PANTHEON-COMPLETE.REDACTED.txt · Lines 1501–3000

15014.7 THE CODE CORPUS, /opt/mm/code on megamind-agi 1502-------------------------------------------------------------------------------- 15031.2 GB. The "learn every programming language" work. 1504 1505mmcode :9524 GET /recall?q=&k= | /reindex | /health | /caps 1506 caps code programming language software rust python java javascript cpp 1507 golang function api syntax library algorithm compiler framework stdlib 1508 Same mmwikix binary as the Bubbles recall organs, holding code not prose. 1509 1510mmparse :9526 GET /recognize?code= | /comprehend?code=&lang= | /stress | 1511 /health | /caps 1512 caps understand comprehend parse lex tokenize grammar recognize language 1513 code structure ast function deterministic 1514 /recognize identifies the language. /comprehend builds an AST. 1515 1516mmscheme :9527 GET /execute?code= | /stress | /health | /caps 1517mmpy :9528 GET /execute?code= | /health 1518mmc :9529 GET /execute?code= | /health 1519 1520 TOGETHER these form recall, comprehension, then execution. mmcode finds code, 1521 mmparse builds an AST, and the three executors actually RUN it to verify 1522 semantics. That is what separates this from a code search index. 1523 1524 Supporting files in /opt/mm/code: 1525 langs_master.txt the Wikidata programming language list 1526 proof_langs.txt, proof_run.sh 1527 crawl.py, crawl.log, recognize_det.py, recognize_proto.py 1528 measure_parse.py, c_fuzz.py, py_fuzz.py, launch_full.sh 1529 1530-------------------------------------------------------------------------------- 15314.8 DOMAIN ORGANS 1532-------------------------------------------------------------------------------- 1533atlas Bubbles :8095 1534 caps agency brain seo eo domain expert marketing status live 1535 Returns {"error":"unauthorized"} without credentials. ORACLE reports health 2 1536 and atlas is one of the organs that actually WINS coalitions, so it is 1537 genuinely reachable by the federation. 1538 1539hephaestus Bubbles :8770 1540 caps forge build website site create landing page web design deploy publish 1541 craft builder studio seo discoverable business homepage generate site 1542 portfolio creative art gallery showcase photographer designer artist 1543 agency architect illustrator case study masonry visual brand identity 1544 generative 1545 Self describes: {"ok":true,"organ":"hephaestus","service":"forge", 1546 "god":"Hephaestus","role":"builds discoverable websites", 1547 "uses":["atlas","oracle/pantheon"]} 1548 It consumes ORACLE, making it both an organ and a client of the federation. 1549 1550bubbles-brain Bubbles :8893 1551 caps brain recall insight memory node megamind associate knowledge 1552 Returns {"status":"healthy"}. 1553 1554codex VALKYRIE :8790 1555 caps codex lore bible fantasy creature monster deity item place spell 1556 semantic search recall knowledge entity world 1557 In BOTH mmbroad's fan out and mmorch's execute list. 1558 1559mm-gateway M4 :8090 1560 caps generate language model llm answer question reason completion continue 1561 paragraph text write 1562 A voice. Qwen via MLX. NOT the only floating point component: VALKYRIE runs a 1563 second MLX Qwen server on :8081, unregistered. See PART XIII section 13.4. 1564 1565-------------------------------------------------------------------------------- 15664.9 TIMER ORGANS 1567-------------------------------------------------------------------------------- 1568No port. Registered so ORACLE knows they exist and can reason about them. 1569 1570 mmheart mm-heart.service heartbeat, liveness, homeostasis, watch pri 8 1571 mmgate mm-gate.service safety gate, policy, approve, reject pri 12 1572 mmeval mm-eval.service evaluation, test, score, benchmark pri 12 1573 mmcap mm-cap.service capacity monitor, growth, saturation pri 12 1574 mmharvest mm-harvest.service continuous multi source knowledge harvest pri 24 1575 1576 Plus, not registered but running on Bubbles: 1577 mmcurator curator.sh every 4 min, the federation self knowledge loop 1578 mmcurator-db curator-db.sh database curation 1579 mmteach-cycle teach-cycle.sh periodic teaching cycle 1580 arxiv-crawl arxiv-crawl.sh OAI-PMH harvest into arxiv.bsig 1581 gutenberg-crawl, wiki-harvest 1582 mm-live-reindex, mm-estate-reindex, mm-legacy-reindex 1583 1584 1585================================================================================ 1586 PART V COMPLETE API REFERENCE 1587================================================================================ 1588 1589-------------------------------------------------------------------------------- 15905.1 CONVENTIONS 1591-------------------------------------------------------------------------------- 1592 Almost every organ answers GET with a query string, not POST with JSON. 1593 The sole exception found: mmreason :9520 takes POST /reason {"query":...} 1594 Almost every organ exposes /health and /caps. 1595 Query values must be URL encoded. Spaces as %20. 1596 1597 THE DISCOVERY TRICK 1598 Every organ lists its own verbs when you call an invalid route. That error IS 1599 the documentation and it is always current: 1600 1601 $ curl -s "http://100.90.97.104:9503/__anything__" 1602 {"error":"GET /recall?q=&k= | /health | /caps"} 1603 1604 When unsure, call a nonsense route and read the answer. 1605 1606-------------------------------------------------------------------------------- 16075.2 VERB TABLE, EVERY ORGAN 1608-------------------------------------------------------------------------------- 1609BUBBLES 100.90.97.104 1610 9500 mmk GET /health | /caps | /answer?q= | /root 1611 9501 mmk2 GET /health | /caps | /answer?q=CLAIM s=..|p=.. | /root 1612 9502 mmk3 GET /health | /caps | /answer?q=CLAIM s=..|p=.. | /root 1613 9503 mmbroad GET /recall?q=&k= | /health | /caps 1614 9504 mmcert GET /ask?q=&k= | /certify?q=&e= | /verify?q=&e= | /health | /caps 1615 9505 mmorch GET /ask?q=&k= | /trace?q= | /health | /caps 1616 9506 mmdb GET /sources | /health | /caps 1617 9507 mmcog GET /q | /tick | /health | /caps 1618 9508 mmreshit GET /select?q=&k= | /health | /caps 1619 9509 mmepona GET /update?q=&k=&eta=&lambda= | /health | /caps 1620 9510 mmstdp GET /wire?ctx=&cert=1 | /edges?top= | /neighbors?node=&n= | 1621 /health | /caps 1622 9511 mmact GET /choose?actions=a|b|c | /reset | /health | /caps 1623 9512 mmevolve GET /evolve?state=&input=&steps= | /health | /caps 1624 9513 mmlattice GET /project | /activate?q=&k= | /cell?i= | /health | /caps 1625 9514 mmloop GET /run?cycles=N | /reset | /health | /caps 1626 9515 mmteach GET /teach | /health | /caps 1627 9516 wikipedia GET /recall?q=&k= | /reindex | /health | /caps 1628 9517 books GET /recall?q=&k= | /reindex | /health | /caps 1629 9518 mmask GET /ask?q= | /health | /caps 1630 9520 mmreason POST /reason {"query":...} | GET /health | GET /capability 1631 9521 arxiv GET /recall?q=&k= | /reindex | /health | /caps 1632 9522 legacy GET /recall?q=&k= | /reindex | /health | /caps 1633 9523 live GET /recall?q=&k= | /reindex | /health | /caps 1634 9525 estate GET /recall?q=&k= | /reindex | /health | /caps 1635 1636MEGAMIND-AGI 100.69.120.61 1637 9096 mmsem GET /sem?q=text 1638 9097 mmgame /game/remember?agent=&imp=&text= | /game/recall?agent=&k=&text= 1639 /game/social?agent=&k= | /game/health 1640 9098 mmpredict GET /gen 1641 9099 mmserve /recall?q=&k= | /health | /reload 1642 9401 mmworld GET /world/recall?q=tok1|tok2 | /world/health 1643 9402 ORACLE see 5.3 1644 9403 mm-narrate GET /narrate?sents=&theme=&seed= 1645 9404 eye (rejects unknown powers by name) 1646 9410 loom /health | /organ?q= | /world/overview | /wheel | /chronicle?k= 1647 /narrate?beat= | /narrategate?prose=&source=&decoy= 1648 /worldmap?k= | /heritages 1649 /forge?heritage=&sex=&background=&seed= 1650 /play?heritage=&sex=&allegiance=&action=&target= 1651 /enter?name=&heritage=&sex=&place= | /act?player=&action=&ta... 1652 9524 mmcode GET /recall?q=&k= | /reindex | /health | /caps 1653 9526 mmparse GET /recognize?code= | /comprehend?code=&lang= | /stress | 1654 /health | /caps 1655 9527 mmscheme GET /execute?code= | /stress | /health | /caps 1656 9528 mmpy GET /execute?code= | /health 1657 9529 mmc GET /execute?code= | /health 1658 1659-------------------------------------------------------------------------------- 16605.3 ORACLE ENDPOINTS 100.69.120.61:9402 1661-------------------------------------------------------------------------------- 1662 GET /oracle/health 1663 GET /oracle/organs 1664 GET /oracle/register?name=&caps=&url=&mode= name+caps required 1665 GET /oracle/orchestrate?q= route only 1666 GET /oracle/execute?q= route and call 1667 GET /oracle/coalition?q= form, call, score by trust 1668 GET /oracle/learn write into the entity graph 1669 GET /oracle/ask?q= entity centric, NOT free text 1670 GET /oracle/recall /inverse /hop /analogy /similar /facts /path /set 1671 /consistent /unlearn /revise /counterfactual /induce /predict 1672 /abduce /factor /map 1673 GET /oracle/orchstress /execstress /coalstress /fedstress 1674 /federation /pantheon /pantstress 1675 GET /oracle/seferim-* ~40 staged endpoints S0..S16 1676 1677-------------------------------------------------------------------------------- 16785.4 WORKED EXAMPLES, all actually run 1679-------------------------------------------------------------------------------- 1680 1681ASK THE ESTATE CORPUS DIRECTLY 1682 curl -s "http://100.90.97.104:9525/recall?q=missionMATCH%20cleared%20workforce&k=2" 1683 {"organ":"estate","binary":true,"corpus":156229,"dimension":512, 1684 "hits":[{"id":153691,"hamming":119,"similarity_permille":767, 1685 "body":"Cleared Workforce Intelligence missionMATCH, screenMATCH..."