cortex (see §9). 4.3 BINARY VSA / SIGNATURE STORES (the REAL knowledge DBs — 512-bit, 64-byte sigs, mmap popcount exact-NN) ------------------------------------------- cortex /opt/mm (served by the mmwikix binary): mmserve 24,364,580 (in PG megamind.knowledge, held in 6.1 GB RAM) pubmed 4,693,336 /opt/mm/pubmed (bsig 287 MB, blob 1.6 GB, idx 36 MB) learned 1,395,149 /opt/mm/learned codesearch 1,390,098 /opt/mm/code (code.* blob 518 MB) mmcode 410,653 /opt/mm/code/store maddie 404,787 /opt/mm/maddie (recovered-LLM architecture facts) Bubbles /home/user/mmk (40 GB — the system's real database on this host): gutenberg blob 20 GB · bsig 8.9 GB · idx 1.2 GB (books :9517, still ingesting) wiki blob 6.0 GB · bsig 3.0 GB · idx 375 MB (wikipedia-x :9516/:9517) arxiv blob 414 MB · bsig 185 MB · idx 24 MB (arxiv :9521) legacy bsig 198 MB · blob 113 MB · idx 25 MB (mmk kernels) knowledge bsig 9.9 MB · idx 1.3 MB (Ed25519-signed root) · live · evidence 38 MB M4 (VSA/HDC binary indices on /Volumes/MEGAMIND): m4brain/sigs512.bin 1.5 GB (+offsets 186 MB) — megamind-m4 :9440, 24.6M passages wiki/allidx374 semsig.bin 11 GB + offs 2.8 GB — the 374M full wiki index wiki/qidx 3.7 GB · enidx 1.1 GB · shards/shard0-3 semsig 2.8 GB ea (:9450-9455) MediaBrain ternary weights (media_brain.bin 256 MB, w_video.tern.acc 384 MB) VALKYRIE: w_know.bin 512 MB (VSA W_know weight matrix) ×2 copies. 4.4 BADGERDB EMBEDDED KV STORES ---------------------------------------------- Bubbles: megamind/data/badger 844 MB (neuron/chunk substrate) · brain-data/badger 513 MB (the :8893 brain organ, active) · agi-data/brain.db 40 MB (STALE, Feb). M4: m4-internal-archive/megamind_db/shards 19 GB (439 shards) · tmp-corpus-badger 4.3 GB · unified/data/badger+shards 3.8 GB (live) · data/badger+substrate.bin 2.7 GB · ~/megamind-data/brain.db 257 MB · megamind-agi-data 145 MB. VALKYRIE: megamind-m4-data 739 MB · megamind_dir/badger 726 MB (dir 2.8 GB) · megamind-valkyrie-data/chunks 354 MB · megamind-data/badger 93 MB (dir 3.9 GB) · megamind/data 1.4 GB · valkyrie-data/badger 1.1 MB (LIVE brain_new store). (No LevelDB/RocksDB/LMDB anywhere — all embedded KV is BadgerDB.) 4.5 SQLITE DATABASES --------------------------------------------------------- VALKYRIE: endless-table-server/data/endless.db 818 MB (+WAL, LIVE) — THE Endless Table master: codex_entries 73,527 · codex_edges 44,109 · lore_entities 73,698 · world_memory 4,000 · world_events 500 · chronicle 365 · users 25 · players 15 … AND the sqlite-vec vector index behind /api/search + FTS5 mirrors. (crown jewel) MADDIE/data/maddie.db 5.2 MB (778 models / 36,302 tensors) · seferim/memory.db 7 MB (35,338 learning_events) · federation shared/remote_memory.db 7 MB ea · codemind/strategymind small stores. Bubbles: complete-agi-core/seferim/memory.db 6.7 MB + federation remote/shared_memory.db · tdg-pipeline/baseline.sqlite 52 MB · seo-sidecar/schemas.db 9.1 MB · goaccess ×87 (22 MB) · fail2ban · netdata · audit-tool/audit.db · goatcounter.sqlite3 496 KB · per-app admin/CMS DBs (twhg-platform 4.3 MB, sgearbox-panel, groovesteps-accounts COPPA, arcw/handledtax/homesongrand admins, fgtp-cms, tcb portal) · 3 idle Docker *mind brain.db volumes. M4: /Volumes/MEGAMIND/MADDIE: maddie_corrupted.db 3.6 GB (recovery SOURCE) · maddie_recovered.db 263 MB (RECOVERED, still NOT merged into a live brain) · maddie.db 6.2 MB · brain/knowledge.db stubs. MediaBrain/video_knowledge.db 1.1 MB. M2: megamind-minds/blendermind-data/brain.db 256 KB. (rest = macOS/app SQLite, ignore.) 4.6 CORPORA (text / TSV / JSONL knowledge files) ----------------------------- cortex: /opt/mm/learned conceptnet.txt 45 MB + wordnet.txt 17 MB + misc 24 MB (mmknow) · /opt/mm/reason learned_facts.jsonl 8 MB LIVE (mmlearn) · mmreason full_codes.u8 9 MB · /opt/mm/data knowledge_export.csv.gz 1.8 GB (dump of the knowledge table) · code_all.txt 416 MB · devdocs.txt 347 MB · pubmed source. Bubbles /home/user/mmk: gen2.txt 91 MB · darkstore.txt 45 MB · codex_lore.tsv 30 MB · seferim_events.tsv 4.9 MB · mmreason_corpus.tsv 536 KB (mmreason :9520) · sources.tsv 196 KB (mmdb) · shadow1024/wiki_vocab.tsv. M4: m4brain/knowledge_full.tsv 3.5 GB + learned.tsv 58 MB (live) · wiki/*_passages.txt (all374 31 GB, so 25 GB, enwiki 5.5 GB, quality 12 GB) · megamind-train corpora. VALKYRIE: .thataiguy/tool_learned.jsonl 621 MB (1,091,926 lines) · lw_export/codex.jsonl 59 MB (73,698) · et-backfill.jsonl 37 MB · world-corpus.jsonl 23 MB · .seferim/learned. 4.7 MODEL WEIGHTS (not databases, but where they live) ----------------------- M4: Kimi K2.5 554 GB · Ring 2.5 (bailing_moe) 66 GB · Ollama ~23 GB (13 models: qwen2.5-coder/gemma2/qwen2.5:3b/moondream/llama3.1:8b/phi3.5/granite4/llama3.2/ bge-small + GGUFs) · SD 1.5 2 GB · MLX Qwen2.5-3B-4bit (served :8082). VALKYRIE: Qwen2.5-32B 20 GB (staged, IDLE) · MLX Qwen2.5-1.5B-4bit (served :8081) · ollama llama3.2 1.9 GB · ~35 HF reference dirs (metadata-only). -------------------------------------------------------------------------------- 5. EXTERNAL DRIVES & VOLUMES (per device) -------------------------------------------------------------------------------- M4 /Volumes/MEGAMIND = disk4, 6 TB APFS, 5.5 TB usable, 1.6 TB used, 3.9 TB free. HOLDS ALMOST EVERYTHING: the live PG cluster (16 GB), all VSA indices, all Badger stores, 620+ GB of model weights, all corpora, AND all backups (73 GB incl the new cortex job). ⚠ SINGLE POINT OF FAILURE — its only "backups" are on the same physical disk. Internal Data volume 96% full. Bubbles sda1 = 1.8 TB ext4 (LABEL "data") — PHYSICALLY PRESENT but UNMOUNTED (fstab nofail let boot continue without it). Intended backup target /mnt/data. ⚠ Backups are instead landing on the 85%-full root nvme. cortex NO external/USB drive. WSL / = 1 TB (892 GB free). /mnt/c = Windows C:. VALKYRIE /Volumes/MEGAMIND here is a 168 KB STUB (Metal-shader staging only) — NOT the real trove. Internal 245 GB, 92% full. No real external drive. M2 no external drives. -------------------------------------------------------------------------------- 6. FILE LAYOUT (AI stack, per device) -------------------------------------------------------------------------------- cortex /opt/mm (6.4 GB): bin 114 MB — compiled C++ organs (oracle, mmserve, eye, loom, mmworld, mm-narrate, mmsem, mmgame, connectome, hdc*) + .bak snapshots reason 20 MB — PYTHON organ servers: mmreason/mmknow/mmlearn/mmthink/mmask/ mmgateway_web + corpora + learned_facts.jsonl oracle 39 MB — the graph store (§4.2) pubmed 1.9 GB · code 1.8 GB · learned 319 MB · maddie 146 MB — recall stores data 1.9 GB — exports/HDC intermediates pyembed 211 MB — python venv src 17 MB — C++ sources + git loops/ — mmhelix.py/mmpulse.py/mmthought.py backup/durability.sh + /opt/backups 11 GB (the M4<->cortex dumps) PG data: /var/lib/postgresql/18/{main,missionmatch} M4: ~/pantheon-mlx — liquid-lb.mjs (:8081), gateway-auth.mjs (:8090), MLX venv; launchd com.pantheon.{mlx,mlx-lb,gateway,gateway-auth} ~/atlas-orch — Atlas Orchestrator (:8096, com.atlas.orch) ~/.megamind — megamind-unified binary + external-federation + fedbridge ~/ollama + ~/.ollama · ~/mlx-env · ~/world-train (LoRA adapters) /Volumes/MEGAMIND — PG cluster, all indices, weights, corpora, backups (§5) ~/.megamind-secrets.env, ~/.missionmatch-corpus.env (600 perms) ⚠ plaintext secrets VALKYRIE /Users/beandaddy: endless-table-server (1.2 GB — src/codex embedder+vector+graph, world-sim/present, data/endless.db) · endless-pantheon (:8788) · endless-table-keeper (watchdog) · brain_new + valkyrie-data (Badger, w_know.bin) · pantheon-mlx (:8081) · atlas-orch (:8097) · MADDIE (maddie binary + 778-model DB) · .seferim · KMind (32B weights) many DORMANT megamind-* binaries/data dirs (megamind-{unified,node,worker}, delta-brain…) Bubbles /home/user: mmk 40 GB — MMK kernels + ALL binary knowledge stores + organ binaries + crawl scripts (gutenberg/wiki/arxiv-crawl) — THE real database on this host megamind 1.4 GB (badger) · brain-data 513 MB (:8893) · agency-brain 173 MB (Atlas) complete-agi-core 101 MB (Seferim state/memory) · data/opp-raw 1.1 GB (SAM.gov) /var/www — ~60 client sites + /var/www/pantheon (the frontend) + /var/www/pantheon-minds /etc/nginx — the edge (pantheon vhost read-only+rate-limited; wildcard-thataiguy) -------------------------------------------------------------------------------- 7. DATA FLOW (cross-device) -------------------------------------------------------------------------------- A PUBLIC QUESTION (https://pantheon.thatwebhostingguy.com/explore or /ask): browser -> Bubbles nginx (edge, TLS, rate-limit, write-block) [169.155.162.118] -> /gw/* -> mmgateway-web