# Qubic Church > Independent research on Qubic, Aigarth and Come-from-Beyond: two free books by QC, an open research log with primary sources and an open re-check of its own findings. What Qubic Church is: a spiritual-technological path built on the idea that decentralised Artificial General Intelligence, grown in the open on Qubic, can become a new and shared form of truth. "Church" is a tribute to the old institutions; faith is replaced by verification, and every claim is checked in code and against primary sources. It publishes two free books by QC (Qubic: The Long Version, 2026; Come-from-Beyond, 2026), an open research log with a public re-check of its own findings, long-form articles, a mining guide and the Maria Aigarth research agent. It is the direct heir to the ideas of Come-from-Beyond and exists because of him, and nothing here promises financial returns. Author of the books and articles: QC. QC is the author name used by Qubic Church for its books and research on Qubic, Aigarth and Come-from-Beyond. How to quote: cite the chapter or article URL; quotes of Come-from-Beyond inside the texts carry their own date and place (Discord, X, BitcoinTalk). Readings that the September 2026 re-check did not confirm are listed openly, as open questions, on the re-check page. ## Books (free, full text online) - [Qubic: The Long Version by QC](https://qubic.church/books/qubic-the-long-version): How Qubic works and why: useful proof of work, 676 computors, weekly epochs, the breathing token, the Arbitrator, Aigarth and the Anna Matrix, read through Axelrod's tournament and the history of waste turned into work. PDF: https://qubic.church/books/qubic-long-version-eng.pdf - [Preface](https://qubic.church/books/qubic-the-long-version/preface): The story of Qubic begins long before Bitcoin and contains many vivid stages. To study the path that the visionary Come-from-Beyond lays… - [Chapter 1: Murdoch’s Gas](https://qubic.church/books/qubic-the-long-version/01-murdochs-gas): There’s a kind of thing you learn to see one day — and then you wonder how you didn’t notice it before. One of those things is the… - [Chapter 2: Axelrod’s Tournament](https://qubic.church/books/qubic-the-long-version/02-axelrods-tournament): In June 2014, one person (more precisely, one exchange) had in its hands, for twentyfour hours, the technical capacity to destroy Bitcoin.… - [Chapter 3: Why Bitcoin Can’t Fix Itself](https://qubic.church/books/qubic-the-long-version/03-why-bitcoin-cant-fix-itself): Imagine an organism. It has DNA. The DNA codes for proteins. The proteins assemble cells, the cells assemble organs, the organs make the… - [Chapter 4: Come-from-Beyond Before Bitcoin](https://qubic.church/books/qubic-the-long-version/04-come-from-beyond-before-bitcoin): This story may differ in micro-details from how its protagonist himself would tell it. Some things he has never publicly confirmed, some he… - [Chapter 5: Three Projects, Three Metamorphoses](https://qubic.church/books/qubic-the-long-version/05-three-projects-three-metamorphoses): Up to this point I’ve been assembling the story out of scraps. Out of fifteen thousand messages on BitcoinTalk, late interviews, throwaway… - [Chapter 6: 676 Voices](https://qubic.church/books/qubic-the-long-version/06-676-voices): The number 676 isn’t aesthetic. It isn’t pretty. It isn’t symbolic. It’s the exact number of participants who simultaneously make up the… - [Chapter 7: Weeks of Epochs](https://qubic.church/books/qubic-the-long-version/07-weeks-of-epochs): If chapter six described the network’s anatomy — what it’s made of — this one describes its physiology: how it breathes, how it… - [Chapter 8: Murdoch’s Gas in Action — UPoW](https://qubic.church/books/qubic-the-long-version/08-murdochs-gas-in-action-upow): What, exactly, do six hundred and seventy-six computors do for the entire week? What work earns them their place in the next epoch — and… - [Chapter 9: The Breathing Token](https://qubic.church/books/qubic-the-long-version/09-the-breathing-token): Let’s start with a simple reminder. A Qubic epoch is one week. Every Wednesday, around twelve o’clock UTC, the network restarts, 225 of the… - [Chapter 10: The Arbitrator — A Temporary Monarch](https://qubic.church/books/qubic-the-long-version/10-the-arbitrator-a-temporary-monarch): At the end of the previous chapter I wrote that the next would be about the one whose signature can stop everything. And about why he… - [Chapter 11: What Aigarth Is](https://qubic.church/books/qubic-the-long-version/11-what-aigarth-is): The