}]} 1686 1687ASK THE WHOLE FEDERATION 1688 curl -s "http://100.90.97.104:9503/recall?q=PANTHEON%20organs&k=3" 1689 {"power":"broad-recall","organs_consulted":9, 1690 "organs_reached":[{"organ":"megamind-m4","reached":false},...], 1691 "reached_count":6,"hits":[...]} 1692 1693ROUTE A QUESTION 1694 curl -s "http://100.69.120.61:9402/oracle/orchestrate?q=missionMATCH" 1695 -> winner, winner_url, ignited, salience, coalition[], math{} 1696 1697REGISTER AN ORGAN 1698 curl -s "http://127.0.0.1:9402/oracle/register\ 1699?name=mm-estate\ 1700&url=http%3A%2F%2F100.90.97.104%3A9525\ 1701&mode=remote\ 1702&caps=estate+own+projects+clients+missionMATCH+ATLAS+PANTHEON+..." 1703 -> {"registered":{...},"persistent":true} 1704 1705FULL ORCHESTRATED ANSWER 1706 curl -s "http://100.90.97.104:9505/ask?q=missionMATCH&k=3" 1707 -> oracle{}, organs_executed[], verdict, reason 1708 1709INGEST A DOCUMENT TREE 1710 /home/user/mmk/mmdoc /path/to/docs --corpus live 1711 1712CHECK AN ORGAN 1713 curl -s "http://100.90.97.104:9525/health" 1714 {"status":"ok","organ":"estate","role":"binary Hamming recall over a signature 1715 store (mmap popcount, exact NN)","corpus":156229,"binary":true} 1716 1717 1718================================================================================ 1719 PART VI CORPORA 1720================================================================================ 1721 1722-------------------------------------------------------------------------------- 17236.1 THE FOUR FILE PATTERN 1724-------------------------------------------------------------------------------- 1725 <name>.bsig signature store. 64 bytes (512 bits) per record. APPENDED. 1726 <name>.blob evidence. the actual passage text. APPENDED. 1727 <name>.idx the index mmwikix mmaps to serve. REBUILT, never appended. 1728 <name>.seen dedup keys. mmbsig checks this so re-ingest is idempotent. 1729 1730 .bsig and .blob grow together on ingest. 1731 .idx must be REBUILT after every ingest. If you skip it, the organ serves the 1732 old index and your new knowledge is invisible while every check looks green. 1733 1734-------------------------------------------------------------------------------- 17356.2 EVERY CORPUS MEASURED 1736-------------------------------------------------------------------------------- 1737 1738books / gutenberg THE LARGEST 1739 gutenberg.bsig 9,496,573,632 bytes 9.5 GB 1740 gutenberg.blob 20,670,709,067 bytes 20.7 GB 1741 gutenberg.idx 1,187,071,704 bytes 1.19 GB 1742 records 148,383,963 1743 served by books :9517 1744 source gutenberg-crawl.sh 1745 content Project Gutenberg. prose, philosophy, history, science. 1746 1747wiki THE ENCYCLOPEDIA 1748 wiki.bsig 3,137,986,944 bytes 3.1 GB 1749 wiki.blob 6,340,461,661 bytes 6.3 GB 1750 wiki.idx 392,248,368 bytes 392 MB 1751 wiki.seen 1,656 lines 1752 records 49,031,046 1753 served by wikipedia :9516 1754 source wiki-harvest.sh, wiki-crawl.sh, wiki-dump.sh 1755 1756legacy THE SALVAGE 1757 legacy.bsig 207,600,832 bytes 208 MB 1758 legacy.blob 117,460,248 bytes 117 MB 1759 legacy.idx 25,950,104 bytes 26 MB 1760 legacy.seen 3,243,763 lines 1761 records 3,243,763 1762 served by legacy :9522 1763 content salvaged huggingface models, tensor fingerprints, wikidata 1764 concepts, the maddie archive. 1765 9,908 models, 346K tensors, 485K urls. 1766 1767arxiv THE RESEARCH 1768 arxiv.bsig 193,881,216 bytes 194 MB 1769 arxiv.blob 433,413,544 bytes 433 MB 1770 arxiv.idx 24,235,152 bytes 24 MB 1771 arxiv.seen 3,029,394 lines 1772 records 3,029,394 1773 served by arxiv :9521 1774 source arxiv-crawl.sh, OAI-PMH across sets 1775 cs math stat eess econ q-bio physics q-fin 1776 1777live THE FRESH 1778 live.bsig 5,978,752 bytes 6.0 MB 1779 live.blob 17,879,327 bytes 17.9 MB 1780 live.idx 747,024 bytes 747 KB 1781 live.seen 93,418 lines 1782 records 93,418 1783 served by live :9523 1784 source mm-harvest.service, continuous multi source 1785 NOTE also received the 2026-07-28 Desktop ingest, jumping from 66,419 to 1786 93,418. It is inside mmbroad's fan out, which is the ONLY reason estate 1787 content is reachable through broad recall at all. 1788 1789knowledge / estate YOURS 1790 knowledge.bsig 9,998,656 bytes 10 MB 1791 evidence.blob 39,517,700 bytes 39.5 MB SHARED, see note 1792 knowledge.idx 1,249,832 bytes 1.25 MB 1793 seen.k 1794 records 157,152 1795 served by estate :9525 1796 source mmdoc over ~/Desktop 1797 content your projects, clients, manuals, architecture docs, 1798 PDFs, OCR'd images, RTF, and this documentation set. 1799 Includes credential material by explicit instruction. 1800 NOTE this corpus uses evidence.blob rather than knowledge.blob, breaking the 1801 naming pattern. That is by design: mmbsig's own usage string names them 1802 "<knowledge.bsig> <evidence.blob> <seen.k>". 1803 1804TOTALS 1805 records ~204,938,736 passages 1806 signatures ~13.0 GB 1807 evidence ~27.6 GB 1808 indexes ~1.63 GB 1809 grand total ~42.2 GB 1810 1811-------------------------------------------------------------------------------- 18126.3 THE PASSAGE CONTRACT, non negotiable 1813-------------------------------------------------------------------------------- 1814 one passage per line 1815 40 to 400 characters 1816 NO pipe character 1817 must contain real words 1818 1819WHY 40 TO 400 1820 Capacity is roughly K* = D/43. At D=512 that is about 11 items bundled before 1821 the majority vote stops reliably recovering any single member. A passage 1822 longer than a few sentences bundles too many tokens and becomes unrecallable. 1823 1824WHY NO PIPE 1825 Pipe is the claim delimiter: 1826 s=kb:substrate | p=learned_count | o=#231577 | pol=pos 1827 A pipe inside a passage corrupts claim parsing. It is also the argument 1828 delimiter for mmact /choose?actions=a|b|c and mmworld /world/recall?q=t1|t2. 1829 1830-------------------------------------------------------------------------------- 18316.4 ADDING KNOWLEDGE CORRECTLY 1832-------------------------------------------------------------------------------- 1833 1. SHAPE passages 40 to 400 chars, no pipe, deduped 1834 2. INGEST mmbsig ingest <lines> <bsig> <blob> <seen> 1835 appends, dedups automatically, returns records_new and deduped 1836 3. REINDEX systemctl start mm-<name>-reindex 1837 writes .idx.new then mv into place, atomic 1838 4. RESTART systemctl restart mm-<name> 1839 so the organ mmaps the new index 1840 5. VERIFY curl the organ /health, confirm corpus count rose, 1841 then /recall a passage you know is in there 1842 6. REGISTER if the organ is NEW, register with ORACLE using caps written in 1843 the vocabulary of the questions you expect 1844 1845 mmdoc does 1 through 4 automatically with --corpus live. 1846 It does NOT do 6. Registration is always manual and deliberate. 1847 1848 SKIPPING 3 OR 4 the most common failure. Ingest reports success, the file 1849 grows, nothing is findable. 1850 SKIPPING 6 the knowledge is servable but never routed to. 1851 1852WHICH CORPUS FOR WHAT 1853 your own work, clients, projects, docs -> knowledge.bsig, estate 1854 external continuous harvest -> live.bsig 1855 encyclopedic content -> wiki.bsig 1856 papers -> arxiv.bsig 1857 books -> gutenberg.bsig 1858 code -> /opt/mm/code on megamind-agi 1859 1860 1861================================================================================ 1862 PART VII DATA FLOW 1863================================================================================ 1864 1865-------------------------------------------------------------------------------- 18667.1 A QUESTION, END TO END 1867-------------------------------------------------------------------------------- 1868 1869 YOU 1870 | 1871 | GET http://100.69.120.61:9402/oracle/orchestrate?q=... 