Whitepapers - The Working Source Documents

James Maconochie | Architecture & Attention

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All of the Substack posts and associated audio are derived from a set of working whitepapers that I continue to edit and add to. This section is for anyone who is interested in going deeper and hearing the full context of my thinking. jamesmaconochie.substack.com

2 घं॰ पहले

2.2 - Attention Is All We Have, Part 2: Wisdom and the Shared Future

Part 2 turns from what attention is to what we do with it: the limits of scale in human life and in AI, a modular architecture that moves beyond pattern matching, the ethics of attention, and the shared future of human and machine awareness. This is the audio edition of Attention Is All We Have: What AI’s Greatest Breakthrough Can Teach Us About Being Human, presented in two parts. The full written whitepaper, with references and intellectual foundations, is at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

16 मि॰
25 जून

2.1 - Attention Is All We Have, Part 1: The Shared Architecture

Part 1 lays the foundation: how the 2017 Transformer rediscovered a solution evolution had already found, attention as the shared currency of intelligence across evolution, the human brain, and machines, and how the Mastery of Life framework applies that same principle to human flourishing. This is the audio edition of Attention Is All We Have: What AI’s Greatest Breakthrough Can Teach Us About Being Human, presented in two parts. The full written whitepaper, with references and intellectual foundations, is at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

17 मि॰
18 जून

1 - Beyond FLOPS: The Evolutionary Processing Unit and the Roadmap to AGI

A thought experiment: the cumulative computational effort of four billion years of evolution dwarfs our fastest supercomputers by twenty orders of magnitude. The lesson isn’t to out-compute evolution, but to learn the architecture it discovered, modularity, plasticity, causal grounding, and efficient attention, embodied in the human brain, which charts a more promising path to AGI than brute-force scaling. This is the audio edition of Beyond FLOPS: The Evolutionary Processing Unit and the Roadmap to AGI, presented in a single part. The full written whitepaper, with references and intellectual foundations, is at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

21 मि॰
12 जून

10.3 - AI Governance and the Architecture of Practice, Part 3: The Interlocks and the Limits

The final part of the audio edition of AI Governance and the Architecture of Practice turns the framework on itself. It shows how the four requirements compose into a single integrated specification, names what no architecture can supply from inside its own walls, the practitioner, the regulatory regime, the cultural substrate, and traces how each requirement interlocks with the liability regime: standard of care, safe harbor, the reasonable-practitioner standard, and discoverable evidence. It then tests the architecture under pressure, Goodhart's Law, ceremonial compliance, and defensive over-documentation, and closes with eight objections answered directly, from "the categorical claim overreaches" to "the mentors are the cohort with the most cognitive debt." This is the audio edition of AI Governance and the Architecture of Practice, a whitepaper from Architecture & Attention, presented in three parts. Read the full whitepaper, explore the companion papers, and subscribe at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

26 मि॰
12 जून

10.2 - AI Governance and the Architecture of Practice, Part 2: The Specification

Part two of the audio edition of AI Governance and the Architecture of Practice makes the failure mode concrete. Two loan officers approve the same mortgage; two reviewers submit the same manuscript review; in each pair, one has exercised judgment, and the other has performed it, and no audit can tell them apart. From there, the episode specifies the four design requirements any AI governance framework must meet to keep human wisdom in authority over the machine: cultivate the conditions under which practice develops, require its exercise through load-bearing friction, preserve the institutional conditions that sustain it across careers, and surface signatures of its absence at the aggregate layers where artifact inspection cannot reach. This is the audio edition of AI Governance and the Architecture of Practice, a whitepaper from Architecture & Attention, presented in three parts. Read the full whitepaper, explore the companion papers, and subscribe at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

25 मि॰
12 जून

10.1 - AI Governance and the Architecture of Practice, Part 1: The Invisible Variable

Part one of the audio edition of AI Governance and the Architecture of Practice. AI is entering judgment-laden roles- clinical, financial, legal, regulatory, academic- faster than governance frameworks are adapting, and those frameworks are designed against the wrong failure mode. This episode opens with the I-DEAS story, a finite element analysis package that confidently approved a structure that would not have stood, then lays out the five structural claims: governance-by-inspection cannot distinguish practice from performance, cognitive debt compounds silently at institutional scale, the System 1/System 2 distinction is the operative variable, structural dissent must be architected rather than assumed, and institutional architecture and individual practice compose like reinforced concrete, each necessary, neither sufficient. This is the audio edition of AI Governance and the Architecture of Practice, a whitepaper from Architecture & Attention, presented in three parts. Read the full whitepaper, explore the companion papers, and subscribe at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

25 मि॰
12 जून

3.2 - The Attention Crisis, Part 2: The Architecture

Part two of the audio edition of The Attention Crisis turns from diagnosis to design. It examines why building AGI as an oracle of truth fails, the illusion of the perfect filter, the capture problem, the complacency risk, and the wrong goal entirely, and lays out the alternative: Augmented Human Intelligence. The episode covers AHI's three defining characteristics, five design principles, what AHI looks like in practice, a civil engineering framework for evaluating information systems, and the stakes for democracy and shared reality. It closes with responses to five common objections, from "isn't AGI inevitable?" to "isn't this just a fancy recommender system?" This is the audio edition of The Attention Crisis: Language, Meaning, and the Architecture of Augmented Human Intelligence, a whitepaper from Architecture & Attention, presented in two parts. Read the full whitepaper, explore the companion papers, and subscribe at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

23 मि॰
12 जून

3.1 - The Attention Crisis, Part 1: The Diagnosis

Part one of the audio edition of The Attention Crisis. Humanity now produces an estimated 15 to 70 trillion tokens of text every day, more language than human attention can ever process. This episode lays out the diagnosis: why language is humanity's first and most foundational technology, what the Malleus Maleficarum and the Rohingya genocide reveal about what happens when language technologies outrun society's capacity to adapt, the neurobiological vulnerabilities that infinite language exploits, and a personal inflection point that brought the crisis home. Part one ends where the diagnosis lands: the erosion of attention is a threat not just to knowledge, but to agency. This is the audio edition of The Attention Crisis: Language, Meaning, and the Architecture of Augmented Human Intelligence, a whitepaper from Architecture & Attention, presented in two parts. Read the full whitepaper, explore the companion papers, and subscribe at jamesmaconochie.com. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit jamesmaconochie.substack.com

20 मि॰

सभी देखें (13)

All of the Substack posts and associated audio are derived from a set of working whitepapers that I continue to edit and add to. This section is for anyone who is interested in going deeper and hearing the full context of my thinking. jamesmaconochie.substack.com

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James Maconochie | Architecture & Attention
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© James Maconochie
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Whitepapers - The Working Source Documents