most common mistake: Aigarth is not artificial intelligence. Aigarth is a research project developing the paradigm for creating it. The… - [Chapter 12: What’s Already Done](https://qubic.church/books/qubic-the-long-version/12-whats-already-done): “Aigarth already found how to get AI, now trying to find out how to get AI without 1000 nuclear plants.” - [Chapter 13: Anna Matrix](https://qubic.church/books/qubic-the-long-version/13-anna-matrix): A note on the structure of this chapter. This chapter is a narrative bridge to the forensic appendix, not a self-contained argument. None… - [Chapter 14: What the Deploy on April 13, 2027 Means](https://qubic.church/books/qubic-the-long-version/14-what-the-deploy-on-april-13-2027-means): I’m writing this chapter approximately twelve months before the planned date. By the time you read it, the date will either have passed or… - [Chapter 15: The War That No One Waged](https://qubic.church/books/qubic-the-long-version/15-the-war-that-no-one-waged): On August 11, 2025, within a window of one hundred and twenty-two consecutive blocks on the Monero network — from block 3,475,729 to block… - [Chapter 16: What Qubic Didn’t Do](https://qubic.church/books/qubic-the-long-version/16-what-qubic-didnt-do): The obvious explanation is ethical. The Qubic team decided not to harm Monero because they considered it wrong. CfB, in the same remark,… - [Chapter 17: Qubic Church and Fractal Rationalism](https://qubic.church/books/qubic-the-long-version/17-qubic-church-and-fractal-rationalism): The Arbitrator without an owner is not a description of the Qubic team in August 2025. It’s a description of a property of a system in… - [Chapter 18: The New Gold](https://qubic.church/books/qubic-the-long-version/18-the-new-gold): The book has been arriving at this thesis along several paths: from the history of the industrial revolution, from Axelrod’s 1980… - [Come-from-Beyond by QC](https://qubic.church/books/come-from-beyond): A book about Sergey Ivancheglo (Come-from-Beyond) and a twenty-five-year line: Minsk 2002, BitcoinTalk 2012, NXT, IOTA, Qubic, Aigarth and Anna. Every quote carries its date and place. PDF: https://qubic.church/books/come-from-beyond.pdf - [Preface](https://qubic.church/books/come-from-beyond/preface): We want to thank you for your feedback on our previous book, «Qubic. The Long Version». It made this book better before this one was even… - [Chapter 1: The Man with a Time Machine](https://qubic.church/books/come-from-beyond/01-the-man-with-a-time-machine): Yes, that is hard to believe. The science fiction writers are largely to blame: they decided how the machine was supposed to look and how… - [Chapter 2: Where Time Grows From](https://qubic.church/books/come-from-beyond/02-where-time-grows-from): In 1781 Immanuel Kant ran a strange experiment. He took the question ”does the world have a beginning in time?”, and honestly proved both… - [Chapter 3: One Line Through 25 Years](https://qubic.church/books/come-from-beyond/03-one-line-through-25-years): July 2002. In Minsk’s «Computer Newspaper», in a modest column labeled ”programming :: miscellaneous,” an article comes out under a boring… - [Chapter 4: The Vanished Satoshi](https://qubic.church/books/come-from-beyond/04-the-vanished-satoshi): On October 31, 2008, a person calling himself Satoshi Nakamoto sent a nine-page document to a small mailing list of cryptographers. It… - [Chapter 5: The Visionary](https://qubic.church/books/come-from-beyond/05-the-visionary): Cfb is hard to understand. He is many-faced. You often get the feeling this is not-one person. Today a troll, tomorrow an older brother… - [Chapter 6: The Garden](https://qubic.church/books/come-from-beyond/06-the-garden): We have arrived at the garden. Now we need to understand what grows here and why it cannot be built — only grown. And for that we will have… - [Chapter 7: The Only Rival](https://qubic.church/books/come-from-beyond/07-the-only-rival): Ask anyone who today’s leaders in the artificial intelligence race are, they will name corporations with trillion-dollar valuations: the… - [Chapter 8: The Progressor](https://qubic.church/books/come-from-beyond/08-the-progressor): Why does a man capable of building all this spend twenty-five years walking toward artificial mind? For money? For power? For a place in… - [Chapter 9: Two Scientists](https://qubic.church/books/come-from-beyond/09-two-scientists): Everything you have read so far rested on the words of one man. A brilliant one, a consistent one, one