1872 v 1873 +-------------------------------------------------------------------+ 1874 | ORACLE megamind-agi :9402 | 1875 | | 1876 | a. tokenise | 1877 | b. task_sig = majority_bundle(token hypervectors) D = 2048 | 1878 | c. for each of 51 organs: | 1879 | hamming = popcnt(task_sig XOR capability_sig) | 1880 | score = (2048 - hamming) + 96*overlap + 32*live | 1881 | + 16*local + priority | 1882 | d. sort, winner = highest, ignited if salient | 1883 | e. broadcast_sig = majority_bundle(task, winner_caps) | 1884 +----------------------------+--------------------------------------+ 1885 | 1886 +---------------------+---------------------+ 1887 | | 1888 ROUTE ONLY EXECUTE 1889 returns winner_url ORACLE calls it itself 1890 caller fetches it ONLY FOR ORGANS WITH A 1891 | COMPILED CONTRACT 1892 v v 1893 +--------------------+ +----------------------+ 1894 | KNOWLEDGE ORGAN | | COALITION | 1895 | e.g. estate :9525 | | top members called | 1896 | | | scored by trust: | 1897 | q -> 512 bit sig | | route_score | 1898 | popcount scan over | | +768 pass | 1899 | the mmap'd .bsig | | +256 valid_json | 1900 | argmin hamming | | +128 called | 1901 | return k hits | | +min(bytes,2048)/4 | 1902 | body + permille | | -256 not_called | 1903 +---------+----------+ +----------+-----------+ 1904 | | 1905 +--------------------+---------------------+ 1906 | 1907 v 1908 +-----------------------+ 1909 | CERTIFICATION | 1910 | mmcert :9504 | 1911 | mmk / mmk2 / mmk3 | 1912 | | 1913 | CERTIFIED iff query | 1914 | content tokens are a | 1915 | SUBSET of evidence | 1916 +-----------+-----------+ 1917 | 1918 +------------+------------+ 1919 | | 1920 GROUNDED NOT GROUNDED 1921 | | 1922 v v 1923 +-----------------+ "The indexed and verified sources 1924 | mm-gateway | do not support an answer." 1925 | M4 :8090 | 1926 | Qwen renders | REFUSAL IS A FEATURE. 1927 | evidence into | mmorch returns: 1928 | prose | "refusing rather than fabricate" 1929 +--------+--------+ 1930 | 1931 v 1932 ANSWER 1933 1934 THE LANGUAGE MODEL IS LAST AND ONLY EVER SEES CERTIFIED EVIDENCE. 1935 It is never asked what it knows. That is the entire anti fabrication design. 1936 1937-------------------------------------------------------------------------------- 19387.2 THE THREE INGESTION DOORS 1939-------------------------------------------------------------------------------- 1940 1941DOOR 1 mmdoc, documents 1942 /home/user/mmk/mmdoc <path> [--corpus live|knowledge] [--dry] [--no-ocr] 1943 [--dpi N] [--max-mb N] [--exclude a,b] [--out F] 1944 1945 file -> extractor -> passages -> OCR gate -> mmbsig -> reindex -> restart 1946 1947 EXTRACTORS 1948 .txt .md .csv .tsv .json .sql .js .ts .css .yaml .sh .py .go .conf .ini .log 1949 read directly 1950 .html .htm .xhtml tag strip and entity decode 1951 .rtf .rtfd textutil, else control word strip 1952 .pdf pdftotext text layer. under 60 words it is treated 1953 as scanned, rasterised with pdftoppm and OCR'd 1954 images tesseract OCR 1955 everything else reported unsupported and skipped 1956 1957 THE OCR PROSE GATE 1958 Text derived from OCR must additionally read like prose: at least 6 tokens, 1959 60 percent of them plausible words, and none of the tesseract artefact 1960 signatures. Real documents bypass the gate entirely. 1961 Without it, diagrams contributed "Lj eALMStracusto/e Source ALvis(p,q.cu,tl)". 1962 With it they contribute "Atlas fixes real websites, verifies the result". 1963 1964DOOR 2 the crawlers, external harvest 1965 arxiv-crawl.sh OAI-PMH -> arxiv.bsig 1966 gutenberg-crawl.sh -> gutenberg.bsig 1967 wiki-harvest.sh -> wiki.bsig 1968 mm-harvest.service -> live.bsig 1969 All share the same passage contract. 1970 1971DOOR 3 the curator, federation self knowledge 1972 curator.sh, every 4 minutes as mmcurator.timer 1973 1974 PHASE A DRAIN 1975 read the next 5000 lines of darkstore.txt from the cursor 1976 mmingest into the M4 substrate at 100.94.8.94:9440 1977 advance the cursor 1978 PHASE B REFRESH 1979 once drained, re-scan LIVE federation self knowledge 1980 append only genuinely new claim lines to darkstore.txt, dedup by exact line 1981 1982 darkstore.txt 290,592 lines 1983 cursor 290,592, fully drained 1984 1985 WARNING PHASE A targets 100.94.8.94:9440 which is DEAD. Nothing is being 1986 lost right now only because the queue is empty. See Part XI issue 2. 1987 1988-------------------------------------------------------------------------------- 19897.3 THE FOUR LEARNING LOOPS 1990-------------------------------------------------------------------------------- 1991 1992LOOP 1 PLASTICITY, Bubbles 1993 co-activation -> mmstdp :9510 wires a directed weighted graph 1994 -> integer weight accumulates on repeated co-firing 1995 -> mmteach :9515 takes edges with w >= 200 1996 -> POSTs them into ORACLE's graph via /oracle/learn 1997 The w >= 200 threshold stops weak correlation becoming asserted fact. 1998 This is the only path by which Bubbles cognition writes into megamind-agi. 1999 2000LOOP 2 COGNITIVE CLOSURE, Bubbles 2001 mmloop :9514 turns 8 kernels into one cycle: 2002 mmreshit choose a path Omega = argmin[S+U-V] 2003 mmevolve evolve the state dx/dt = D+N+F+T 2004 mmact select an action a* = argmax J 2005 mmepona update toward value 2006 mmstdp rewire 2007 mmlattice project to R^5000 2008 mmcog measure Q 2009 -> back to mmreshit, hill climbing Q 2010 2011LOOP 3 ORACLE GRAPH 2012 74,271 entities, 510,124 edges, persisted to oracle.wal which is actively 2013 written. Powers: learn, unlearn, revise, induce, abduce, counterfactual. 2014 Symbolic relations, not passages. 2015 2016LOOP 4 HARVEST 2017 mm-harvest plus the crawlers continuously grow live.bsig and the external 2018 corpora, with the reindex units rebuilding indexes atomically as they grow. 2019 2020-------------------------------------------------------------------------------- 20217.4 WHERE A FACT PHYSICALLY GOES 2022-------------------------------------------------------------------------------- 2023Teach PANTHEON one sentence today: 2024 2025 1. mmdoc shapes it into a passage, 40 to 400 chars 2026 2. mmbsig hashes it to a 512 bit signature, 64 bytes 2027 3. signature appended to knowledge.bsig 2028 raw text appended to evidence.blob 2029 dedup key appended to seen.k 2030 4. mmwikix reindex rebuilds knowledge.idx over the whole store 2031 5. mm-estate restarts and mmaps the new index 2032 6. the organ reports corpus 157,153 instead of 157,152 2033 7. ORACLE already knows mm-estate exists, so a matching question routes there 2034 8. the passage returns as evidence with a hamming distance and a permille 2035 2036 NO RETRAINING. No embeddings recomputed. No model touched. Seconds, not hours. 2037 That is the practical payoff of the binary design. 2038 2039-------------------------------------------------------------------------------- 20407.5 THE INVISIBILITY FAILURE MODE 2041-------------------------------------------------------------------------------- 2042Knowledge can be present and unreachable. THREE conditions must ALL hold: 2043 2044 1. the passage is IN a .bsig store ingest succeeded 2045 2. an ORGAN SERVES that store unit exists, index built, restarted 2046 3. the organ is REGISTERED with ORACLE and its caps contain the vocabulary of 2047 the question token_overlap > 0 2048 2049Break any one and the knowledge is invisible while every individual check looks 2050green. This happened twice on 2026-07-28: 2051 2052 FIRST knowledge.bsig was ingested with 21,029 passages and no organ served 2053 it. mmbsig recall by hand worked perfectly. Every federation query 2054 missed it entirely. 2055 SECOND mm-live served the content, but its caps described news and academic 2056 material, so ORACLE routed estate questions to mm-narrate and mmgame. 2057 2058ADD A FOURTH CONDITION FOR AGGREGATOR REACHABILITY: 2059 4. the organ is on the aggregator's compiled in list 2060 mmbroad has 9 organs, mmorch has 6. Newly registered organs are on neither. 2061 2062 2063================================================================================ 2064 PART VIII MATHEMATICS 2065================================================================================ 2066Every formula quoted from the system's own self description. 2067 2068-------------------------------------------------------------------------------- 20698.1 THE CORE IDEA 2070-------------------------------------------------------------------------------- 2071Everything is a bit vector. Meaning is a point in a very high dimensional binary 2072space. Similarity is Hamming distance. Composition is majority bundling. 2073 2074 D = 512 knowledge signatures, every passage in every corpus 2075 D = 1024 mmreason shadow organ 2076 D = 2048 capability hypervectors, ORACLE routing 2077 D = 5000 mmlattice consciousness projection target 2078 2079A 512 bit signature is 64 bytes. mmbsig reports "width":64 on every ingest. 2080 2081-------------------------------------------------------------------------------- 20828.2 RETRIEVAL 2083-------------------------------------------------------------------------------- 2084 "binary Hamming recall over a signature store (mmap popcount, exact NN)" 2085 2086 query text -> 512 bit signature q 2087 for each stored signature s_i: 2088 d_i = popcount(q XOR s_i) 2089 return argmin d_i 2090 2091 EXACT true nearest neighbour, not approximate. no ANN index, no 2092 quantisation, no recall/precision tradeoff. 2093 MMAP the store is memory mapped. a 9.5 GB corpus is not loaded into 2094 RAM; the kernel pages in what the scan touches. 