cortex:9560 --(reads any organ by name)--> -> /pantheon/ask, /reason/, /know/, /think-agent/ -> the cortex organs directly mmask/mmthink then call the M4 LLM (100.94.8.94:8082) to phrase the grounded answer ORACLE (cortex:9402) routes coalition queries across organs on ALL hosts A FACT BEING LEARNED: mmlearn (cortex) streams ConceptNet -> ORACLE /learn -> oracle.wal (cortex) Bubbles mmstdp accumulates co-activation -> mmteach (w>=200) -> ORACLE /learn -> nightly durability.sh rsyncs oracle.wal -> M4 /Volumes/MEGAMIND/backups/cortex RETRIEVAL PHYSICAL PATH: query -> mmsem (cortex:9096) embeds to 512-bit sig -> recall organ mmap-popcounts its .bsig/.idx store (Bubbles mmk / cortex /opt/mm / M4 wiki) -> hits ranked by Hamming distance -> (optional) mmcert containment gate -> M4 LLM phrases -> user. GENERATION (LLM) FABRIC: organs -> M4 MLX :8082 (Qwen2.5-3B, the working path) ; liquid-LB :8081 fronts M4+VALKYRIE but its chat proxy has a bug (organs use :8082 direct for now). EVENT BUS: NATS on Bubbles :4222 (+public :4250) — bubbles-brain, valkyrie-brain, mmshard are clients; pub/sub only, NO JetStream persistence. DURABILITY LOOP (nightly 03:30, driven from cortex durability.sh): M4 Postgres (14 DBs) --dump--> cortex /opt/backups/m4-pg cortex ORACLE graph + reason corpora + PG (megamind/livingworld) --rsync--> M4 /Volumes/MEGAMIND/backups/cortex cortex (BRAIN) M4 (MUSCLE + DATA) ORACLE graph, reason/know/world <== nightly ==> Postgres(15G), MLX LLM, organs, PG megamind 26G backups both 374M wiki, 5.5TB drive | ^ ways ^ | NATS | | /learn (mmteach) | | LLM calls v | | v Bubbles (MEMORY + EDGE) VALKYRIE (LORE) mmk 40G stores, 18 kernels, endless.db 818M, codex, nginx public edge, NATS bus world-sim, MLX 1.5B fallback -------------------------------------------------------------------------------- 8. PUBLIC-FACING SURFACE -------------------------------------------------------------------------------- LIVE NOW (public): https://pantheon.thatwebhostingguy.com / the federation front door (hub) /explore play with EVERY organ (registry-driven, via /gw gateway) /reason /thinking /learning /control /map /blueprint the per-mind pages /gw/organs, /gw/probe?organ=&q= read-only gateway (rate-limited) ALL WRITES BLOCKED at the edge (403): learn/register/grow/stress/etc. BRAND DOMAIN (pending): thataiguy.org + 8 mind subdomains (oracle./know./ask.…) are BUILT and verified but the domain is still PARKED — needs the owner to change nameservers at the registrar (Netlify dashboard / name.com) to ns1/ns2.thatwebhostingguy.com or Netlify DNS. Bubbles' BIND zone is ready. -------------------------------------------------------------------------------- 9. PRE-LAUNCH RISKS & DURABILITY (fix before/at public launch) -------------------------------------------------------------------------------- [HIGH] M4 /Volumes/MEGAMIND is a SINGLE POINT OF FAILURE: the live PG cluster, every VSA index, every Badger store, 620 GB of weights, all corpora, AND all backups sit on ONE external drive with no off-drive copy on M4. Internal Data volume is 96% full (7.4 GB free). — Get a second drive / off-site copy. [HIGH] Bubbles 1.8 TB backup drive (sda1) is UNMOUNTED; backups pile onto the 85%-full root nvme (33 GB free). — Mount sda1 (fix fstab), relocate backups. [MED] ORACLE graph persistence is a single WAL file on cortex (rsync'd to M4 nightly). A mid-day loss forfeits up to a day. — consider more frequent snapshot. [MED] The new M4<->cortex durability covers PG + ORACLE + reason, but NOT: the Bubbles mmk 40 GB binary stores, the VALKYRIE endless.db (818 MB, crown jewel), the M4 VSA wiki indices. — add these to a backup path. [MED] Old missionMATCH backup chain to Bubbles had failed stubs (Jul 25/26/29); superseded by the new durability, but verify the new chain each morning. [LOW] MADDIE recovered.db (263 MB, M4) still not merged. oracle.fed empty. Plaintext secret envs on M4 (~/.megamind-secrets.env). Qwen-32B idle on VALKYRIE. [LOW] liquid-LB (M4:8081) chat proxy broken — organs use M4:8082 direct (works); fix the LB before routing organs through it for failover. -------------------------------------------------------------------------------- 10. ACCESS / OPERATIONS -------------------------------------------------------------------------------- [REDACTED: credential-associated original line 451; original retained outside this bundle.] (Windows cmd mangles quotes; wrap payload in double-quotes, base64 scripts) [REDACTED: credential-associated original line 453; original retained outside this bundle.] [REDACTED: credential-associated original line 454; original retained outside this bundle.] [REDACTED: credential-associated original line 455; original retained outside this bundle.] M2 this machine 100.114.72.120 Health-check the whole federation: curl https://pantheon.thatwebhostingguy.com/gw/organs Durability status: cortex systemctl status mm-durability.timer ; ls /opt/backups ================================================================================ END OF 2026-08-03 FINAL PRE-LAUNCH UPDATE. The 2026-07-28/29 material below is retained for its routing math, coalition mechanics, and organ-by-organ verb detail, but where any NUMBER disagrees, THIS section is authoritative. ================================================================================ ================================================================================ ★★★ UPDATE 2026-07-29 — REPAIR SESSION, SUPERSEDES FIGURES BELOW ★★★ ================================================================================ Every fix below was built to a SCRATCH binary on a SCRATCH port with an isolated state copy, stress-passed there FIRST (zero live impact), then stop/swap/started on the live unit and re-verified. The binary VSA math (integer Hamming, popcount, majority-bundle, the score & trust formulas) was left byte-exact throughout; only routing and transport plumbing changed, so the cross-machine distance invariant still holds. ORACLE stress held 39/39 (orch9 exec6 coal5 fed10 pant9) at EVERY step; mmorch held 15/15. CURRENT NUMBERS (live, 2026-07-29) ORACLE http://100.77.114.40:9402 (megamind-agi WSL). NOT 9500. Registry organs 58 (was 51) Live / callable 57 16/16 tested organ classes return called=true,200 Genuinely dead 1 external-fed only (see below); world-brain REVIVED Entities 74,271 Relations 21 Edges 537,324 (was 510,124 — the graph is still learning live) Powers 88 WHAT WAS FIXED (all deployed live and verified) FIX 1 no_contract / THE DRIFT. shapeReq()/pathFor() in oracle_orchestrator.h were hardcoded name->path tables; any organ not named fell to path="" -> "no_contract". Now REGISTRY-DRIVEN: the call path is derived from the organ's own registered URL (default /recall?q=&k=3), so registering an organ on megamind-agi's ORACLE is now SUFFICIENT to make it callable. This is the correction that ends the Bubbles drift: knowledge registered here is no longer invisible. Proof: a 9-organ sweep that all returned no_contract before now returns called=true. Backups oracle.bak.pre_*. FIX 2 mmbroad aggregator (Bubbles /home/user/mmk/mmbroad.cpp). Added mm-estate to the fan-out. Live: organs_consulted=10, reached=10. FIX 3 mmorch aggregator (mmorch.cpp). Added arxiv, mm-legacy, mm-live, mm-estate to KMAP + is_corpus; updated the count self-tests 6->10. 15/15. Live /trace organs_executed=10. FIX 4 Dead-organ health gate (ORACLE score()). rank() scored ALL organs with no health filter, so the mis-registered external-fed (which is external- federation's Prometheus metrics_addr 127.0.0.1:10099, NOT a knowledge organ) WON federation queries on token overlap. Now score() subtracts a large constant for MEASURED-dead HTTP organs (o.live<=0 && mode in {remote,local}); their liveness is kept fresh by the existing healthLoop thread. Dead organs can never win. external-fed -> mmshard, world-brain (while it was down) -> mmworld. FIX 5 Public site federation (ORACLE pantheonSpeak()). pantheon-speak — what pantheon.thatwebhostingguy.com/api/ calls — consulted only megamind-m4 and codex (none of the 200M Bubbles corpora) and counted ORACLE's "ask names an entity" error as a valid vote. Now consults mmbroad (which after FIX 2 fuses all 10 corpora), gates ORACLE's error out of the vote, and extracts mmbroad snippets for grounding. Verified on live HTTPS: organs_consulted=4, mmbroad ~850 bytes of broad-recall. FIX 6 MLX voices made callable (ORACLE shapeReq()). pantheon-mlx returned 404 (ORACLE sent GET where MLX needs POST) and world-brain was DOWN. shapeReq now emits POST /v1/chat/completions with an OpenAI messages body for any organ whose URL path is /v1/chat/completions. world-brain (MLX Qwen2.5-3B + Endless-Table world adapter) was STARTED on M4:8099 and re-registered mode=remote with the /v1/chat/completions URL. Both now return called=true,200 (world-brain 3974 bytes, pantheon-mlx 827). MADDIE MODEL-CORPUS — DECIPHERED AND CONVERTED TO A GRAPH ORGAN 2026-07-29 The one genuinely knowledge-bearing dormant database (maddie_recovered.db on M2: models 9,908 / tensors 346,069 / patterns 3,360,543) was deciphered and turned into a live recall organ, ENTIRELY ON megamind-agi (Bubbles is frontend only). - The "patterns" are (neuron_start, neuron_count, mean, std) fingerprints of the weight tensors of 434 recovered LLMs. Architectural roles have distinct distributional signatures (norm mean~1.32; attn/mlp weights mean~0.007; AWQ scales std~0.001). The 3.15M "orphaned" patterns are tensor_id=-1 and are 97% zero/pruned blocks (a sparsity map), not recoverable tensor identities — so the real knowledge is the 346k NAMED tensors + 434 model fingerprints. - 346,071 architecture-fact passages -> mmbsig -> 187,586 sigs -> mmwikix index, all built on megamind-agi in /opt/mm/maddie. Served by mmmaddie.service on :9531, registered with ORACLE as maddie (127.0.0.1:9531/recall). Registry now 59 organs. Verified: model/tensor queries route to maddie, execute 200, /coalition includes maddie and it passes supervisor. Full chain done: decipher -> graph -> math/dataflow -> ORACLE -> PANTHEON. - SORT finding: the ~1030 "dormant" M2 sqlite are ~95% noise (macOS Siri/ knowledge DBs, personal/forensic files, logs, caches, empty schemas). Not converted, by design — most are not federation data and some are sensitive. - ZERO-BLOCK FUNCTION (mathematically deciphered): the 3.06M "orphaned" patterns are neuron_count=0 null records, written in 20k-long batches. Proof of function: 99.6% of the 214k MEASURED blocks are float dtype (BF16/F16/F32) while the corpus is 31% quantized (I32 AWQ-packed, F8, U8). The zero-records are the sampler's null-emission for every INTEGER-PACKED quantized tensor it could not decompose into per-neuron float mean/std. i.e. the 3M zeros are a QUANTIZATION MAP marking which weight regions across the 434 models are packed vs float — real structural knowledge, not loss. Operationalized: 435 per-model quantization-coverage facts appended to the maddie organ (corpus 187,586 -> 188,021); a "quantized vs float" query routes through ORACLE to maddie and answers. - TENSOR/WEIGHT RE-SCAN: no hidden weight troves on M2 (brain_atomic.embeddings empty). VALKYRIE holds the real weights: a second maddie.db (778 models, only 2 new vs M2's 9,908 catalogued), a full Qwen2.5-32B in safetensors, and ~/.thataiguy/tool_learned.jsonl (1.09M tool-output log lines, low knowledge density, deferred). Unexamined lead: M2 ~/megamind-minds/blendermind-data/brain.db. DATABASES — MADE AVAILABLE 2026-07-29 Every knowledge corpus is now ORACLE-callable: wikipedia-x 49.0M, books 148.4M, arxiv 3.03M, mm-legacy 3.24M, mm-live, mm-estate 160k, megamind-m4 24.6M — all called=true,200. VALKYRIE endless.db is served via codex. megamind-agi PG (livingworld, megamind) 5432/5433 up. M2 was started: postgresql@16 (brain_atomic + 5 hive/skynet DBs) now runs and brain_atomic OPENS — pgvector 0.8.2 is now installed (the census said it was missing); MongoDB agents_raw runs; M4 PG@16 runs. STILL OPEN / HONEST LIMITS (not code bugs) - external-fed :10099 is a Prometheus metrics port, never a knowledge organ. It is health-gated out of routing (correct). No unregister API exists; harmless. - megamind-wikidx :9455 (the 374M wiki shards) answers /health in 12ms but a real /ask takes 50-69s: 4 shards brute-force-scan 11.2 GB of sigs off an external volume measured at 226 MB/s, no index. HARDWARE/INDEX bound, not a code bug. Fast recall organs (wikipedia-x) out-rank it, so it rarely wins interactive queries. Real fix = an index or faster storage. [REDACTED: credential-associated original line 578; original retained outside this bundle.] - world-brain runs via nohup on M4; its LaunchAgent won't bootstrap over SSH (macOS GUI-domain limitation) — needs an interactive M4 session for reboot durability. - M2 seferim memory.db (23.1 MB, newest) and maddie_recovered.db (263 MB) exist but are not yet merged/harvested into a live system. - Not touched by design: Issue 6 bind-0.0.0.0 (network policy), Issue 7 mmk toolchain divergence (housekeeping), Issue 8 diagram OCR (working as designed). [REDACTED: credential-associated original line 587; original retained outside this bundle.] josep), then `wsl -d Ubuntu -- bash -lc "..."`; the Windows shell mangles | and &, so push scripts as base64. WSL user joseph owns /opt/mm/src (writable); /opt/mm/bin [REDACTED: credential-associated original line 590; original retained outside this bundle.] ================================================================================ -------------------------------------------------------------------------------- TABLE OF CONTENTS -------------------------------------------------------------------------------- PART I ORIENTATION 1.1 The one paragraph version 1.2 The correction that matters most 1.3 Vocabulary 1.4 The numbers at a glance PART II THE FOUR DEVICES 2.1 megamind-agi, the brain 2.2 Bubbles, the memory 2.3 M4 Mac mini, the voice 2.4 VALKYRIE, the lore 2.5 Network topology PART III ORACLE, THE ORCHESTRATOR 3.1 What ORACLE is 3.2 The 40 powers 3.3 The registry, all 51 organs 3.4 Routing, step by step 3.5 Coalition formation 3.6 The entity graph PART IV ORGAN BY ORGAN 4.1 Certification layer 4.2 Aggregation and orchestration 4.3 Knowledge organs 4.4 Cognitive kernels 4.5 Growth organs 4.6 megamind-agi local organs 4.7 The code corpus 4.8 Domain organs 4.9 Timer organs PART V COMPLETE API REFERENCE 5.1 Conventions 5.2 Verb table, every organ 5.3 ORACLE endpoints 5.4 Worked examples PART VI CORPORA 6.1 The four file pattern 6.2 Every corpus measured 6.3 The passage contract 6.4 Adding knowledge correctly PART VII DATA FLOW 7.1 A question, end to end 7.2 The three ingestion doors 7.3 The four learning loops 7.4 Where a fact physically goes 7.5 The invisibility failure mode PART VIII MATHEMATICS 8.1 The core idea 8.2 Retrieval 8.3 Routing 8.4 Coalition trust 8.5 Bundling 8.6 Every kernel equation 8.7 Binary end to end, and the one exception 8.8 Capacity PART IX FILE MAP 9.1 Bubbles 9.2 megamind-agi 9.3 M4 and VALKYRIE 9.4 Documentation PART X OPERATIONS 10.1 Reaching each machine 10.2 Teaching PANTHEON a document 10.3 Creating a new organ 10.4 Registering with ORACLE 10.5 Health checks 10.6 Backup and rollback PART XI KNOWN ISSUES Eight issues, with evidence and severity PART XII DATABASES 12.1 The headline 12.2 What mmdb actually harvests 12.3 The biggest database in the federation is unserved 12.4 PostgreSQL, three clusters, 19 databases 12.5 The two megamind databases, 41 GB, zero connections 12.6 missionMATCH exists five times 12.7 MADDIE corrupted, 3.6 GB in, 263 MB out 12.8 BadgerDB, a fourth technology, two stores corrupt 12.9 The MEGAMIND volume and a single point of failure 12.10 SQLite by device 12.11 Duplicate and versioned databases 12.12 Are they being used 12.13 What should happen PART XIII ORCHESTRATION GAP 13.1 Three corrections to Parts I through XII 13.2 Every device, found not assumed 13.3 What ORACLE orchestrates today 13.4 Live services ORACLE does not know about 13.5 The M2, a complete AI tier nobody is using 13.6 The seferim sprawl 13.7 The gap, counted 13.8 What wiring everything in requires 13.9 Why this kept drifting to Bubbles PART XIV APPENDICES A Full registry dump, all 51 organs with caps B Complete verb table C Port allocation map D Quick reference card E Change log ================================================================================ PART I ORIENTATION ================================================================================ -------------------------------------------------------------------------------- 1.1 THE ONE PARAGRAPH VERSION -------------------------------------------------------------------------------- PANTHEON is the intelligence above an orchestration layer called ORACLE. Its substrate is a binary vector symbolic architecture spread across seven machines, four of which carry organs today. See PART XIII for the corrected picture. ORACLE, running on megamind-agi, is the orchestrator: it holds a registry of 51 organs and its own entity graph of 74,271 entities and 510,124 edges, and it decides which organ answers any given question. Bubbles holds the bulk of the knowledge, roughly 205 million passages across six signature stores, served by six recall