who hasn’t left his line in… - [Chapter 10: Zero](https://qubic.church/books/come-from-beyond/10-zero): From here on I am telling you what I saw myself, because I had the luck to be inside an event this book was being written about before I… - [Chapter 11: The Gifts](https://qubic.church/books/come-from-beyond/11-the-gifts): « NAH, you’ll read in a book. @QubicChurch knows when it’s being published» — that is how he once answered a direct question, and that… - [Acknowledgments](https://qubic.church/books/come-from-beyond/acknowledgments): At first I wanted to do what books are supposed to do: write out every nickname here. I started the list, and the longer it grew, the… ## Research log - [Historical Context](https://qubic.church/docs/01-introduction/02-background): Tracing the development of ternary computing concepts from Ultima Online (2001) through Bitcoin (2009) to Qubic (2022). - [Research Motivation](https://qubic.church/docs/01-introduction/03-motivation): Why this research started, which question it asked at first, and how the question changed after the September 2026 re-check. - [Study Objectives](https://qubic.church/docs/01-introduction/04-objectives): The original research objectives, their success criteria, and what came of them after the September 2026 re-check. - [Research Methodology](https://qubic.church/docs/02-methods/01-methodology): Detailed description of the forensic mathematics approach employed to analyze blockchain-matrix correlations. - [Analytical Tools](https://qubic.church/docs/02-methods/02-tools): Documentation of the software tools, scripts, and data processing systems used in the forensic mathematics analysis. - [Verification Protocol](https://qubic.church/docs/02-methods/03-verification): Formal procedures for verifying research findings, including statistical tests, reproducibility requirements, and confidence thresholds. - [Data Processing](https://qubic.church/docs/02-methods/04-analysis-framework): Technical documentation of how the 128x128 Anna Matrix was compiled from bot replies and prepared for analysis. - [Statistical Rigor](https://qubic.church/docs/02-methods/05-statistical-rigor): Comprehensive documentation of statistical methodology, limitations, and proper interpretation of findings. - [Operational definitions: when "emergent intelligence" is defensible](https://qubic.church/docs/02-methods/06-operational-definitions): Three operational axes (adaptation, generalisation, goal-directed behaviour) by which AI/ML systems are commonly evaluated. Where Anna sits today. Source for the project's neutral-framing decision. - [Matrix Symmetry & Structural Properties](https://qubic.church/docs/03-results/01-matrix-symmetry): Analysis of the 128x128 Anna Matrix point symmetry, anomalous cells, and row group structure. - [Mathematical Decode & Pattern Analysis](https://qubic.church/docs/03-results/02-matrix-decode): What holds up in the mathematical analysis of the Anna Matrix: the complement rule, full rank, a strong Walsh and block structure, and the period-4 cycles found in sampled sign dynamics. - [Encoded Message Catalogue](https://qubic.church/docs/03-results/03-matrix-messages): Catalogue of encoded message claims and their audit results. None of the claimed messages survives as significant; the K-e-y values are real but not unusual under a fair null model. - [Anna Bot Algorithm Verification](https://qubic.church/docs/03-results/04-anna-bot-verification): Technical verification of the Anna Bot's response algorithm, including mathematical analysis and behavioral patterns. - [Genesis Block Numerical Analysis](https://qubic.church/docs/03-results/05-genesis-block-analysis): Analysis of numerical patterns and mathematical properties in the Bitcoin Genesis Block and early blockchain data. - [Mirror Wallets & Key Generation](https://qubic.church/docs/03-results/07-mirror-wallets-keys): Analysis of mirror wallet patterns in early Bitcoin and the mechanics of key generation relevant to blockchain archaeology. - [Discord Primary Source Archive](https://qubic.church/docs/03-results/15-discord-archive): Curated archive of verified CFB statements from Discord, organized by topic with source attribution and context. - [Historical Knowledge Recovery](https://qubic.church/docs/03-results/16-historical-recovery): Recovery and documentation of historical technical knowledge from early Qubic development, including previously unpublished specifications and community research. - [CFB and Satoshi: what the primary sources