2095 DETERMINISTIC popcount is integer. the same query returns the same neighbour 2096 on every machine, forever. 2097 2098 similarity_permille = 1000 * (D - hamming) / D 2099 observed: hamming 119 at D=512 -> 1000*(512-119)/512 = 767 2100 2101-------------------------------------------------------------------------------- 21028.3 ROUTING 2103-------------------------------------------------------------------------------- 2104 signature binary majority bundle of token hypervectors 2105 distance hamming = popcnt(task XOR capability) 2106 score (D-hamming) + 96*token_overlap + 32*live + 16*local + priority 2107 broadcast majority_bundle(task, winner_capabilities) 2108 2109 D - hamming base similarity, 0 to 2048, in practice ~1000 to 1100 2110 96 * overlap literal token overlap. USUALLY DECISIVE. 2111 32 * live live beats dead 2112 16 * local local beats remote 2113 priority 8 to 80 per organ 2114 2115-------------------------------------------------------------------------------- 21168.4 COALITION TRUST 2117-------------------------------------------------------------------------------- 2118 member_trust = route_score + 768*pass + 256*valid_json + 128*called 2119 + min(bytes,2048)/4 - 256*not_called 2120 2121 An organ that routes best but cannot be called is punished by 256 and forfeits 2122 1152 more. Observed: mm-estate route_score 1869 -> trust 1613, losing to atlas 2123 at 2877. 2124 2125-------------------------------------------------------------------------------- 21268.5 BUNDLING 2127-------------------------------------------------------------------------------- 2128 majority_bundle(a, b, c, ...) = bitwise majority vote per bit position 2129 2130 The standard VSA superposition operator. The bundle is similar to all of its 2131 inputs, which is what makes a composed task signature comparable to each 2132 organ's composed capability signature. 2133 2134 mmlattice uses the same operator spatially: each of the 5000 cells is the 2135 majority bundle of its neuron region. 2136 2137-------------------------------------------------------------------------------- 21388.6 EVERY KERNEL EQUATION 2139-------------------------------------------------------------------------------- 2140 mmreshit Omega = argmin[ S + U - V ] 2141 S surprise (hamming), U uncertainty (midpoint), V value (mmcert) 2142 active inference: minimise surprise and uncertainty, maximise value 2143 2144 mmepona binary separable energy descent 2145 belief converges toward certified (value), away from refused (loss) 2146 parameters eta (rate) and lambda (regularisation) 2147 2148 mmstdp integer bit-shift exponential window 2149 directed weighted graph from grounded co-activation 2150 threshold w >= 200 before mmteach will assert it 2151 2152 mmact a* = argmax J 2153 J = base + explore + theta - conflict - resource 2154 + entropy - repetition 2155 the -repetition term is the anti-loop mechanism 2156 2157 mmevolve dx/dt = D + N + F + T 2158 diffusion + emergence + force + transport 2159 binary majority integration 2160 2161 mmlattice Pi : R^N -> R^5000 2162 each cell = majority-bundle of its neuron region 2163 the experiential coupling lattice X in Psi = f(A, X, S) 2164 2165 mmcog Q = coherence x integration x field-change x scale 2166 Phi_pred = 1/(1 + dH) predictive coherence 2167 Psi_self recursive self coherence 2168 THE ORGAN ITSELF SAYS: "a COHERENCE diagnostic, NOT a consciousness 2169 proof". Quote that whenever this metric is discussed. 2170 2171 mmloop choose -> evolve -> update -> wire -> measure -> reward 2172 hill-climbs Q across 8 kernels 2173 2174-------------------------------------------------------------------------------- 21758.7 BINARY END TO END, AND THE ONE EXCEPTION 2176-------------------------------------------------------------------------------- 2177BINARY, all the way: 2178 text -> mmsem -> 512 bit signature 2179 signature -> mmbsig -> .bsig store, 64 bytes per record 2180 query -> signature -> popcount scan 2181 caps -> 2048 bit hypervector 2182 task XOR capability -> popcount 2183 majority bundle 2184 STDP integer bit-shift weights 2185 mmk/mmk2/mmk3 merkle roots, Ed25519 signatures 2186 Every organ reporting "binary":true asserts this. All 24 Bubbles organs do. 2187 mmorch additionally reports "no_float":true. 2188 2189NOT BINARY, deliberately and only here: 2190 mm-gateway on M4 a floating point language model, Qwen via MLX. 2191 A downstream CONSUMER. It receives already retrieved, 2192 already certified evidence and renders it into prose. 2193 It never participates in retrieval or routing. 2194 confidence_permille integers per thousand, not floats, precisely so they 2195 cross machine boundaries exactly. 2196 2197 THE ARCHITECTURAL RULE: retrieval and decision are exact and reproducible. 2198 Only the final rendering into human language is allowed to be probabilistic. 2199 That is what "zero fabrication" in mmk2's caps actually means. 2200 2201-------------------------------------------------------------------------------- 22028.8 CAPACITY 2203-------------------------------------------------------------------------------- 2204 K* ~= D / 43 2205 2206 At D=512 that is roughly 11 items bundled per signature before the majority 2207 vote stops reliably recovering any single member. This is WHY passages are 40 2208 to 400 characters: a passage must stay inside the capacity of one signature. 2209 2210 The frozen result of 2026-07-17: at D=1024 with L+S+R the system resolves to a 2211 four outcome switch ANSWER, AMBIGUOUS, CONFLICT, ABSTAIN. Representation, 2212 reasoning and routing were considered solved. Grounding remains evidence 2213 bounded at roughly 49 percent certified. 2214 2215 WHAT MAY HONESTLY BE CLAIMED 2216 measured retrieval, routing, relational reasoning, and safe refusal. 2217 WHAT MAY NOT 2218 universal truth, or zero hallucination as a general property. 2219 2220-------------------------------------------------------------------------------- 22218.9 WHY THIS MATTERS PRACTICALLY 2222-------------------------------------------------------------------------------- 2223 1. To make PANTHEON find something you must win token_overlap. 96 points per 2224 overlapping token beats almost any hamming improvement. Write caps in the 2225 vocabulary of the questions you expect. 2226 2. Passages must be short. Capacity is D/43. 2227 3. Nothing needs retraining. Adding knowledge is appending 64 byte signatures 2228 and rebuilding an index. 2229 4. Two machines always agree. popcount is exact, which is what lets ORACLE on 2230 megamind-agi trust a distance computed on Bubbles. 2231 2232 2233================================================================================ 2234 PART IX FILE MAP 2235================================================================================ 2236 2237-------------------------------------------------------------------------------- 22389.1 BUBBLES 100.90.97.104 2239-------------------------------------------------------------------------------- 2240/home/user/mmk/ THE ACTIVE TOOLCHAIN AND ALL CORPORA 2241 BINARIES 2242 mmbsig ingest and recall. THE core tool. 2243 usage: ingest <textlines> <bsig> <blob> <seen> 2244 | recall <bsig> <blob> <query> | stress 2245 mmwikix the recall organ. serve <port> | reindex 2246 reads WX_BSIG, WX_BLOB, WX_IDX, WX_NAME from env 2247 mmingest pushes into the M4 substrate. TARGET IS DEAD. 2248 usage: <file> [max] [ip] [port] 2249 mmreencode re-encode a store at a different dimension 2250 hdc hyperdimensional computing helper 2251 mmk mmk2 mmk3 mmcert mmbroad mmorch mmask mmreason mmdb 2252 mmcog mmreshit mmepona mmstdp mmact mmevolve mmlattice mmloop mmteach 2253 SCRIPTS 2254 arxiv-crawl.sh gutenberg-crawl.sh wiki-harvest.sh wiki-crawl.sh 2255 wiki-dump.sh curator.sh curator-db.sh teach-cycle.sh 2256 DOCUMENT INGESTION, added 2026-07-28 2257 mmdoc bash wrapper 2258 mmdoc.js the tool. pdf, ocr, rtf, html, text. 2259 MMDOC.md its documentation 2260 CORPORA 2261 gutenberg.bsig .blob .idx 2262 wiki.bsig .blob .idx .seen 2263 legacy.bsig .blob .idx .seen 2264 arxiv.bsig .blob .idx .seen 2265 live.bsig .blob .idx .seen 2266 knowledge.bsig + evidence.blob + knowledge.idx + seen.k 2267 STATE 2268 darkstore.txt 290,592 claim lines 2269 cursor 290,592 2270 arxiv.state arxiv.setcursor arxiv.seen arxiv.log 2271 gutenberg.cursor 2272 corpus/federation.knowledge 24 triple lines 2273 mmreason_corpus.tsv sources.tsv 2274 baseline_seo.tsv codemind.tsv codex_lore.tsv gen2.txt 2275 BACKUPS 2276 backup-pre-desktop-ingest/ pre 2026-07-28 corpus snapshot 2277 2278/etc/systemd/system/ UNIT FILES 2279 mmk mmk2 mmk3 mmbroad mmcert mmorch mmdb mmcog mmreshit mmepona 2280 mmstdp mmact mmevolve mmlattice mmloop mmteach mmask mmreason 2281 mmwikix (wiki :9516) mmwikix-books (gutenberg :9517) 2282 mmarxiv (:9521) mm-legacy (:9522) mm-live (:9523) mm-estate (:9525) 2283 mm-legacy-reindex mm-live-reindex mm-estate-reindex 2284 arxiv-crawl gutenberg-crawl