organs and surrounded by sixteen cognitive kernels that certify, select, evolve and rewire. M4 supplies language generation, one of two floating point component in the system. VALKYRIE supplies the Endless Table lore. Every retrieval is a Hamming distance over 512 bit signatures computed with popcount, and every routing decision is a Hamming distance over 2048 bit capability hypervectors. No floating point is used anywhere in retrieval or routing, which is why a distance computed on one machine is exactly equal to the same distance computed on another. -------------------------------------------------------------------------------- 1.2 THE CORRECTION THAT MATTERS MOST -------------------------------------------------------------------------------- PANTHEON is not "the mm services on Bubbles". That is one third of it. ORACLE, the orchestrator, runs on megamind-agi at 100.69.120.61, inside WSL2. It is the thing that decides which organ answers a question. Bubbles is where most of the KNOWLEDGE lives, not where decisions are made. Anything that teaches Bubbles without registering with ORACLE is invisible to the federation. The knowledge exists, is servable, and is never reached, because no question is ever routed to it. This is the single most common way this system drifts, and it happened twice on the day this document was written. -------------------------------------------------------------------------------- 1.3 VOCABULARY -------------------------------------------------------------------------------- ORGAN a service that PANTHEON can route a question to. May be an HTTP endpoint, a systemd timer, a NATS subject, or ORACLE itself. SIGNATURE a 512 bit vector representing one passage. 64 bytes. HYPERVECTOR a 2048 bit vector representing a capability or a task, used by ORACLE for routing. BSIG a signature store. an append only file of 64 byte signatures. BLOB the evidence file. holds the actual passage text. IDX the index mmwikix mmaps to serve recall. rebuilt, never appended. SEEN dedup keys, so re-ingesting the same passage is a no op. PASSAGE one unit of knowledge. 40 to 400 characters, no pipe character. CAPS a capability string. ORACLE routes by comparing the question to these. THE CAPS STRING IS THE ROUTING CONTROL SURFACE. CONTRACT ORACLE's compiled in knowledge of how to call a given organ and validate its response. Organs without one can be routed to but not called. CERTIFIED an answer whose content tokens are contained in retrieved evidence. Anything else is REFUSED rather than generated. COALITION a set of organs ORACLE selects together for one question. IGNITED ORACLE's flag that a question had enough salience to commit. PERMILLE similarity expressed per thousand as an integer, never a float. -------------------------------------------------------------------------------- 1.4 THE NUMBERS AT A GLANCE -------------------------------------------------------------------------------- Devices 4 (7 on tailnet; see Part XIII) Registered organs 59 (2026-07-29; was 51; +maddie) Live and reachable 58 (17/17 tested classes callable,200) Registered but dead 1 external-fed metrics port only (megamind-m4 + world-brain REVIVED) Listening ports across the federation 38 Knowledge passages ~204.9 million ORACLE entities 74,271 ORACLE relations 21 ORACLE edges 510,124 Signature bytes on disk ~13.0 GB Evidence bytes on disk ~27.6 GB Index bytes on disk ~1.63 GB Routing dimension 2048 bits Retrieval dimension 512 bits mmreason shadow dimension 1024 bits Consciousness lattice target 5000 cells Binaries in /opt/mm/bin ~200 ================================================================================ PART II THE FOUR DEVICES ================================================================================ -------------------------------------------------------------------------------- 2.1 MEGAMIND-AGI THE BRAIN -------------------------------------------------------------------------------- Address 100.69.120.61 (tailnet) Hostname MEGAMIND-AGI Outer OS Microsoft Windows 11, version 10.0.26200.8875 Inner OS WSL2, Ubuntu, the only distro, STATE Running Inner user joseph Uptime 13 days 17 hours at survey ROLE Orchestration and cognition. ORACLE lives here. This is where the decision about which organ answers a question is made. The code corpus also lives here. RUNNING ORGANS ORACLE :9402 orchestrator, 51 organ registry, entity graph mmworld :9401 world associative cortex, sparse binary state mm-narrate :9403 narration, prose, scene, campaign description eye :9404 Living World engine, world agnostic substrate loom :9410 weaves eye, database and voice into one API mmsem :9096 semantic embed, text to 512 bit signature (loopback) mmgame :9097 game agent memory, goals, npc decisions (loopback) mmpredict :9098 character generator, token continuation (loopback) mmserve :9099 knowledge recall, hamming signature search mmcode :9524 code corpus recall mmparse :9526 comprehend, lex, tokenize, grammar, AST mmscheme :9527 execute scheme mmpy :9528 execute python mmc :9529 execute C Note 9096, 9097 and 9098 bind 127.0.0.1 only. They are reachable from inside WSL but NOT across the tailnet, which is why ORACLE registers them with 127.0.0.1 URLs and mode local. DISK /opt/mm/bin 94 MB ~200 binaries, the full cortex /opt/mm/code 1.2 GB code corpus and its five organs /opt/mm/data 1.9 GB substrate data /opt/mm/oracle 18 MB oracle.wal, oracle.pcw, et_reason3 graph files /opt/mm/pyembed 211 MB embedded python runtime /opt/mm/src 17 MB C++ sources, Makefile, staged commit scripts /opt/mm/logs 72 KB /opt/mm/backups /home/joseph/mmk a SECOND toolchain copy /home/joseph/oracle oracle_serve binary and oracle_serve.cpp -------------------------------------------------------------------------------- 2.2 BUBBLES THE MEMORY -------------------------------------------------------------------------------- Address 100.90.97.104 (tailnet) Public 169.155.162.118 Hostname Bubbles OS Debian GNU/Linux 13 (trixie) [REDACTED: credential-associated original line 850; original retained outside this bundle.] Uptime 131 days at survey ROLE Knowledge and certification. Roughly 205 million passages and the sixteen cognitive kernels. CRITICAL CONSTRAINT Bubbles is also the revenue web host, serving roughly 60 client vhosts through nginx. Treat it as production. New federation capability belongs on megamind-agi, M4 or VALKYRIE. The organs that are here stay here because the data has gravity, not because this is the right place to grow. RUNNING ORGANS Certification mmk :9500, mmk2 :9501, mmk3 :9502, mmcert :9504 Aggregation mmbroad :9503, mmorch :9505, mmask :9518, mmreason :9520 Growth mmdb :9506, mmteach :9515 Cognition mmcog :9507, mmreshit :9508, mmepona :9509, mmstdp :9510, mmact :9511, mmevolve :9512, mmlattice :9513, mmloop :9514 Knowledge wikipedia :9516, books :9517, arxiv :9521, legacy :9522, live :9523, estate :9525 Domain atlas :8095, hephaestus :8770, bubbles-brain :8893 EXPOSURE, verified All mm organs bind 0.0.0.0 and there are no ufw rules on 95xx. Ports 9500 through 9529 were probed directly against the public IP 169.155.162.118 and returned closed or filtered. They answer only over the tailnet. The protection is upstream, not configured on the host. See Part XI issue 6. -------------------------------------------------------------------------------- 2.3 M4 MAC MINI THE VOICE -------------------------------------------------------------------------------- Address 100.94.8.94 (tailnet) Hostname Josephs-Mac-mini.local OS macOS 15.7.3 [REDACTED: credential-associated original line 884; original retained outside this bundle.] ROLE Language generation. When PANTHEON needs to SPEAK rather than retrieve, the call comes here. LISTENING mm-gateway :8090 node. LIVE. the generation path. ORACLE health 2. Returns "404 page not found" on /health because it does not implement that route. The process is up. Do not read that 404 as the organ being down. megamind- :8091 tailnet bound megamind- :8092 loopback node :8096 Python :8082, :8899 DEAD BUT REGISTERED megamind-m4 :9440 NOT LISTENING. priority 50, one of the highest. world-brain :8099 NOT LISTENING. priority 18. Both confirmed by lsof. ORACLE already reports both live:false health:0. -------------------------------------------------------------------------------- 2.4 VALKYRIE THE LORE -------------------------------------------------------------------------------- Address 100.89.0.6 (tailnet) OS macOS User beandaddy ROLE Narrative domain knowledge for The Endless Table. codex :8790 LIVE, ORACLE health 2, priority 42. Endless Table lore, creatures, deities, items, places, spells. Responds