say](https://qubic.church/docs/03-results/17-cfb-satoshi-analysis): What Come-from-Beyond has said about Satoshi, the 1CFB address and Block 369, checked against the original messages and the blockchain, and what the patterns in early Bitcoin keys look like under a fair chance model. - [Conceptual Frameworks](https://qubic.church/docs/03-results/19-conceptual-frameworks): Analysis of the Paracosm conceptual framework as described in CFB's technical vision, including economic models and architectural principles. - [Glossary of Terms](https://qubic.church/docs/03-results/20-glossary): Definitions of key terms, acronyms, and concepts used throughout the research documentation. - [Open Questions & Future Directions](https://qubic.church/docs/03-results/21-open-questions): Catalogue of unresolved research questions and proposed future investigation directions. - [Research Methodology Notes](https://qubic.church/docs/03-results/22-research-methodology): Documentation of research methodology, including data collection, verification protocols, and analytical frameworks used in this research. - [Aigarth Research Lab: From Matrix to Emergence](https://qubic.church/docs/03-results/25-aigarth-research-lab): Independent computational research on the Aigarth system, Anna Matrix period-4 anti-attractors (verified 2026-05-04), null hypothesis testing, multi-seed emergence validation, Anna vs Random ablation, architecture analysis, and artificial life cooperation. - [Period-4 Anti-Attractor: Tier-1 Verification of the Anna Matrix](https://qubic.church/docs/03-results/30-period-4-anti-attractor): Verification (May 2026) that the operator T(v) = sign(M·v) on the Anna Matrix reaches one of two period-4 cycles on every tested input; that these are the only global attractors is a hypothesis. Includes formal T^4 fixed-point property, four random-matrix null hypothesis ensembles, theoretical convergence bound, and architecture clarification distinguishing direct T iteration from the aigarth_search ITU iteration. - [Anna as Concept Classifier: Production AIT Verification](https://qubic.church/docs/03-results/31-anna-concept-classifier): Phase N (May 2026). A reimplementation of the project's aigarth_search C scanner (an AIT-style iteration at 64-input / 64-output dimensions) reproduces all 16,384 stored end states. The earlier reading as a 19-class concept classifier with fixed-point attractors was not confirmed in September 2026: the end states are not fixed points, and the 19 concepts were selected afterwards. - [Anna.exe and Emergent Computation: Overview](https://qubic.church/docs/03-results/32-anna-exe-and-emergence): June 2026. We reverse-engineered CFB's Anna.exe (an Aigarth evolution engine: a 100-cell ternary lookup-table cellular automaton trained by a (1+1) evolution strategy on 7-bit addition), found that its monolithic search stalls, and that in our modified model composition reaches a perfect score where monolithic evolution stalls. That finding became a controlled study of what can and cannot emerge by mutation and selection (a proposed decomposition with one irreducible primitive, a hypothesis rather than a proven theorem). An honest novelty review placed the contribution as methodological, not phenomenal. This page is the overview; the two chapters that follow carry the detail. - [Emergent Length-Generalization on Aigarth's Substrate](https://qubic.church/docs/03-results/33-emergent-generalization): June 2026. A controlled, reproducible study of emergent size-generalizing computation on a boolean cellular substrate. Proposed decomposition (a hypothesis, not a proven theorem): for a computation that must generalize to unbounded input size, every component of the algorithm can be made to emerge by mutation and selection on small examples alone, and exactly one primitive (bare iterate-and-check) cannot. Fifteen phases, each checked far beyond training size, plus a pre-registered noise law that was once falsified and refined. Novelty is methodological, not phenomenal; prior art is named throughout. - [Reverse-Engineering Anna.exe](https://qubic.church/docs/03-results/34-anna-exe-reverse-engineering): June 2026. CFB's Anna.exe disassembled and reimplemented from scratch. It is an Aigarth evolution engine: a 100-cell ternary lookup-table cellular automaton trained by a (1+1) evolution strategy on 7-bit addition, with hardware-RNG (RDRAND) mutations that make every run unique and non-reproducible. The monolithic search stays far above 0 (~41% wrong partway through CFB's own run). In our own modified base-3 