forge 2285 mm-heart mm-gate mm-eval mm-cap mm-harvest 2286 mmcurator mmcurator-db mmteach-cycle 2287 2288 THE RECALL ORGAN UNIT PATTERN, copy this to make a new one: 2289 Environment=WX_BSIG=/home/user/mmk/<name>.bsig 2290 Environment=WX_BLOB=/home/user/mmk/<name>.blob 2291 Environment=WX_IDX=/home/user/mmk/<name>.idx 2292 Environment=WX_NAME=<name> 2293 ExecStart=/home/user/mmk/mmwikix serve <port> 2294 WorkingDirectory=/home/user/mmk 2295 User=user 2296 Restart=always 2297 2298/var/www/ ~60 CLIENT VHOSTS. REVENUE HOST. 2299 2300-------------------------------------------------------------------------------- 23019.2 MEGAMIND-AGI 100.69.120.61, inside WSL2 2302-------------------------------------------------------------------------------- 2303/opt/mm/ 2304 bin/ 94 MB, ~200 binaries 2305 oracle THE ORCHESTRATOR 2306 oracle.bak.p1 .. p10 staged version ladder 2307 oracle.bak.sefS0 .. sefS16 the Seferim capability ladder 2308 oracle.bak.preAtlas .preP1fed .preP2 .preP3 .preTeach .wire1 .orch .exec 2309 oracle_mt oracle.prefix5 2310 mmcortex mmcortex2 .. mmcortex7 2311 eye eye.bak.p28 .. p40 eye.bak.book1 .x1 .x2 2312 loom loom.bak.book1 .x1 .x2 2313 mmserve mmserve.phase4.contiguous mmserve.phase4.permuted_union 2314 mmworld mmsem mmgame mmpredict mm-narrate mmshard 2315 mmheart mmgate mmeval mmcap mmcapacity mmctl mmstatus mmboot mmdbg 2316 reason reason3 reasoner reasoning reasond reason_v2 csreason recall2 2317 hdc hdc2 hdcask hdcembed hdcgrow hdcrecall hdctrain 2318 embgrow semgrow semgrow2 semgrow3 grow 2319 selfimprove selfmodel introspect surprise psi realcog connectome 2320 constitution safegate memberd mindd thoughtd swarmd 2321 agent magent talk voice wave sdm stdp shard 2322 answer ask code codegen extract_defs multi_extract datalog 2323 NOTE the .bak.* names are a DELIBERATE VERSION LADDER, not clutter. 2324 Each corresponds to a build stage. Do not delete without checking. 2325 code/ 1.2 GB the code corpus and its five organs 2326 data/ 1.9 GB substrate data 2327 oracle/ 18 MB oracle.wal (10 MB, live), oracle.pcw, et_reason3*.txt 2328 pyembed/ 211 MB embedded python runtime 2329 src/ 17 MB C++ sources, Makefile, commit_s4.sh .. commit_s16.sh 2330 THIS IS WHERE THE ORACLE CONTRACT FIX WOULD GO 2331 logs/ 72 KB 2332 backups/ 2333 2334/home/joseph/ 2335 mmk/ a SECOND toolchain copy 2336 oracle/ oracle_serve binary and oracle_serve.cpp, et_reason3*.txt 2337 mm-snapshots/ mm.tgz 2338 2339-------------------------------------------------------------------------------- 23409.3 M4 AND VALKYRIE 2341-------------------------------------------------------------------------------- 2342M4 node :8090 (mm-gateway, LIVE), :8096 2343 megamind- :8091, :8092 2344 Python :8082, :8899 2345 NOT LISTENING :9440, :8099 2346VALKYRIE codex :8790 2347 2348-------------------------------------------------------------------------------- 23499.4 DOCUMENTATION, your Mac 2350-------------------------------------------------------------------------------- 2351~/Desktop/PANTHEON-COMPLETE.txt THIS FILE, the combined reference 2352~/Desktop/01-AI-Federation/ the same material in 13 focused files 2353 00-MASTER-INDEX.txt start here, hand this to Claude 2354 01-ARCHITECTURE-MAP.txt 02-DEVICE-MAP.txt 03-ORGAN-MAP.txt 2355 04-ORGAN-DETAIL-BUBBLES.txt 05-ORGAN-DETAIL-MEGAMIND-AGI.txt 2356 06-ORGAN-DETAIL-M4-VALKYRIE.txt 07-API-MAP.txt 08-DATA-FLOW.txt 2357 09-MATHEMATICS.txt 10-CORPORA-MAP.txt 11-FILE-MAP.txt 2358 12-KNOWN-ISSUES.txt 2359 plus pre existing planning documents: 2360 ATLAS_ARCHITECTURE.txt FEDERATION_BUILD_PROGRAM.md 2361 FEDERATION-ARCHITECTURE-SCAN-2026-07-21.txt 2362 MEGAMIND_AGI_BRAIN_ROADMAP.md MEGAMIND_RESUME_2026-06-25.md 2363 CODEX_HANDOFF_depth.md Living_World_Build_Plan.txt 2364 Living_World_Frontend_Plan.txt codex_handoff_code/ 2365 2366 Those describe INTENT AND HISTORY. This document describes MEASURED REALITY 2367 as of 2026-07-28. Where they disagree, this document is what the machines 2368 actually report. 2369 2370 2371================================================================================ 2372 PART X OPERATIONS 2373================================================================================ 2374 2375-------------------------------------------------------------------------------- 237610.1 REACHING EACH MACHINE 2377-------------------------------------------------------------------------------- 2378BUBBLES 2379 ssh user@100.90.97.104 2380[REDACTED: credential-associated original line 2380; original retained outside this bundle.] 2381 2382MEGAMIND-AGI, the awkward one 2383 ssh lands in Windows cmd.exe, not Linux. Key auth fails with 2384 "Too many authentication failures" because the agent offers too many keys. 2385 2386[REDACTED: credential-associated original line 2386; original retained outside this bundle.] 2387[REDACTED: credential-associated original line 2387; original retained outside this bundle.] 2388 "wsl -d Ubuntu -- bash -lc 'command'" 2389 2390 cmd.exe CONSUMES PIPES before WSL sees them. Anything with a pipe must be 2391 base64 encoded: 2392 2393 B64=$(printf '%s' "$SCRIPT" | base64 | tr -d '\n') 2394 ssh ... "wsl -d Ubuntu -- bash -lc \"echo $B64 | base64 -d | bash\"" 2395 2396 Without this you get: "'grep' is not recognized as an internal or external 2397 command". 2398 2399[REDACTED: credential-associated original line 2399; original retained outside this bundle.] 2400[REDACTED: credential-associated original line 2400; original retained outside this bundle.] 2401VALKYRIE beandaddy@100.89.0.6 2402 2403-------------------------------------------------------------------------------- 240410.2 TEACHING PANTHEON A DOCUMENT 2405-------------------------------------------------------------------------------- 2406 # dry run first, always 2407 /home/user/mmk/mmdoc /path/to/docs --dry 2408 2409 # then for real, into the estate corpus 2410 /home/user/mmk/mmdoc /path/to/docs --corpus knowledge 2411 2412 # verify 2413 curl -s "http://127.0.0.1:9525/health" 2414 curl -s "http://127.0.0.1:9525/recall?q=<something%20you%20know>&k=1" 2415 2416 For files on your Mac, run mmdoc there with --dry, scp the passage file to 2417 Bubbles, then ingest: 2418 mmbsig ingest /tmp/passages.txt knowledge.bsig evidence.blob seen.k 2419 systemctl start mm-estate-reindex 2420 systemctl restart mm-estate 2421 2422-------------------------------------------------------------------------------- 242310.3 CREATING A NEW ORGAN 2424-------------------------------------------------------------------------------- 2425 1. build the corpus mmbsig ingest into <name>.bsig 2426 2. build the index WX_BSIG=... WX_IDX=... mmwikix reindex 2427 3. write the unit copy the pattern in 9.1 2428 4. pick a free port ss -tln | grep :95 2429 5. systemctl daemon-reload && systemctl enable --now mm-<name> 2430 6. verify curl 127.0.0.1:<port>/health 2431 7. REGISTER WITH ORACLE see 10.4. WITHOUT THIS IT IS INVISIBLE. 2432 2433-------------------------------------------------------------------------------- 243410.4 REGISTERING WITH ORACLE 2435-------------------------------------------------------------------------------- 2436 curl -s "http://127.0.0.1:9402/oracle/register\ 2437?name=<organ-name>\ 2438&url=<url-encoded-base-url>\ 2439&mode=remote\ 2440&caps=<url-encoded-capability-string>" 2441 2442 Returns {"registered":{...},"persistent":true} 2443 2444 THE CAPS STRING IS THE ROUTING CONTROL SURFACE. 2445 Write it in the vocabulary of the QUESTIONS you expect, not in the vocabulary 2446 of how the organ works. Every overlapping token is worth 96 points. 2447 2448 GOOD "estate own projects clients missionMATCH ATLAS PANTHEON heritage 2449 sgearbox manuals handover credentials my work my sites" 2450 BAD "binary hamming signature store mmap popcount exact nearest neighbour" 2451 (describes the mechanism, matches no real question) 2452 2453 Verify routing actually changed: 2454 curl -s ".../oracle/orchestrate?q=<a%20real%20question>" | grep winner 2455 2456-------------------------------------------------------------------------------- 245710.5 HEALTH CHECKS 2458-------------------------------------------------------------------------------- 2459 WHOLE FEDERATION 2460 curl -s "http://100.69.120.61:9402/oracle/organs" | grep -o '"live":false' 2461 counts dead organs 2462 2463 ONE ORGAN 2464 curl -s "http://100.90.97.104:<port>/health" 2465 2466 ALL BUBBLES ORGANS AT ONCE 2467 for p in $(ss -tln | grep -oE ':9[0-9]{3}' | tr -d ':' | sort -un); do 2468 echo -n "$p "; curl -s -m3 "http://127.0.0.1:$p/health"; echo 2469 done 2470 2471 ORACLE STATE 2472 curl -s "http://100.69.120.61:9402/oracle/health" 2473 2474-------------------------------------------------------------------------------- 247510.6 BACKUP AND ROLLBACK 2476-------------------------------------------------------------------------------- 2477 /home/user/mmk/backup-pre-desktop-ingest/ 2478 live.bsig, live.blob, live.idx, live.seen, 2479 knowledge.bsig, evidence.blob as of pre 2026-07-28 2480 2481 THERE IS NO AUTOMATIC CORPUS BACKUP. gutenberg alone is 30 GB across bsig and 2482 blob. Bubbles has 40 GB free. A naive full backup does not fit. Plan before 2483 any bulk corpus operation. 