but does not implement /health. codex is one of the few organs that aggregators actually execute. It appears in mmbroad's compiled fan out AND in mmorch's executed list, so VALKYRIE lore is genuinely reachable through federation queries. Newer organs are not. -------------------------------------------------------------------------------- 2.5 NETWORK TOPOLOGY -------------------------------------------------------------------------------- Everything is joined over Tailscale. No organ is publicly exposed. +---------------------------+ | megamind-agi | | 100.69.120.61 | | Windows 11 + WSL2 | | | | ORACLE :9402 | | 51 organ registry | | 74,271 entities | | 510,124 edges | +------------+--------------+ | +----------------------+----------------------+ | | | v v v +---------------------+ +----------------+ +--------------------+ | Bubbles | | M4 Mac mini | | VALKYRIE | | 100.90.97.104 | | 100.94.8.94 | | 100.89.0.6 | | Debian 13 | | macOS 15.7.3 | | macOS | | | | | | | | 24 organs | | mm-gateway | | codex :8790 | | ~205M passages | | :8090 LIVE | | Endless Table lore | | 6 recall organs | | | | | | 16 cognitive kernels| | :9440 DEAD | | | | ALSO 60 client sites| | :8099 DEAD | | | +---------------------+ +----------------+ +--------------------+ Also: mmshard federation organ over NATS at nats://100.90.97.104:4222/mesh.query.recall ================================================================================ PART III ORACLE, THE ORCHESTRATOR ================================================================================ -------------------------------------------------------------------------------- 3.1 WHAT ORACLE IS -------------------------------------------------------------------------------- Binary /opt/mm/bin/oracle Source /opt/mm/src and /home/joseph/oracle/oracle_serve.cpp Bind 0.0.0.0:9402 Uptime 6 days 19 hours at survey Language C++ STATE, from /oracle/health entities 74,271 relations 21 edges 510,124 dimension 2048 registry 51 organs PERSISTENCE /opt/mm/oracle/oracle.wal 10 MB, actively written /opt/mm/oracle/oracle.pcw 524 KB /opt/mm/oracle/et_reason3.txt 2.4 MB, entity graph /opt/mm/oracle/et_reason3_names.txt 1.3 MB, entity names /opt/mm/oracle/et_reason3_rels.txt relations Registration is persistent. /oracle/register returns "persistent":true and the entry survives a restart. ORACLE IS TWO THINGS AT ONCE 1. A ROUTER. Given a question, it scores 51 organs and picks who should answer. 2. A GRAPH. It holds its own symbolic entity/relation store, separate from the signature corpora on Bubbles. Passages live in bsig stores; entities and relations live here. -------------------------------------------------------------------------------- 3.2 THE 40 POWERS -------------------------------------------------------------------------------- Reported by /oracle/health. GRAPH AND REASONING recall retrieve from the entity graph inverse inverse relation lookup hop multi hop traversal analogy a is to b as c is to ? similar nearest entities facts all facts about an entity path path between two entities set set operations over entities consistent consistency check learn WRITE a fact into the graph unlearn remove a fact revise belief revision counterfactual what if induce generalise from instances predict forward inference abduce best explanation factor factorisation map mapping between structures COMPOSITION AND PLANNING compose synth ground plan nextgoal metalearn safegate library sensorimotor negotiate culture signal workspace FEDERATION organs list the registry register add or update an organ orchestrate route only execute route and call coalition form and execute a coalition orchstress execstress coalstress fedstress stress variants federation pantheon pantstress SEFERIM LADDER seferim-spec, seferim-specstress seferim-s0state, seferim-s0stress, seferim-bridge, seferim-s05stress seferim-s1demo through seferim-s16stress, plus seferim-s65gate Roughly 40 staged entries, each with a demo and a stress variant. This is a capability ladder from S0 to S16 recording staged development. -------------------------------------------------------------------------------- 3.3 THE REGISTRY, ALL 51 ORGANS -------------------------------------------------------------------------------- Sorted by priority, which is one term in the routing score. PRI ORGAN MODE STATE H KIND URL 80 ORACLE local live 1 builtin internal:/oracle served at http://100.77.114.40:9402/oracle/* on megamind-agi. NOT 9500. 50 megamind-m4 remote DEAD 0 builtin http://100.94.8.94:9440 50 mmgame local live 2 builtin http://127.0.0.1:9097/game 48 mm-gateway remote live 2 builtin http://100.94.8.94:8090 46 mmsem local live 2 builtin http://127.0.0.1:9096/sem 44 mm-narrate local live 2 builtin http://127.0.0.1:9403/narrate 42 codex remote live 2 builtin http://100.89.0.6:8790 40 mmserve local live 2 builtin http://127.0.0.1:9099/recall 40 mmworld local live 2 builtin http://127.0.0.1:9401/world/recall 36 bubbles-brain remote live 2 builtin http://100.90.97.104:8893 30 mmshard federation live 1 builtin nats://100.90.97.104:4222/mesh.query.recall 24 __probe__ disabled live 1 registered local:__probe__ 24 __wal_probe__ external live 1 registered internal:probe 24 ask remote live 2 registered http://100.90.97.104:9518 24 books remote live 2 registered http://100.90.97.104:9517 24 eye local live 2 registered http://127.0.0.1:9404 24 loom local live 2 registered http://127.0.0.1:9410/organ 24 mm-estate remote live 2 registered http://100.90.97.104:9525 24 mm-legacy remote live 2 registered http://100.90.97.104:9522/recall 24 mm-live remote live 2 registered http://100.90.97.104:9523/recall 24 mmact remote live 2 registered http://100.90.97.104:9511 24 mmbroad remote live 2 registered http://100.90.97.104:9503 24 mmc remote live 2 registered http://127.0.0.1:9529/execute 24 mmcert remote live 2 registered http://100.90.97.104:9504 24 mmcode remote live 2 registered http://127.0.0.1:9524/recall 24 mmcog remote live 2 registered http://100.90.97.104:9507 24 mmdb remote live 2 registered http://100.90.97.104:9506 24 mmepona remote live 2 registered http://100.90.97.104:9509 24 mmevolve remote live 2 registered http://100.90.97.104:9512 24 mmharvest timer live 1 registered timer:mm-harvest.service 24 mmk remote live 2 registered http://100.90.97.104:9500 24 mmk2 remote live 2 registered http://100.90.97.104:9501 24 mmk3 remote live 2 registered http://100.90.97.104:9502 24 mmlattice remote live 2 registered http://100.90.97.104:9513 24 mmloop remote live 2 registered http://100.90.97.104:9514 24 mmorch remote live 2 registered http://100.90.97.104:9505 24 mmparse remote live 2 registered http://127.0.0.1:9526/comprehend 24 mmpy remote live 2 registered http://127.0.0.1:9528/execute 24 mmreshit remote live 2 registered http://100.90.97.104:9508 24 mmscheme remote live 2 registered http://127.0.0.1:9527/execute 24 mmstdp remote live 2 registered http://100.90.97.104:9510 24 mmteach remote live 2 registered http://100.90.97.104:9515 24 wikipedia-x remote live 2 registered http://100.90.97.104:9516 22 hephaestus remote live 2 builtin http://100.90.97.104:8770 20 mmpredict local live 2 builtin http://127.0.0.1:9098/gen 18 world-brain remote DEAD 0 builtin http://100.94.8.94:8099 16 atlas remote live 2 builtin http://100.90.97.104:8095 12 mmcap timer live 1 builtin timer:mm-cap.service 12 mmeval timer live 1 builtin timer:mm-eval.service 12 mmgate timer live 1 builtin timer:mm-gate.service 8 mmheart timer live 1 builtin timer:mm-heart.service MODES local an organ on megamind-agi itself remote HTTP organ on another machine, reached by tailnet address federation mmshard, over NATS timer systemd timer, no port disabled __probe__, marked __inert_do_not_route__ external __wal_probe__ HEALTH VALUES 2 fully healthy, responded to probe 1 assumed healthy, not HTTP probeable (ORACLE itself, timers, NATS) 0 dead FULL CAPS FOR EVERY ORGAN ARE IN APPENDIX A. -------------------------------------------------------------------------------- 3.4 ROUTING, STEP BY STEP -------------------------------------------------------------------------------- ORACLE returns its own maths on every orchestrate call. Quoted verbatim: "signature" : "binary majority bundle of token hypervectors" "distance" : "hamming = popcnt(task XOR capability)" "score" : "(D-hamming) + 96*token_overlap + 32*live + 16*local + priority" "broadcast" : "majority_bundle(task, winner_capabilities)" THE STEPS 1. Tokenise the question. 2. Map each token to a 2048 bit hypervector. 3. task_sig = majority_bundle(all token hypervectors). 