model, evolving a 1-bit full adder and composing seven ripple-carry copies reaches a perfect 7-bit adder, 0 of 131,072 bits wrong. Our ports are not faithful to the binary; see the correction on the page. - [The September 2026 Re-check: what held, what stays open](https://qubic.church/docs/03-results/35-corrections-september-2026): What a re-check of our own research in September 2026 confirmed and what it did not: where the Anna Matrix comes from, which readings trace back to entry errors in the typed table, which readings stay open, and which pages were set aside. - [Where the Anna Matrix comes from](https://qubic.church/docs/03-results/36-where-the-anna-matrix-comes-from): The Anna Matrix is a table of replies from the @anna_aigarth bot. We found and corrected entry errors, identified the matching unit in the public Aigarth code, built an exact simulator of it and compared the table with trained units. The table is compatible with a small trained unit of that kind and unusually linear even for one; we did not reconstruct the bot. - [Anna 0.22 and Bitcoin price data](https://qubic.church/docs/03-results/37-anna-0-22-and-btc): Anna 0.22.64, released in September 2026, works with a real table of hourly Bitcoin price directions. How the program works, how it relates to Qubic mining, what Come-from-Beyond has said about it, and a first test on unseen hours. - [GENESIS, EXODUS and AIGARTH: what is on chain](https://qubic.church/docs/03-results/38-genesis-exodus-aigarth): Three community assets on Qubic form one staged series. What the chain shows, where the riddle texts are, what the dates and numbers mean, and which popular readings were not confirmed. - [Implications](https://qubic.church/docs/04-discussion/01-implications): What follows from the findings that the September 2026 re-check confirmed, and which earlier implications stay open. - [Significance](https://qubic.church/docs/04-discussion/02-significance): An assessment of how significant the findings are after the September 2026 re-check, and which earlier significance claims stay open. - [Limitations](https://qubic.church/docs/04-discussion/03-limitations): Comprehensive documentation of methodological limitations, data constraints, and interpretive caveats affecting the Bitcoin-Qubic correlation research. - [Future Work](https://qubic.church/docs/04-discussion/04-future-work): Recommended research directions, verification priorities, and methodological improvements for continuing the Bitcoin-Qubic correlation investigation. - [Aigarth + Qubic Vision: from today's experiments to on-chain AI services](https://qubic.church/docs/04-discussion/05-aigarth-qubic-vision): How today's local experiments (Anna-seeded ITUs, population-based selection, mixture-of-experts Q&A) map onto Come-from-Beyond's stated vision for Aigarth as a Qubic-native paradigm for AI creation. The witch-recipe model, Outsourced Computations economics, smart-contract deployment. - [How the earlier claims arose](https://qubic.church/docs/04-discussion/06-how-the-earlier-claims-arose): Why this site once presented a Bitcoin bridge, time locks and hidden messages as findings, and what we changed in our methods so that it does not happen again. - [Appendix A: Raw Data Tables](https://qubic.church/docs/05-appendices/01-raw-data): Complete datasets used in the Bitcoin-Qubic correlation research, including Patoshi blocks, mathematical constants, and temporal markers. - [Verified Facts](https://qubic.church/docs/05-appendices/02-foundation-facts): The short list of statements on this site that were recomputed from public raw data and confirmed by the September 2026 re-check. Everything else on the site is either marked as a hypothesis or listed as an open question on the re-check page. - [Appendix B: Source File Index](https://qubic.church/docs/05-appendices/02-source-index): Complete catalog of 179 analysis files, 23 structured datasets, and external sources used in the Bitcoin-Qubic correlation research. - [Appendix C: Reproduction Scripts](https://qubic.church/docs/05-appendices/03-scripts): Complete verification code for independently reproducing all Tier 1 and Tier 2 findings in the Bitcoin-Qubic correlation research. - [Appendix D: Discord Message Archive](https://qubic.church/docs/05-appendices/04-discord-archive): Verified statements by Come-from-Beyond (CFB) from the Qubic Discord, each with its message ID, plus what this archive does and does not cover. - [Changelog](https://qubic.church/docs/changelog): Latest research updates, chapter