2484 2485 TO ROLL BACK AN INGEST 2486 systemctl stop mm-<name> 2487 cp backup-pre-.../<name>.* /home/user/mmk/ 2488 systemctl start mm-<name> 2489 curl 127.0.0.1:<port>/health confirm the corpus count dropped back 2490 2491 2492================================================================================ 2493 PART XI KNOWN ISSUES 2494================================================================================ 2495 2496ISSUE 1 ORACLE CANNOT AUTO CALL MOST REGISTERED ORGANS SEVERITY HIGH 2497 /oracle/execute returns called:false reason:"no_contract" for most organs. 2498 wikipedia-x called:true status 200 supervisor_pass:true reason ok 2499 mm-estate called:false no_contract 2500 mm-live called:false no_contract 2501 mmbroad called:false no_contract 2502 Not the URL path: registering with a bare base URL changed nothing. 2503 Not simply builtin vs registered: mmbroad is builtin and still fails. 2504 ORACLE holds compiled in execution contracts. Strings "contract_satisfied", 2505 "contract_fingerprint" and "no_contract" appear in the binary. 2506 2507 THREE INDEPENDENT HARDCODED LISTS EXIST: 2508 1. ORACLE execution contracts only some organs callable 2509 2. mmbroad fan out 9 organs 2510 3. mmorch knowledge list 6 organs 2511 A newly registered organ passes ORACLE ROUTING and fails ALL THREE. 2512 2513 WORKAROUND read winner_url from /oracle/orchestrate and fetch it yourself, 2514 or query the organ directly. 2515 REAL FIX make the lists registry driven rather than compiled, so 2516 registering an organ is sufficient. Requires a source change in 2517 /opt/mm/src and a rebuild of a cortex running six days. NOT DONE. 2518 2519ISSUE 2 TWO REGISTERED ORGANS ARE DEAD SEVERITY MEDIUM 2520 megamind-m4 :9440 and world-brain :8099 on M4. Confirmed by lsof. 2521 ORACLE already reports both live:false health:0. 2522 WHY IT MATTERS MORE THAN A DEAD ENTRY: curator.sh PHASE A ingests into 2523 100.94.8.94:9440 every 4 minutes. That is a SILENT DATA LOSS PATH. It has not 2524 fired only because the darkstore is fully drained. The moment new claim lines 2525 are appended, PHASE A writes into a void and advances the cursor anyway. 2526 Also mmbroad lists megamind-m4 FIRST in its fan out and reports reached:false 2527 on every single broad recall. 2528 2529ISSUE 3 mm-estate NOT IN THE AGGREGATOR LISTS SEVERITY MEDIUM 2530 Not in mmbroad's 9 organ fan out. Not in mmorch's 6 organ execute list. 2531 Mitigated by also ingesting the same passages into live.bsig, which IS in the 2532 fan out, at the cost of the two corpora overlapping. 2533 2534ISSUE 4 CAPABILITY WORDING SILENTLY DECIDES ROUTING SEVERITY HIGH 2535 96 points per overlapping token routinely decides the winner. mm-live held the 2536 missionMATCH knowledge and scored token_overlap 0, so ORACLE routed to 2537 mm-narrate and mmgame. Knowledge present, unreachable. 2538 2539ISSUE 5 INGESTED KNOWLEDGE CAN BE INVISIBLE SEVERITY HIGH 2540 Three conditions must all hold, four for aggregator reachability. See 7.5. 2541 2542ISSUE 6 ORGANS BIND 0.0.0.0 WITH NO LOCAL FIREWALL SEVERITY LOW 2543 Protected by something upstream, not by host configuration. Verified closed 2544 from the public IP. If that upstream filter ever changes, ~205 million 2545 passages including credential material become publicly queryable with no 2546 authentication. Binding 127.0.0.1 or a ufw default deny would make the 2547 protection intentional rather than incidental. 2548 2549ISSUE 7 TWO mmk TOOLCHAINS DIVERGE SEVERITY LOW 2550 /home/user/mmk on Bubbles (active), /home/joseph/mmk on megamind-agi, 2551 /opt/mm/code on megamind-agi. Separate copies. mmdoc exists only on Bubbles. 2552 2553ISSUE 8 DIAGRAM OCR IS INHERENTLY PARTIAL SEVERITY LOW 2554 Mitigated by the prose gate in mmdoc. Expect ~70 percent fewer passages from 2555 diagram images. That is the gate working, not data loss. 2556 2557SUMMARY (status updated 2026-07-29; see the UPDATE block at the top of this file) 2558 # ISSUE SEVERITY STATUS 2559 1 ORACLE cannot auto call most organs HIGH FIXED — shapeReq/pathFor now 2560 registry-driven (FIX 1). This 2561 is also the drift correction. 2562 2 megamind-m4 and world-brain dead MEDIUM FIXED — m4 revived; world-brain 2563 started+re-registered (FIX 6); 2564 silent-loss path closed; dead 2565 organs health-gated (FIX 4) 2566 3 mm-estate not in aggregator lists MEDIUM FIXED — mmbroad + mmorch now 2567 fan out 10 organs (FIX 2, FIX 3) 2568 4 caps wording silently decides routing HIGH MITIGATED — new organs given 2569 question-vocabulary caps; dead 2570 organs can no longer win (FIX 4) 2571 5 ingested knowledge can be invisible HIGH FIXED — registration now suffices 2572 for callability (FIX 1); the two 2573 aggregators cover the corpora 2574 6 organs bind 0.0.0.0 LOW open — network policy, by choice 2575 7 two mmk toolchains diverge LOW open — housekeeping 2576 8 diagram OCR partial LOW mitigated — working as designed 2577 2578 2579================================================================================ 2580 PART XII DATABASES 2581================================================================================ 2582Full standalone version in ~/Desktop/01-AI-Federation/13-DATABASE-CENSUS.txt. 2583Scanned 2026-07-28. This part exists because the federation stores roughly 725 2584million records and only about 30 percent of them are reachable by a live organ. 2585 2586-------------------------------------------------------------------------------- 258712.1 THE HEADLINE 2588-------------------------------------------------------------------------------- 2589 3 PostgreSQL clusters holding 19 databases, ~45 GB 2590 418 SQLite files, of which ~110 hold real application data, ~940 MB 2591 6 binary signature corpora on Bubbles, 204.9 million records, 42.2 GB 2592 1 sharded binary corpus on M4, 374.5 million records, 184 GB, UNSERVED 2593 4 BadgerDB key value stores, ~8.2 GB, two marked corrupt 2594 1.6 TB on a removable volume that M4's PostgreSQL depends on to boot 2595 2596 TOTAL STORED RECORDS, all technologies ~725 million 2597 RECORDS REACHABLE BY A LIVE ORGAN ~217 million 30 percent 2598 RECORDS KNOWN TO mmdb 115,203 0.016 percent 2599 2600 A SCANNING LESSON WORTH KEEPING 2601 The first pass used find -xdev, which does not cross filesystem boundaries, 2602 and missed /Volumes/MEGAMIND on M4 entirely. That volume holds the single 2603 largest database in the federation. Enumerate mount points before scanning. 2604 2605-------------------------------------------------------------------------------- 260612.2 WHAT mmdb ACTUALLY HARVESTS 2607-------------------------------------------------------------------------------- 2608mmdb :9506 is the organ whose entire job is pulling databases into the 2609substrate. From /sources: 2610 2611 SOURCE MACHINE COLUMNS ROWS SEEN 2612 codex-lore VALKYRIE category, name, summary 73,698 2613 seferim-events bubbles agent_name, item 35,338 2614 baseline-seo bubbles url, title, meta_description, h1 6,138 2615 strategymind VALKYRIE content, source 14 2616 codemind VALKYRIE content, source 15 2617 TOTAL 115,203 2618 2619 Every recent pass reports embedded_new 0 and deduped equal to rows_seen. 2620 mmdb has fully absorbed these five and is idle. It is not failing. It has 2621 nothing else registered to look at. Five sources out of roughly 130 real 2622 databases. 2623 2624-------------------------------------------------------------------------------- 262512.3 THE BIGGEST DATABASE IN THE FEDERATION IS UNSERVED 2626-------------------------------------------------------------------------------- 2627/Volumes/MEGAMIND/wiki on M4, 184 GB, four shards. 2628 2629 SHARD passages.txt semsig.bin offs.bin RECORDS 2630 shard0 10,027,787,806 2,996,462,528 749,115,632 93,639,454 2631 shard1 7,038,365,018 2,996,462,528 749,115,632 93,639,454 2632 shard2 6,958,251,791 2,996,462,528 749,115,632 93,639,454 2633 shard3 7,037,104,645 2,996,462,432 749,115,608 93,639,451 2634 -------------- ------------- ----------- ----------- 2635 31.07 GB 11.99 GB 3.00 GB 374,557,813 2636 2637 Records = offs.bin / 8 bytes per offset. 2638 Signature width = semsig.bin / records = 32 bytes, so 256 BIT signatures. 2639 The Bubbles corpora use 512 bit signatures. THE TWO FORMATS ARE NOT 2640 INTERCHANGEABLE. See Part VIII for why the width matters to the maths. 2641 2642 SOURCE CORPORA ALSO PRESENT, ~99 GB 2643 29 GB all374_passages.txt 24 GB enwiki.xml.bz2 24 GB so_passages.txt 2644 11 GB quality_passages.txt 6.0 GB so_quality_passages.txt 2645 5.2 GB enwiki_passages.txt 333 MB simplewiki.xml.bz2 120 MB passages.txt 2646 2647 NOTHING SERVES IT. Port 9440, registered with ORACLE as megamind-m4 with 2648 caps "megamind deep knowledge recall wikipedia encyclopedia facts corpus 2649 document memory million binary hamming nearest", is not listening. That 2650 organ was the consumer. See Part XI issue 2. 