33 Matching Annotations
  1. Apr 2026
    1. If the last decade of AI has taught us one lesson, it's that scaling compute builds better models.

      【逻辑漏洞】文章开篇即确立了「算力决定论」的框架,但这是一个高度可争议的前提。DeepSeek-R1 用远低于对手的算力取得竞争性成果,恰恰说明算法效率可以部分替代算力——作者用这个反例贯穿全文,却又在框架层面偷偷把它收编为「几倍效率提升,不够弥补十倍差距」。这种循环论证让结论在逻辑上显得比实际上更无懈可击。

    1. Programming agents might work, but there are a lot of ways they can go wrong. The amount of guardrails necessary to keep the model in check doesn't scale. The more steps of a process rely on generative output, the higher the potential for error and catastrophic failure. Any process that involves these models must strive to maximize determinism and minimize model variance.

      stay close to deterministic. n:: Guardrails grow faster than keeping stuff in check, doesn't scale

    2. The "works" in "it works" is scoped strictly to coding tasks. I have no evidence, and seemingly no one else does, that the same kind of success is available outside the world of highly structured language with deterministic outputs.

      important caveat and back to [[The arc of vibe coding bends towards determinism 20260214145739]]

    3. Methodology To maximize determinism, each step of the build used test-driven development (TDD). Using the Markdown planning file as a starting point, the model generated tests for functions that would define the features, then implemented each in turn. After each coding round, cargo check and cargo test were run to confirm compilation and test passing. I reviewed every line of code the model generated. For initial drafts, very little had to change. Now to be fair, this is not a particularly complex app. It's basic CRUD app with some specialized requirements. Still, getting it all right, including auth and data handling, really mattered. After the initial drafting phase, I went through the entire app and made a list of tasks for improvement/change in the codebase. This TODO.md became the new starting point for model context in plan creation. Unexpectedly, as items were addressed in the document, the model updated the file with checkmarks and details of implementations. This was not an instruction I gave the model, but it was behavior I liked, since it created a trail of accountability. After all the features I wanted were functional, context was cleared entirely and new instructions were provided to the model. Instead of acting as a software developer, I instructed the model to perform as a security auditor and secure code expert, finding vulnerabilities in the code and recommending remediations. The findings would be written to a FINDINGS.md file, keeping with our established "Plan, Document, Execute, Log" pattern established in earlier rounds.

      Stated aim was to maximise determinism. That sounds like a good point for any vibing effort. Also ties in with my general sentiment [[The arc of vibe coding bends towards determinism 20260214145739]]

      test driven development. Markdown plan first, then function tests for feature definitions, only then making the functions. Reviewed all code himself. Also makes me wonder about building my own libraries from vibed results. (e.g. the forms I use, the css, the diff functions, although most of the interactive stuff I've written myself already, and use them as components)

  2. Feb 2026
    1. Why This Matters: From Probabilistic Guesses to Deterministic AnswersGrounding your AI in a Knowledge Graph delivers three non-negotiable enterprise advantages:1. Accuracy: Answers are derived from an explicit model of your business, not from statistical correlations in text. You eliminate both factual and relational hallucinations.2. Explainability: Every answer comes with a query that shows exactly how it was derived, which entities were connected and which rules were applied. This turns the AI from a black box into a transparent tool.3. Architectural Stability: The semantic layer, the ontology, remains stable even as the underlying systems change. When you migrate your CRM, you simply update the mapping to the ontology. Your AI, analytics, and dashboards continue to work without interruption. This is agility where it counts.

      again this is arriving at database queries you already had, but through a way more convoluted way. When 'reasoning' is deterministic then you don't need a probabilistic layer at all, no?