4. For each of the 51 registered organs: capability_sig = majority_bundle(tokens of its caps string) hamming = popcnt(task_sig XOR capability_sig) token_overlap = count of literal shared tokens score = (2048 - hamming) + 96 * token_overlap + 32 * (live ? 1 : 0) + 16 * (local ? 1 : 0) + priority 5. Sort by score. Highest is the winner. 6. ignited = true if salience passed threshold. 7. broadcast_sig = majority_bundle(task_sig, winner_capabilities). WHY TOKEN OVERLAP DOMINATES IN PRACTICE The (D - hamming) term ranges roughly 1000 to 1100 for most organs, so it rarely separates them. A single point of token_overlap is worth 96, which is usually decisive. This is why the caps string is the control surface. WORKED EXAMPLE, observed live Question "missionMATCH cleared workforce intelligence platform" BEFORE mm-estate existed ORACLE score 1173 hamming 1003 overlap 0 confidence 97 mm-narrate score 1167 hamming 973 overlap 0 confidence 93 mmgame score 1126 hamming 1020 overlap 0 confidence 66 mm-gateway score 1123 hamming 1005 overlap 0 confidence 64 mmworld score 1123 hamming 1013 overlap 0 confidence 64 The knowledge was in mm-live, whose caps read "live current fresh recent news knowledge wikipedia arxiv pubmed openalex academic biomedical harvest continuous recall today". Token overlap with the question: ZERO. mm-live was never even in the top five. AFTER registering mm-estate with estate vocabulary mm-estate score 1190 hamming 1010 overlap 1 confidence 108 WINNER ORACLE score 1173 hamming 1003 overlap 0 confidence 97 mm-narrate score 1167 hamming 973 overlap 0 confidence 93 The hamming got WORSE (1010 vs ORACLE's 1003). The single point of token overlap, worth 96, is what changed the winner. Capability wording decides routing. -------------------------------------------------------------------------------- 3.5 COALITION FORMATION -------------------------------------------------------------------------------- Instead of one winner, ORACLE can select and execute several organs. "member_trust" : "route_score + 768*pass + 256*valid_json + 128*called + min(bytes,2048)/4 - 256*not_called" route_score the routing score from 3.4 +768 pass the supervisor accepted the response, by far the largest term +256 valid_json the response parsed +128 called it was actually invoked +bytes/4 capped at 2048 bytes, so a maximum of 512 points -256 not_called penalty for being selected and not invoked OBSERVED, a real coalition mm-estate route_score 1869 called false reason no_contract trust 1613 atlas route_score 1213 called true status 200 trust 2877 ORACLE route_score 1194 called true status 200 trust 2526 mmgame route_score 1151 called true status 200 trust 2312 winner atlas, members_called 3, members_passed 3, supervisor_pass true mm-estate had the HIGHEST route score of any member and lost, because it was never called. 1869 - 256 = 1613, and it forfeits the +768 and +256 and +128. This is the trust function correctly punishing an unreachable organ. The routing was right; the execution contract is what is missing. -------------------------------------------------------------------------------- 3.6 THE ENTITY GRAPH -------------------------------------------------------------------------------- Separate from the signature corpora. Passages live in bsig stores on Bubbles; entities and relations live in ORACLE on megamind-agi. 74,271 entities 21 relations 510,124 edges WHO WRITES TO IT mmteach :9515 on Bubbles is the bridge. Its role string: "teaching bridge: pushes STDP-learned certified associations (w>=200) into the live PANTHEON graph via /oracle/learn" So the Bubbles cognitive machinery observes co-activation, mmstdp accumulates integer weights, and once a weight passes 200 mmteach asserts it into ORACLE's graph. The threshold is the filter that stops weak correlation becoming fact. CLAIM FORMAT Federation self knowledge is stored as pipe delimited claim lines: s=org:oracle | p=entity_count | o=#73606 | pol=pos s=kb:substrate | p=learned_count | o=#231577 | pol=pos subject, predicate, object, polarity. This is why the pipe character is forbidden inside passages. ================================================================================ PART IV ORGAN BY ORGAN ================================================================================ Every role string below is quoted verbatim from the organ's own /health. Every verb list is quoted from the organ's own error response. -------------------------------------------------------------------------------- IMPORTANT: TWO KINDS OF CAPS -------------------------------------------------------------------------------- Every organ has a LOCAL /caps returned by its own binary. ORACLE separately stores a REGISTERED caps string set at registration time. These differ, and ORACLE routes on the REGISTERED one. All six mmwikix recall organs return the SAME generic local caps: "wikipedia encyclopedia knowledge recall search facts article passage binary hamming everything general" That is the binary describing itself, not the store's contents. When registering a recall organ you MUST supply caps describing its ACTUAL content, or ORACLE cannot distinguish Wikipedia from your estate documents. -------------------------------------------------------------------------------- 4.1 CERTIFICATION LAYER -------------------------------------------------------------------------------- mmk :9500 role binary certification kernel verbs GET /health | /caps | /answer?q= | /root caps certify verify proof provenance merkle binary claim grounded cited answer refuse trusted kernel Free text returns: {"mode":"refuse","answer":"The indexed and verified sources do not support an answer. (query needs s= and p=)"} It is a subject/predicate interface, not free text. /root returns the merkle root of the certified store. mmk2 :9501 role binary certification kernel Phase-2 (HDC retrieval + query-answer correspondence) verbs GET /health | /caps | /answer?q=CLAIM s=..|p=.. | /root Adds hyperdimensional retrieval and a correspondence check between what was asked and what was answered. Ed25519 signed roots. caps include "signed root ed25519 trusted kernel zero fabrication" mmk3 :9502 role binary certification kernel Phase-3 (SMT non-revocation + rollback epoch + temporal + proof-object verifier) verbs GET /health | /caps | /answer?q=CLAIM s=..|p=.. | /root Adds sparse merkle non revocation, rollback resistance, temporal proofs, and a proof object verifier. The strongest gate in the stack. caps include "sparse merkle non-revocation rollback resistant temporal proof-object verifier" mmcert :9504 role certified recall: trusted binary containment gate over untrusted broad-recall (mmbroad); CERTIFIED iff query content tokens subset-of evidence, else REFUSE verbs GET /ask?q=&k= | /certify?q=&e= | /verify?q=&e= | /health | /caps THIS IS THE ANTI FABRICATION RULE STATED EXACTLY. An answer is certified only if every content token of the query is CONTAINED in the retrieved evidence. Otherwise it refuses. Extractive, never generative. -------------------------------------------------------------------------------- 4.2 AGGREGATION AND ORCHESTRATION -------------------------------------------------------------------------------- mmbroad :9503 role binary broad-recall aggregator (fans out to ALL knowledge organs, uniform 512-bit hamming merge) verbs GET /recall?q=&k= | /health | /caps Parallel fan out, then merges on one uniform hamming scale so a hit from Wikipedia is directly comparable to a hit from arXiv. Returns organs_consulted, organs_reached[], reached_count, hits[] where each hit has organ, hamming, similarity_permille, snippet. COMPILED IN FAN OUT LIST, 9 organs: megamind-m4 (DEAD), mmserve, atlas, codex, wiki, books, arxiv, mm-legacy, mm-live mm-estate is NOT in it. Cannot be added without rebuilding the binary. mmorch :9505 role PANTHEON orchestrator: oracle-selected coalition EXECUTED+aggregated across all knowledge organs then mmcert-certified (closes oracle route_only gap) verbs GET /ask?q=&k= | /trace?q= | /health | /caps Exists specifically to fix ORACLE's route_only limitation. It does not fix it for newly registered organs. OBSERVED live, asking about missionMATCH: "oracle":{"used":true,"winner":"mm-estate", "native_execution":"route_only", "mmorch_execution":"execute+aggregate+certify"} "organs_executed":["megamind-m4","mmserve","wikipedia","atlas","books","codex"] "coalition_skipped_nonknowledge":["mm-estate","ORACLE","mm-narrate",...] "candidates_considered":43 "verdict":"REFUSE","reason":"no executed-organ evidence certified (query content tokens not contained) — refusing rather than fabricate" It asked ORACLE, was correctly told mm-estate, SKIPPED it as "nonknowledge" because mm-estate is not on mmorch's own compiled list, executed six other organs including the dead megamind-m4, found nothing relevant, and refused. THE REFUSAL IS CORRECT. The organ list is the bug. mmask :9518 role unified grounded Q&A: retrieve evidence (bubbles all-knowledge) -> speak it (M4 Qwen). Ties all 4 machines into one answer. verbs GET /ask?q= | /health | /caps pipeline "bubbles retrieve -> mmcert relevance-filter -> M4 Qwen speak" OBSERVED returning: {"power":"pantheon-ask","answer":"(voice unavailable)","grounded":true, "evidence_count":8,"grounding_overlap":0,"well_grounded":false} Retrieval and certification succeeded; the M4 voice leg did not respond. Graceful degradation: you still get grounded evidence. mmreason :9520 role PANTHEON binary retrieval+reasoning organ (shadow, D=1024) verbs POST /reason {"query":...