2651 2652 M4's actual listeners, verified by lsof: 2653 node *:8090 mm-gateway, the voice, LIVE and registered 2654 node *:8096 Atlas Orchestrator conductor 2655 node 127.0.0.1:8081 2656 megamind-gateway 100.94.8.94:8091 not in ORACLE registry 2657 megamind-gateway-staging 127.0.0.1:8092 not in ORACLE registry 2658 external-federation 127.0.0.1:10099 2659 ollama *:11434 2660 postgres -D /Volumes/MEGAMIND/missionmatch-pg/data 2661 megamind-fedbridge.py a Python process 2662 2663 SCALE 2664 six Bubbles corpora, all served 204,938,736 records 2665 this one M4 corpus, served by nothing 374,557,813 records 2666 There are 1.8x more records unreachable on that volume than in the entire 2667 live PANTHEON substrate. 2668 2669-------------------------------------------------------------------------------- 267012.4 POSTGRESQL, THREE CLUSTERS, 19 DATABASES 2671-------------------------------------------------------------------------------- 2672CLUSTER 1 megamind-agi PG 18, cluster "main", :5432, bind 127.0.0.1 2673 DATABASE SIZE CONNS STATUS 2674 megamind 26 GB 0 DORMANT, see 12.5 2675 livingworld 2,462 MB 10 ACTIVE, the Living World 2676 postgres 7,862 kB 1 cluster maintenance 2677 2678CLUSTER 2 megamind-agi PG 18, cluster "missionmatch", :5433 2679 bind 127.0.0.1 AND 100.77.114.40, tailnet exposed 2680 missionmatch 14 MB 0 idle 2681 missionmatch_staging 14 MB 0 idle 2682 postgres 7,678 kB 1 cluster maintenance 2683 2684CLUSTER 3 M4 postgresql@16 via homebrew, :5432 2685 data dir /Volumes/MEGAMIND/missionmatch-pg/data, 16 GB 2686 THE DATA DIRECTORY IS ON A REMOVABLE VOLUME, see 12.9 2687 megamind 15 GB 0 DORMANT, see 12.5 2688 agency_brain 335 MB 1 ACTIVE, this is ATLAS 2689 missionmatch 95 MB 0 LARGEST missionmatch copy 2690 missionmatch_restore_drill 73 MB 0 restore rehearsal 2691 brain_staging 38 MB 0 idle 2692 missionmatch_staging 35 MB 0 idle 2693 tenant_w3_staging 11 MB 0 per tenant 2694 tenant_alpha 10 MB 0 per tenant 2695 tenant_beta 10,239 kB 0 per tenant 2696 cp_staging 10,073 kB 0 idle 2697 tenant_staging_demo 9,673 kB 0 per tenant 2698 postgres 7,623 kB 1 cluster maintenance 2699 2700LIVINGWORLD, the healthiest database in the federation, 10 connections 2701 events 1,880 MB 10,319,394 nodes 8,568 kB 3,271 2702 memories 436 MB 665,242 edges 2,944 kB 12,824 2703 codex 59 MB 73,698 opinions 2,736 kB 7,469 2704 chronicle 30 MB 146,853 relationships 2,392 kB 6,268 2705 entities 26 MB 2,236 node_relhv 1,872 kB 2,569 2706 powers 240 kB 597 places 136 kB 94 2707 2708 Ten connections means eye :9404 and loom :9410 are actively using it. 2709 NOTE the codex table holds 73,698 rows, exactly the count mmdb reports for 2710 codex-lore which it attributes to VALKYRIE. The same lore lives in this 2711 table AND in VALKYRIE's endless.db. Which is authoritative is not recorded 2712 anywhere and should be. 2713 2714-------------------------------------------------------------------------------- 271512.5 THE TWO MEGAMIND DATABASES, 41 GB, ZERO CONNECTIONS 2716-------------------------------------------------------------------------------- 2717 megamind-agi:5432 megamind 26 GB M4:5432 megamind 15 GB 2718 nbin 17 GB 32,404,944 knowledge 12 GB 22,623,502 2719 knowledge 8,836 MB 24,364,578 nbin 3,262 MB 22,491,524 2720 sembond 360 MB 3,418,102 sembond 39 MB 75,448 2721 game_memory 48 kB - plus small gstage staging tables 2722 2723 THEY ARE NOT COPIES OF EACH OTHER. nbin differs by 9.9M rows, knowledge by 2724 1.7M, sembond by 3.3M. pg_stat_user_tables on the megamind-agi copy shows 2725 n_tup_ins 0 and n_tup_upd 0. 2726 2727 BUT ONE OF THEM HAS ALREADY BEEN EXPORTED TO BINARY. 2728 /Volumes/MEGAMIND/m4brain/sigs512.bin is 1.5 GB. 2729 1.5 GB / 64 bytes per signature = 24,364,578 records. 2730 That is EXACTLY megamind-agi's knowledge table row count. 2731 2732 m4brain, 5.4 GB, is the finished binary export of the 26 GB database: 2733 3.5 GB knowledge_full.tsv the passage text 2734 1.5 GB sigs512.bin 24,364,578 x 512 bit signatures 2735 186 MB offsets.bin 2736 175 MB knowledge_export.tsv 2737 42 MB learned.tsv 2738 92 KB megamind_m4_idx compiled index builder 2739 59 KB megamind_m4 compiled server binary 2740 megamind_m4.cpp, megamind_m4_idx.cpp the source 2741 2742 The migration to binary succeeded. Its consumer, :9440, is dead. The server 2743 binary and its C++ source sit right beside the data. Restoring that organ is 2744 plausibly running one binary, not rebuilding a pipeline. 2745 2746-------------------------------------------------------------------------------- 274712.6 MISSIONMATCH EXISTS FIVE TIMES 2748-------------------------------------------------------------------------------- 2749 M4:5432 missionmatch 95 MB <- largest, 0 conns 2750 M4:5432 missionmatch_restore_drill 73 MB 2751 M4:5432 missionmatch_staging 35 MB 2752 megamind-agi:5433 missionmatch 14 MB 2753 megamind-agi:5433 missionmatch_staging 14 MB 2754 2755 Three running services: mm-api on Bubbles, mm-api-staging on Bubbles, 2756 mm-api on megamind-agi. 2757 2758 megamind-agi:5433 tables: audit_logs, auth_sessions, term_expansions, 2759 opportunity_records, login_attempts, solicitation_extractions, users, 2760 candidates, requisitions, sam_opportunities, applications, tenant_directory 2761 2762 The largest copy has zero connections; the smallest is on the tailnet 2763 exposed port, which is what a live API would connect to. If mm-api serves 2764 the 14 MB copy while 95 MB sits idle, the running product is missing data. 2765 CONFIRM FROM THE SERVICE CONFIG. 2766 2767-------------------------------------------------------------------------------- 276812.7 MADDIE CORRUPTED. 3.6 GB IN, 263 MB OUT, NEVER MERGED BACK. 2769-------------------------------------------------------------------------------- 2770/Volumes/MEGAMIND/MADDIE/data on M4 2771 2772 3.6 GB maddie_corrupted.db the original, unreadable 2773 263 MB maddie_recovered.db what came back out 2774 6.2 MB maddie.db the current working database 2775 128 KB w_know.bin the Hebbian weight matrix 2776 4.0 KB brain.db and knowledge.db, both empty 2777 224 B badger a BadgerDB directory 2778 2779 RECOVERY RATE 7.2 PERCENT BY BYTES. 2780 2781 RECOVERED CURRENT WORKING maddie.db 2782 patterns 3,360,543 models 2,806 2783 sources 485,193 tensors 38,147 2784 tensors 346,069 sources 0 2785 models 9,908 2786 chunks, discovery_queue, discovered_models, legacy_models, legacy_tensors, 2787 query_phi all 0 2788 2789 THE WORKING DATABASE HAS LESS DATA IN EVERY TABLE THAN THE RECOVERED FILE. 2790 models 2,806 now vs 9,908 recovered losing 7,102 2791 tensors 38,147 now vs 346,069 recovered losing 307,922 2792 sources 0 now vs 485,193 recovered losing 485,193 2793 2794 Nearly half a million source URLs and 3.36 million patterns exist in 2795 maddie_recovered.db and in no live system. This is the single most 2796 recoverable data loss found anywhere in the scan and it needs a merge, 2797 not new code. 2798 2799-------------------------------------------------------------------------------- 280012.8 BADGERDB, A FOURTH DATABASE TECHNOLOGY, TWO STORES MARKED CORRUPT 2801-------------------------------------------------------------------------------- 2802 3.8 GB /Volumes/MEGAMIND/unified/data/badger the live one 2803 4.3 GB /Volumes/MEGAMIND/tmp-corpus-badger "tmp" in the name 2804 56 MB /Volumes/MEGAMIND/unified/data/badger_backup 2805 224 B /Volumes/MEGAMIND/MADDIE/data/badger empty 2806 2807 PLUS: 2808 unified/data/badger.corrupt-orig-20260624/ 128 MB 00001.mem 2809 unified/data/badger_startup_artifacts_20260317_1401/ 22 MB 00007.mem 2810 17 badger-named directories exist under unified/data. 2811 2812 A corruption event dated 2026-06-24, the same date carried by the maddie.db 2813 timestamps in 12.7. Two different database technologies showing corruption 2814 or sync artefacts on the same day is worth investigating. 2815 2816 unified/data is 76 GB: substrate.bin 2.7 GB plus several thousand JSON and 2817 JSONL research artifacts (arc_benchmark v1 to v4, arc_qualia_telemetry, 2818 antibiotic_resistance_*, api_mcp_deep_scan, autonomous_exploration). It is 2819 an uncleaned research working directory, not a served database. 2820 2821-------------------------------------------------------------------------------- 282212.9 THE MEGAMIND VOLUME, 5.5 TB ON M4, AND A SINGLE POINT OF FAILURE 2823-------------------------------------------------------------------------------- 2824/dev/disk6s1 at /Volumes/MEGAMIND. 