  3. Sep 2025

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  4. Nov 2024
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  10. Nov 2023
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  14. May 2023
    1. the Prison Notebooks, contain Gramsci's tracing of Italian history and nationalism, as well as some ideas in Marxist theory, critical theory and educational theory associated with his name, such as: Cultural hegemony as a means of maintaining and legitimising the capitalist state The need for popular workers' education to encourage development of intellectuals from the working-class An analysis of the modern capitalist state that distinguishes between political society, which dominates directly and coercively, and civil society, where leadership is constituted through consent Absolute historicism A critique of economic determinism that opposes fatalistic interpretations of Marxism A critique of philosophical materialism
  15. Feb 2023
  16. Jan 2023
    1. The hypothesis of linguistic relativity, also known as the Sapir–Whorf hypothesis /səˌpɪər ˈwɔːrf/, the Whorf hypothesis, or Whorfianism, is a principle suggesting that the structure of a language influences its speakers' worldview or cognition, and thus people's perceptions are relative to their spoken language.

      https://en.wikipedia.org/wiki/Linguistic_relativity


      link to Toki Pona as a conlang


      Link to https://hypothes.is/a/6Znx6MiMEeu3ljcVBsKNOw We shape our tools and thereafter they shape us.

  17. Mar 2022
  18. Jan 2022
  19. Sep 2021
    1. Have I heard of nominative determinism?

      At the beginning of my experience with the Design Science Studio, I met Ganga Devi Braun. She asked me, Have you heard of nominative determinism?

      Ganga connected me with the concept of metaphysical gravity. For me, this helped me to answer the question I have about the meaning of my last name, which in German means to build. Since I first named my company in 1991, Bauhouse Visual Communications, I have been associating the word “build” with love (1 Corinthians 8:1).

      Love is metaphysical gravity.

  20. Jun 2021
  21. May 2021
  22. Nov 2020
    1. aggrandizing

      Very important to note that Ellis acknowledges Dale Beran's perspective with his book, It Came From Something Awful, is aggrandizing, this means that she is intentionally shifting away from the Technologically Deterministic argument that the technology of 4chan is what gave the U.S. Donald Trump as President. She's definitely, with this single word, displaying a preference towards the Instrumentalism end of the Technological Determinism vs Instrumentalism debate, whereas Beran's very premise, "How a Toxic Troll Army Accidentally Memed Donald Trump into Office," is inherently Deterministic.

  23. Dec 2018
    1. One is to imagine that culture is a self-contained "super-organic" reality with forces and purposes of its own; that is, to reify it. Another is to claim that it consists in the brute pattern of behavioral events we observe in fact to occur in some identifiable community or other; that is, to reduce it.

      Geertz warns about the danger of reducing or reifying culture. While this may have been a debate in anthropology in 1973 (hopefully resolved), it still seems to resonate in HCI today between the factions of technological determinism and social constructionism

    1. As Heilbroner (1994) and other researchers have argued, technological tra-jectories are responsive to social direction. I make the case that they may alsobe responsive to intellectual direction.1Indeed, a central premise of HCI isthat we should not force users to adapt.

      Ackerman concludes the discussion about socio-technical gaps that people should not be forced to adapt to technology.

      Technology can and should respond to social and intellectual direction.

      Cites Heilbroner (1994) who writes about technological determinism that I should take a look at

      http://www.f.waseda.jp/sidoli/Heilbroner_1994.pdf

  24. Jul 2018
    1. The motivation in writing this paper is to examine some of these ideas about time and technology. The notion that digi-tal technologies in themselves have a temporal quality that is problematic is questionable.

      Lindley claims that previous HCI studies of time have tended toward moral panics and technological determinism. Brings to mind Wacjman's work and Hassan's book "Empires of Speed."

      I'm curious about what she means here, as the next section describing Shoenbeck's study doesn't quite fit the argument:

      "The notion that digital technologies in themselves have a temporal quality that is problematic is questionable."

  25. Apr 2016
  26. Feb 2016
    1. We are on the threshold of sweeping change that will make it easier for teachers to teach and students to learn faster and more effectively

      I see this as evidence of technology determinism, which this article is shot through with. This kind of sentiment comes off as if technologies make things better, faster, more efficient for all involved parties, without consequence. It also assumes a consensus around what improved teaching and learning looks like and means. IMO, "efficiency" recalls turn of 20th century industrialist philosophy and rhetoric. In the work of education, I think that we need to ask if efficiency really is always better, and better for who. I am suggesting that in many cases efficiency is better for administrators from a business perspective, but not so for learners.