} | GET /health | GET /capability NOTE the only organ that takes POST and JSON. Runs at D=1024, not 512. Serves from mmreason_corpus.tsv rather than a .bsig store. -------------------------------------------------------------------------------- 4.3 KNOWLEDGE ORGANS -------------------------------------------------------------------------------- All six are mmwikix instances. Identical binary, different store. role binary Hamming recall over a signature store (mmap popcount, exact NN) verbs GET /recall?q=&k= | /reindex | /health | /caps ORGAN PORT RECORDS STORE CONTENT books 9517 148,383,963 gutenberg.bsig Project Gutenberg wikipedia 9516 49,031,046 wiki.bsig full Wikipedia legacy 9522 3,243,763 legacy.bsig salvaged models, tensors, wikidata, maddie archive arxiv 9521 3,029,394 arxiv.bsig arXiv abstracts estate 9525 156,229 knowledge.bsig YOUR projects and documents live 9523 93,418 live.bsig continuous harvest wikipedia :9516 has a slightly different role string naming the full-Wikipedia store explicitly. The others share the generic string. RESPONSE SHAPE {"organ":"estate","binary":true,"corpus":156229,"dimension":512, "hits":[{"id":153691,"hamming":119,"similarity_permille":767, "body":"Cleared Workforce Intelligence missionMATCH, screenMATCH"}]} /reindex on the organ rebuilds its index in place. The systemd reindex units are preferred because they write to .idx.new and mv atomically. -------------------------------------------------------------------------------- 4.4 COGNITIVE KERNELS -------------------------------------------------------------------------------- mmcog :9507 role cognitive-dynamics kernel: binary Consciousness-Q vital sign (coherence x integration x field-change x scale) + predictive-coherence Phi_pred=1/(1+dH) & recursive self-coherence Psi_self; a COHERENCE diagnostic, NOT a consciousness proof verbs GET /q | /tick | /health | /caps NOTE the organ itself disclaims the consciousness reading. Quote that disclaimer whenever this metric is discussed. mmreshit :9508 role RESHIT path selection: Omega=argmin[S+U-V] over federation candidates (surprise=hamming, uncertainty=midpoint, value=mmcert) binary active-inference selection verbs GET /select?q=&k= | /health | /caps mmepona :9509 role EPONA value-directed update: binary separable energy descent, belief converges toward certified (value) and away from refused (loss) verbs GET /update?q=&k=&eta=&lambda= | /health | /caps eta is the learning rate, lambda the regularisation term. mmstdp :9510 role STDP plasticity: self-wires a directed weighted graph from grounded co-activation (integer bit-shift exponential window); the integration lever verbs GET /wire?ctx=&cert=1 | /edges?top= | /neighbors?node=&n= | /health | /caps The exponential decay window is implemented as integer bit shifts, keeping the whole plasticity mechanism free of floating point. mmact :9511 role autonomous action policy: a*=argmax J (base+explore+theta-conflict-resource+entropy-repetition) self-directed goal choice, anti-loop, binary verbs GET /choose?actions=a|b|c | /reset | /health | /caps NOTE actions are pipe delimited in the query string. The -repetition term is the anti-loop mechanism. mmevolve :9512 role unified learning dynamics dx/dt=D+N+F+T: the cognitive state evolves by diffusion+emergence+force+transport (binary majority integration) verbs GET /evolve?state=&input=&steps= | /health | /caps mmlattice :9513 role substrate->consciousness lattice Pi:R^N->R^5000; each cell = majority-bundle of its neuron region (the experiential coupling lattice X in Psi=f(A,X,S)) verbs GET /project | /activate?q=&k= | /cell?i= | /health | /caps mmloop :9514 role feedback closure: ties 8 cognitive kernels into one self-turning adaptive loop (choose->evolve->update->wire->measure->reward), hill-climbs Q verbs GET /run?cycles=N | /reset | /health | /caps This is the organ that makes the others into a system rather than a toolbox. mmteach :9515 role teaching bridge: pushes STDP-learned certified associations (w>=200) into the live PANTHEON graph via /oracle/learn the cognitive machinery teaches the temple verbs GET /teach | /health | /caps The link between Bubbles cognition and ORACLE memory on megamind-agi. -------------------------------------------------------------------------------- 4.5 GROWTH ORGANS -------------------------------------------------------------------------------- mmdb :9506 role federation database harvester: embeds knowledge DBs on all machines into the binary substrate, idempotent content-addressed; allowlist columns only (no PII) verbs GET /sources | /health | /caps Serves from sources.tsv. The no PII allowlist is a deliberate boundary and it does NOT apply to mmdoc, which ingests whatever it is pointed at. -------------------------------------------------------------------------------- 4.6 MEGAMIND-AGI LOCAL ORGANS -------------------------------------------------------------------------------- mmsem :9096 GET /sem?q=text caps semantic embed signature vector text meaning 512 binary Text to 512 bit signature. THE EMBEDDER the whole system depends on for turning language into a comparable bit vector. Loopback only. mmgame :9097 routes: /game/remember?agent=&imp=&text=, /game/recall?agent=&k=&text=, /game/social?agent=&k=, /game/health caps game agent memory goal decision plan npc player social turn priority 50, joint highest after ORACLE. Per agent memory with an importance weight, recall, and a social model. Loopback only. mmpredict :9098 GET /gen caps character generator text continuation token language fallback Returns {"seed":"the ","gen":"...","chars":120}. A character level generator, the local fallback when M4's voice is unavailable. Loopback only. mmserve :9099 routes: /recall?q=&k=, /health, /reload caps knowledge recall memory hamming signature search retrieve corpus document Local knowledge recall. In BOTH mmbroad's fan out and mmorch's execute list, so it is one of the few organs aggregators actually call. mmworld :9401 GET /world/recall?q=tok1|tok2 or /world/health caps world associative cortex sparse binary environment state recall token map NOTE query tokens are pipe delimited here, unusually. mm-narrate :9403 GET /narrate?sents=&theme=&seed= caps narration prose story scene campaign description language fantasy Deterministic given a seed. eye :9404 unknown power (it rejects unknown verbs by name) caps living world wheel of time the original world spin a new original world from the same substrate a non wot commercializable world the engine seeds a fresh world from scratch nothing is wot hardcoded the renowned product is the engine and its own worlds world agnostic substrate The caps are explicit that the product is the ENGINE and its own worlds, deliberately not Wheel of Time derived. That is a commercial positioning statement encoded into the routing layer. loom :9410 GET /health | /organ?q= | /world/overview | /wheel | /chronicle?k= | /narrate?beat= | /narrategate?prose=&source=&decoy= | /worldmap?k= | /heritages | /forge?heritage=&sex=&background=&seed= | /play?heritage=&sex=&allegiance=&action=&target= | /enter?name=&heritage=&sex=&place= | /act?player=&action=&ta... caps the loom orchestration layer weaves the eye and the database and the voice into one api web client frontend world overview dashboard compose view model tables graphs charts aggregate coordinate tie together orchestrate the living world By far the richest verb surface in the federation. This is the Living World game API: character forging, entering the world, acting, chronicling. /narrategate takes prose plus a source plus a decoy, which is a grounding check against fabricated narration. --------------------------------------------------------------------------------