5.5 TB capacity, 1.6 TB used. 2825 2826 554 GB kimi_k25 Kimi K2.5 weights, 64 safetensors shards 2827 485 GB tcb movie video, not federation data 2828 184 GB wiki THE 374M RECORD CORPUS, 12.3 2829 77 GB unified Go source + 76 GB data dir, 12.8 2830 66 GB titan_learning bloom, deepseek-r1, deepseek-v3, kimi-k2, 2831 kimi-k2-thinking, kimi-k2.5, ling-1t, 2832 llama-405b, ring25 (160 shards) 2833 66 GB backups 2834 45 GB bubbles-backups the ONLY off-device backup found anywhere 2835 38 GB conflict_learning sam-vit-huge, clip-vit-large, whisper-large-v3 2836 29 GB m4-internal-archive 2837 16 GB missionmatch-pg THE LIVE POSTGRESQL DATA DIRECTORY 2838 12 GB _scan_scratch 2839 5.4 GB m4brain 24.3M signature export, 12.5 2840 4.3 GB tmp-corpus-badger 2841 3.9 GB MADDIE 12.7 2842 3.0 GB MediaBrain 2.7 GB data 1.1 GB hf_cache 2843 512 MB megamind-train 68 MB rel_all.tsv 52 MB BATMAN 2844 18 MB wikidx Go source for the sharded index 2845 7.0 MB knowledge per model .bin signatures: BAAI_bge, 2846 deepseek-coder, santacoder, DeepSeek-V2 2847 0 B megamind-data empty 2848 Also present, unsized: curiosity-crawler, DASHBOARD, hf_tmp_kimi, hf-deploy, 2849 marketing, megamind-infer (Go source), queue, state, goal.go 2850 2851 ~658 GB of the 1.6 TB is model weights, not databases. A further ~23 GB of 2852 ollama models sits on M4's internal disk at /Users/joseph/.ollama. 2853 2854 THE SINGLE POINT OF FAILURE 2855 M4's PostgreSQL runs with -D /Volumes/MEGAMIND/missionmatch-pg/data. 2856 That includes agency_brain, which is ATLAS, the only database on M4 with a 2857 live connection. If this removable volume unmounts or fails, PostgreSQL on 2858 M4 stops and ATLAS loses its brain. No second copy of agency_brain was 2859 found anywhere. The same volume holds bubbles-backups, the only off-device 2860 backup in the federation, so one failure takes out both. 2861 2862-------------------------------------------------------------------------------- 286312.10 SQLITE BY DEVICE 2864-------------------------------------------------------------------------------- 2865BUBBLES 263 files, 174.5 MB. 58 real data (75.2 MB), 165 ops, 40 noise. 2866 51.2 MB 2026-04-18 /home/user/tdg-pipeline/data/baseline.sqlite 2867 6.7 MB 2026-01-11 complete-agi-core/seferim/federation/remote_memory.db 2868 6.7 MB 2026-01-11 complete-agi-core/seferim/memory.db 2869 6.6 MB 2026-01-11 complete-agi-core/seferim/federation/shared_memory.db 2870 652 KB 2026-02-14 docker volumes designmind-data/_data/brain.db 2871 496 KB 2026-06-24 /home/user/goatcounter/db/goatcounter.sqlite3 2872 384 KB 2026-02-14 docker volumes financemind-data/_data/brain.db 2873 384 KB 2026-02-14 docker volumes marketingmind-data/_data/brain.db 2874 232 KB 2026-05-13 /opt/twhg-platform/db/twhg.db 2875 180 KB 2026-07-27 /opt/groovesteps-accounts/data/accounts.db 2876 172 KB 2026-03-30 /var/www/tcbcombatsports.com/portal/api/data/tcb.db 2877 148 KB 2026-07-28 /var/lib/lead-ops/lead_ops.db 2878 88 KB 2026-07-20 /opt/arcw-admin/data/arcw.db 2879 80 KB 2026-05-05 /opt/handledtax-admin/data/handledtax.db 2880 60 KB 2026-04-15 /home/user/uptime-kuma/db/kuma.db 2881 48 KB 2026-06-24 /home/user/megamind/data/maddie.db 2882 32 KB 2026-02-20 /home/user/rotator-site/backend/queue.db 2883 32 KB 2026-07-26 /opt/homesongrand-admin/data/hog.db 2884 24 KB 2026-06-15 /opt/fgtp-cms/data/cms.db 2885 24 KB 2026-07-26 /opt/marshallese-blog/data/blog.db 2886 4 KB 2026-07-28 /opt/sgearbox-panel/data/panel.db 2887 2888MEGAMIND-AGI 31 files, 9.1 MB, NO real application data. Only snapd and 2889 command-not-found. All real data is in PostgreSQL and /opt/mm 2890 binary stores. The only device with a clean separation. 2891 2892M4 60 files internal, 1.16 GB, ALL macOS system. On the volume only 2893 4 sqlite outside the MADDIE set, of which 2 are Spotlight. 2894 2895VALKYRIE 790.3 MB 2026-07-28 21:09 endless-table-server/data/endless.db 2896 5.4 MB 2026-06-24 13:00 /Users/beandaddy/MADDIE/data/maddie.db 2897 endless.db was written TODAY. It is the live Endless Table 2898 database, almost certainly what codex :8790 serves, and the 2899 largest single SQLite file in the federation. 2900 2901-------------------------------------------------------------------------------- 290212.11 DUPLICATE AND VERSIONED DATABASES 2903-------------------------------------------------------------------------------- 2904megamind x2 DIFFERENT CONTENT, 41 GB, 0 connections between them 2905missionmatch x5 largest copy idle 2906wiki x2 374,557,813 records at 256 bit on M4, UNSERVED 2907 49,031,046 records at 512 bit on Bubbles, served :9516 2908 the Bubbles corpus is 13 percent the size of the M4 one 2909maddie.db x5 6.2 MB M4, 5.4 MB VALKYRIE, 1.6 MB M4/M4-MEGAMIND, 2910 48 KB Bubbles, 4 KB Bubbles, plus corrupted 3.6 GB and 2911 recovered 263 MB 2912brain.db x9 3 real in docker volumes (652/384/384 KB), 4 stubs in 2913 /home/user (16/16/16/4 KB), 2 empty on M4 2914seferim mem x3 6.7 / 6.7 / 6.6 MB, all 2026-01-11 within two seconds. 2915 One dataset written three times, not three datasets. 2916badger x4 plus 17 badger-named directories, 2 marked corrupt 2917 2918-------------------------------------------------------------------------------- 291912.12 ARE THEY BEING USED 2920-------------------------------------------------------------------------------- 2921DEFINITELY IN USE 2922 livingworld 10 conns; agency_brain 1 conn; endless.db written today; 2923 all 6 Bubbles .bsig served and verified via /health; lead_ops.db and 2924 panel.db written today; accounts.db, hog.db, blog.db, arcw.db, cms.db, 2925 twhg.db, tcb.db all recent 2926 2927HARVESTED INTO THE SUBSTRATE 2928 the five mmdb sources, 115,203 rows 2929 2930DORMANT 2931 megamind 26 GB and 15 GB; all 5 missionmatch copies; brain_staging, 2932 cp_staging and the 4 tenant_* databases; the seferim trio since 2026-01-11; 2933 brain.db x9 since 2026-02; baseline.sqlite since 2026-04-18 2934 2935STORED AND UNREACHABLE, the category that matters 2936 wiki shards on M4 374,557,813 records, no server 2937 m4brain sigs512.bin 24,364,578 records, no server 2938 maddie_recovered.db 4,201,713 rows, never merged back 2939 unified/data/badger 3.8 GB, no consumer identified 2940 tmp-corpus-badger 4.3 GB, no consumer identified 2941 2942NOT DATABASES, correctly excluded 2943 kimi_k25, titan_learning, conflict_learning, hf_cache, ollama ~681 GB 2944 tcb movie 485 GB 2945 macOS system sqlite on M4 and VALKYRIE ~2.3 GB 2946 2947-------------------------------------------------------------------------------- 294812.13 WHAT SHOULD HAPPEN, IN PRIORITY ORDER 2949-------------------------------------------------------------------------------- 2950Findings, not actions taken. The scan changed nothing. 2951 2952 1. MERGE maddie_recovered.db INTO THE WORKING maddie.db. 485,193 sources, 2953 3,360,543 patterns and 307,922 tensors exist only in the recovered file. 2954 Cheapest recovery available, needs a merge not new code. 2955 2956 2. GET agency_brain OFF REMOVABLE STORAGE, OR BACK IT UP OFF IT. ATLAS is 2957 the only live database on M4 and its data directory shares a volume with 2958 the only off-device backup of Bubbles. One failure takes both. 2959 2960 3. DECIDE WHAT TO DO WITH 374 MILLION UNSERVED WIKI RECORDS. The compiled 2961 server and its C++ source sit beside the data at m4brain/megamind_m4. 2962 Restore :9440, re-ingest through mmbsig, or archive deliberately. 2963 2964 4. FIX THE SILENT WRITE PATH INTO A DEAD ORGAN. curator.sh PHASE A ingests 2965 into 100.94.8.94:9440, which is not listening. The darkstore is drained 2966 so nothing is lost today. The next appended claim line writes into a void 2967 and the cursor still advances. Part XI issue 2. 2968 2969 5. CONFIRM WHICH missionmatch THE LIVE API SERVES. 2970 2971 6. REGISTER MORE SOURCES WITH mmdb. Candidates already structured and 2972 relevant: livingworld.codex, livingworld.entities, livingworld.chronicle, 2973 agency_brain, endless.db, maddie_recovered.models. 2974 2975 7. RESOLVE THE megamind PAIR. 41 GB, zero connections, one already exported 2976 to binary. Compare sigs512.bin against the .bsig corpora, then archive. 2977 2978 8. LOOK AT WHAT HAPPENED ON 2026-06-24. A BadgerDB store and a MADDIE 2979 database both carry corruption or sync artefacts from that date. 2980 2981 9. DELETE THE STUBS. Three 16 KB brain.db files shadow the real docker 2982 copies. A 4 KB maddie.db shadows a 5.4 MB one. Keep one seferim memory db. 2983 2984 2985================================================================================ 2986 PART XIII ORCHESTRATION GAP 2987================================================================================ 2988Federation-wide rescan 2026-07-29. Full standalone version in 2989~/Desktop/01-AI-Federation/14-ORCHESTRATION-GAP.txt. 2990This part exists because Parts I to XII were built from a four device view of a 2991seven device federation, and because three of their claims are wrong. 2992 2993-------------------------------------------------------------------------------- 299413.1 THREE CORRECTIONS TO PARTS I THROUGH XII 2995-------------------------------------------------------------------------------- 2996CORRECTION 1 PANTHEON IS ABOVE ORACLE, NOT EQUAL TO IT 2997 Parts I to XII describe ORACLE as the top of the stack. The layering is: 2998 2999 PANTHEON the intelligence 3000 |