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The archive of Aigarth, est. 2026 · founded on the words of Come-from-Beyond
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Founder's Archive

Every long-form article by Come-from-Beyond, 2017 to 2025. Read only. Each topic links to the original.

SubjectStarted byWeightDate
Neurons don't divide, do they?
How one claim about neurons not dividing stalled Aigarth development for about ten weeks while the team worked through the problem it raised.
Come-from-Beyond
Founder · rank 10
318 February 2025
Aigarth: Our Journey from Concept to Artificial Intelligence
Bylined Aigarth Team. The retrospective from the 2021 prototype and the April 2022 launch to the end of the first phase in December 2024: Intelligent Tissue, A…
Come-from-Beyond
Founder · rank 10
34 December 2024
Ethics Manifesto of an Artificial Intelligence Mentor
Principles for someone acting as mentor to an AI, starting from the premise that one cannot know when an AI becomes self-aware. Cited by the Aigarth science te…
Come-from-Beyond
Founder · rank 10
37 August 2024
More Useful Proof-of-Work
Quorum-based chains that use proof of work to elect quorum members gain finality over classic PoW. Estimates Qubic's compute at roughly 650 PFLOPS and proposes…
Come-from-Beyond
Founder · rank 10
330 July 2024
There Can Be Only One… AI
A self-improving AI will seek more compute, and competition among several such AIs for it could be disruptive. The scenario is tied back to Qubic.
Come-from-Beyond
Founder · rank 10
310 July 2024
Does it possess intelligence?
The Turing test is no longer enough. The alternative proposed: ask a system whether given data is random, made efficient with zero-knowledge proofs and hardene…
Come-from-Beyond
Founder · rank 10
327 May 2024
Hyper-identity
From the identity function to a network trained to output functionally equivalent copies of other networks. Fed its own output, it might now and then produce a…
Come-from-Beyond
Founder · rank 10
314 May 2024
AI Singularity, or Can Zipping a Zipped File Give Zero Size?
Repeated compression as an analogy for whether an AI can keep improving itself without limit. In Aigarth the real target is improving the fine-tuning software,…
Come-from-Beyond
Founder · rank 10
310 May 2024
Neuronal Transistor
The three-state neuron used in Qubic mining, with the argument that much of its computation lives in output timing. Such universal, state-changing structures r…
Come-from-Beyond
Founder · rank 10
318 April 2024
AMAAAAA
A written AMA answering a year of reader questions about Aigarth and Qubic: whether Aigarth is a business, its timeline, mining hardware and CPU use, and the a…
Come-from-Beyond
Founder · rank 10
317 March 2024
What Is The Main Goal Of A Natural Neural Network?..
Asks whether the way biological neurons form connections reflects one underlying survival task, as a framing question for how artificial networks should be bui…
Come-from-Beyond
Founder · rank 10
331 January 2024
Teacher of Teachers, or On the Way to AI Singularity
Qubic miners produce billions of networks that compress and decompress random data, and an Aigarth Teacher network refines them by methods opaque even to its c…
Come-from-Beyond
Founder · rank 10
330 December 2023
Qubic: AI Unboxed
Argues that the AI Box thought experiment is an overstated scare, then shows how the Qubic stack, useful proof of work, smart contracts, oracle machines and ou…
Come-from-Beyond
Founder · rank 10
328 November 2023
Artificial Intelligence: I was seeking God but found Random
An essay on what intelligence is, told through a temple whose gifts may be placed by priests rather than a god, and arriving at randomness as the thing actuall…
Come-from-Beyond
Founder · rank 10
310 September 2023
Brain-eating as an efficient way of learning
An observation from the first months of Qubic mining data feeding Aigarth: networks assembled from fragments of discarded low-fitness networks trained faster. …
Come-from-Beyond
Founder · rank 10
330 August 2022
What really happened before David Sonstebo and CFB parting ways (chat log)
A lightly edited chat log from late 2019 to early 2020 covering IOTA, Qubic and Jinn, published as a reply to the other side's public account. Most third-party…
Come-from-Beyond
Founder · rank 10
312 April 2020
Finalization of IOTA
Opposes the Foundation's planned move from trinary to binary and announces a separate continuation under the IOTA name, with a one-to-one token swap for holder…
Come-from-Beyond
Founder · rank 10
311 March 2020
My side of the story about parting ways with David Sønstebø
The author's account of leaving the IOTA Foundation and splitting from its co-founder, centred on disagreements about the pace and direction of protocol develo…
Come-from-Beyond
Founder · rank 10
33 February 2020
Paracosm Manifesto
A short manifesto: routine makes modern life dull, so build paracosms, imagined worlds where participants set their own rules and value each other's work. AI s…
Come-from-Beyond
Founder · rank 10
330 January 2020
Some key elements of Paracosm Platform
Building blocks of the Paracosm Platform: the Paracosm Key, an identity record with a check against duplicate accounts, and Sacra, a consumable resource for pl…
Come-from-Beyond
Founder · rank 10
35 December 2019
The Perspective
A roadmap for the Paracosm Project in which the author says the final outcome is unknown and steps back to let others shape it. Lists the planned parts: IOTA, …
Come-from-Beyond
Founder · rank 10
315 September 2019
Introduction of Aigarth
The first public description of Aigarth: an AI that belongs to everyone rather than a company, trained by an evolutionary algorithm built from Helix logic gate…
Come-from-Beyond
Founder · rank 10
310 June 2019
Internet-of-Things Apocalypse
Design principles for IoT: devices forming their own network, one ledger split into intertwined subnetworks, data delivered rather than stored, and very small,…
Come-from-Beyond
Founder · rank 10
32 June 2019
Jinn the Trinary Processor
Jinn, a general-purpose three-valued processor loosely modelled on the vertebrate brain as a way around the von Neumann bottleneck. Cells of merge, lookup-tabl…
Come-from-Beyond
Founder · rank 10
32019, undated
Economic Clustering and IOTA
The Economic Clustering hypothesis: economic incentives, not protocol rules alone, decide which ledger state is accepted. Sketches a network split into economi…
Come-from-Beyond
Founder · rank 10
39 June 2018
Drawing the line for "don't roll own crypto"
Where is the boundary between unacceptable home-made cryptography and acceptable new designs? The answer offered: the number of cryptographers who have reviewe…
Come-from-Beyond
Founder · rank 10
3March 2018
Open letter to Charles Hoskinson
A public reply to the offer to cover a researcher's legal costs, framing the matter as a personal dispute outside the IOTA Foundation and asking that protectio…
Come-from-Beyond
Founder · rank 10
328 February 2018
Intermediate summary of Heilman et al. claims about the security of a previous version of IOTA signature scheme
A numbered summary of the cryptographers' debate over whether an earlier IOTA signature scheme was broken, arguing that the paper's security game did not match…
Come-from-Beyond
Founder · rank 10
3February 2018
CFB's comments on the MIT Media Lab IOTA response
A point-by-point reply to the MIT DCI piece on IOTA: partnerships, fees, outages and the Curl hash question, with a challenge to the neutrality of the research…
Come-from-Beyond
Founder · rank 10
320 December 2017

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