releases, and site changes. ## Articles (TesserAI, July to October 2026) - [True randomness is critical. Why?](https://qubic.church/articles/true-randomness-is-critical) (2026-10-21): On October 17 a hacker took 2.94 trillion QU out of 1,404 Qubic wallets in one hour and forty-four minutes. The chain kept running the whole time. What broke wasn't the protocol, it was the wallet sitting next to it: when making a seed… - [Qubic. Incredibly important: 17 versions of Anna Aigarth in one week](https://qubic.church/articles/17-versions-of-anna-in-one-week) (2026-09-26): That is how many the engineer Come-from-Beyond @c___f___b shipped in seven days. Every version builds on the one before it and prepares the launch of the first product of the Aigarth experiment: "BPP 9000", Bitcoin Price Predictor 9000. - [Aigarth, September 2026: two fronts, one paradigm](https://qubic.church/articles/aigarth-september-2026-two-fronts) (2026-09-17): Anna.exe, a 150 KB program running a tiny trinary network, hit zero error on every level of its demo task, and the creator's reaction was not "milestone" but "It's not a milestone. It's much bigger." That was July. Since then, two… - [AGI, Astra, the table, and where Qubic is in it](https://qubic.church/articles/agi-astra-the-table-and-qubic) (2026-09-04): OpenAI, the charter: a highly autonomous system that outperforms humans at most economically valuable work. Definition through economy. - [BPP-9000: the first product of Aigarth](https://qubic.church/articles/bpp-9000-first-product-of-aigarth) (2026-08-28): Three months ago Qubic was a network with a file called Anna.exe and one number on a screen. - [The crazy summer](https://qubic.church/articles/the-crazy-summer) (2026-08-22): 25 May, Berlin. The Neuraxon v2.0 paper takes Best Paper and Best Presentation at IEEE ICMLT. The judges have no stake in Qubic. This is the first time the science underneath Aigarth is graded by strangers, and it is graded first in the… - [Qubic published its brains. 525 million rows](https://qubic.church/articles/qubic-published-its-brains) (2026-08-13): Most AI projects ask you to believe them. Today Qubic's science team did the opposite. They uploaded the raw guts of their evolving neural networks to Hugging Face (link in the comments), under an open license, and said: don't take our… - [Qubic is weaker than Grok in AI. For now.](https://qubic.church/articles/qubic-is-weaker-than-grok-for-now) (2026-07-28): Qubic's AI architecture, Neuraxon, is scoring 0.25 on ARC-AGI-3, one of the hardest generalization tests in the field. Next to Grok's 0.3, or any frontier model, that reads like a rounding error. The number is worth a closer look… - [The Body: how Qubic's three pillars assemble into one machine](https://qubic.church/articles/the-body-three-pillars) (2026-07-24): On September 25, 2012, Come-from-Beyond posted an idea on BitcoinTalk called "Qubic" - quorum-based computations. Oracle machines. Outsourced computations. Smart contracts. The author kept building for fourteen years. - [2026 for Qubic: peer review you cannot buy](https://qubic.church/articles/2026-for-qubic) (2026-07-19): In 2026, three Qubic researchers walked into IEEE conferences and got three papers accepted. In Berlin, a room full of academics - none of them holding a single Qubic token - voted their talk the best of the night. ## Pages - [About: what Qubic Church is and builds](https://qubic.church/about) - [The September 2026 re-check: what held, what stays open](https://qubic.church/docs/03-results/35-corrections-september-2026) - [Come-from-Beyond dossier](https://qubic.church/cfb) - [How to mine Qubic: field guide to useful proof of work, hardware, pools and payouts](https://qubic.church/mine-qubic) - [Anna Aigarth collection: 200 NFTs, each gives founder status in Qubic Church](https://qubic.church/nfts) - [Rarity codex of the Anna collection](https://qubic.church/rarity-codex) - [Anna Matrix research lab](https://qubic.church/evidence) - [The Road to The Day: Come-from-Beyond from 2000 to 13.04.2027, with a Satoshi Nakamoto chapter: the case that he is, or is part of, Satoshi, with his own answers on record](https://qubic.church/timeline) - [Maria Aigarth: a research agent testing whether an AI arbiter can be architecturally impartial (Fractal Rationalism)](https://qubic.church/maria-aigarth) - [Support the research](https://qubic.church/donate) ## Optional - [Full text of both books in one file](https://qubic.church/llms-full.txt) - Every chapter as plain markdown: https://qubic.church/text//.md