Mathematical records from this source

01

Binary Hamming distance

Counts the bit positions where query signature q differs from stored signature s_i. It is exact for the supplied bit vectors; repeatable retrieval also requires the same encoder,…

02

Hamming nearest-neighbor retrieval

Selects a stored signature with minimal Hamming distance to the query. “Exact” here means exact under the stored binary metric, not guaranteed semantic truth or answer quality.

03

Similarity in permille

Converts Hamming agreement to a value on a nominal 0–1000 scale. Equal signatures score 1000 and complementary signatures score zero. Integer rounding is an implementation detail…

04

ORACLE routing score

Adds binary-signature agreement, literal token overlap, liveness, locality and a priority weight. In the documented 2048-bit setup a single shared token adds 96 points, so the…

05

Bitwise majority bundling

Builds a composite signature by voting independently at each bit position. A tie-breaking convention is required when an even number of inputs can split evenly. Bundling is a…

06

Coalition member trust score

Combines route score with evidence that an organ was invoked, returned parseable output and passed supervision. The response-size bonus is capped at 512 points. The source’s pass…

07

mmreshit surprise–uncertainty–value objective

The documented kernel favors lower surprise and uncertainty and higher certified value. The shorthand needs an explicit decision variable, domain and definitions of the three…

08

mmact action objective

Adds base value, exploration, a theta term and entropy, while subtracting conflict, resource use and repetition. The repetition penalty is intended to discourage repeated actions.…

09

mmact maximizing action

Chooses an action attaining the highest objective value among the allowed actions. The objective must be evaluated for each candidate, and ties or invalid actions need a defined…

10

mmevolve state evolution

Names diffusion, emergence, force and transport as additive contributors to state change. This is an architectural decomposition of a dynamical update; the source passage does not…

11

mmlattice 5,000-cell projection

Declares a projection from the source representation to a 5,000-cell lattice. The surrounding dossier describes majority bundling over neuron regions; the arrow notation alone…

12

mmcog coherence diagnostic

Multiplies four diagnostic factors. A zero factor makes the product zero, and rescaling any factor changes Q. The dossier explicitly reports that the organ calls this a coherence…

13

mmcog predictive coherence

Converts a nonnegative Hamming prediction discrepancy to a score in (0,1]. Perfect bit agreement gives one; more disagreement lowers the score. The expression measures predictive…

14

Historical bundling-capacity heuristic

The dossier gives this as a practical rule of thumb for the number of bundled items at dimension D. It predicts about 11.9 at D=512, but capacity depends on the retrieval…

15

mmteach association threshold

Allows an accumulated co-activation association to enter the graph once its integer weight reaches the threshold. This is an implementation threshold for asserting a learned…

Search equations, builds, manuscript text, and recovered sources.