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@p-to-q

p-to-q

If p, then q.

if p, then q.

Experimental craft and research over scale.

[p → q]
We're interested in the arrow.

We study the layer between language and consequence.

p what can be said
→ how it becomes something
q what actually happens

Right now that means:

  • Today's AI is still bad in many ordinary ways; tomorrow's technology will be better.
  • The bitter lesson we learn from it is that real-world data is continuous, high-dimensional, and noisy.
  • Consistently, the most successful implementations use simple, composable patterns rather than giant complex frameworks.
  • Like software in the 80s, there is a tremendous opportunity to build things that are not upgrades, but something completely different.
  • Above all, we think there is a responsibility to recognize and create new things, and to take part in the strange, interesting, and sacred practice.

Our first proof is Wittgenstein, a modality harness for text-first LLMs.


Taste

  • Flat is better than nested.
  • Printability is a great feature.
  • Human-readable interfaces for machine-produced things.
  • Overly abstract means narcissism.
  • Programming is a way of thinking, not a rote skill.
  • Long variable names don't hurt anyone.
  • The spectrum of perception varies greatly from person to person; people understand what they can see.
  • Humans’ needs and taste are important.
  • AI should serve as a deeper connective tissue that strengthens humans.
  • To sincerely elevate the species.

Scope

Seminal work in reasoning, behavioral training, agents, and alignment matters.

A loose canon

Charles Lindbergh; The Whole Earth Catalog; Cool Tools; Tools for Conviviality; Christopher Alexander; The Universal Traveler; Buckminster Fuller; Victor Papanek; Dieter Rams; Marshall McLuhan; The Bitter Lesson; As We May Think; J. C. R. Licklider; Douglas Engelbart; Computer Lib / Dream Machines; Alan Kay; Adele Goldberg; Dan Ingalls; Smalltalk; Xerox PARC; Seymour Papert; Sketchpad; Mark Weiser; Bill Atkinson; HyperCard; No Modes; Jef Raskin; Don Norman; Brenda Laurel; Ben Shneiderman; Understanding Computers and Cognition; Lucy Suchman; Stafford Beer; Gordon Pask; The Laws of Simplicity; Bret Victor; Dynamicland; Ink & Switch; Tools for Thought; How can we develop transformative tools for thought?; Explorable Explanations; Distill; Aaron Swartz; Omegle; Ward Cunningham; Computing History Hub; Literate Programming; Programming as Theory Building; Worse is Better; Project Oberon; Plan 9; Rob Pike; Ken Thompson; Handmade Network; Casey Muratori; Hundred Rabbits; Low-tech Magazine; Bitsavers; EE Archeology; Signal; Don Buchla; Bob Moog; Max Mathews; Pauline Oliveros; Brian Eno; 离线 (offline); NeuraFutures; Walt Disney Imagineering; Six and Half Philosophies for Design & Innovation; Network Effects; Howard Marks; ReAct; Toolformer; SWE-bench; Claude’s Constitution; Sleeper Agents; Alignment Faking; SSI; humans&; AMI Labs; CoreAuto.


We won't conceal any risk from you at [p → q], but nor are we in the game of trying to make you panic. (We have better ways of holding your attention). Or talk to us if you are interested in the arrow →.


Contributors

Contributors

Patronage

BuyMeACoffee

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  1. wittgenstein wittgenstein Public

    The modality harness for text-first LLMs. real PNG / WAV / CSV output.

    TypeScript 9 3

  2. matter matter Public

    Matter demo for make thought matter

    TypeScript 1

  3. aleph aleph Public

    Reverse prompt search engine

    Python

  4. repo-template repo-template Public template

    The Seed. Repo template with router, profiles, optional governance routes, and human/agent handoff.

    JavaScript 2

Repositories

Showing 10 of 16 repositories
  • ants Public

    a small auto research loop that starts on one cheap machine and scales with the compute you give it.

    p-to-q/ants's past year of commit activity
    Python 0 Apache-2.0 0 16 5 Updated Oct 27, 2026
  • matter Public

    Matter demo for make thought matter

    p-to-q/matter's past year of commit activity
    TypeScript 0 1 6 3 Updated Oct 26, 2026
  • via Public

    Git-tree/Google Map interface for vibe coding decisions.

    p-to-q/via's past year of commit activity
    JavaScript 0 Apache-2.0 0 0 0 Updated Oct 25, 2026
  • wittgenstein Public

    The modality harness for text-first LLMs. real PNG / WAV / CSV output.

    p-to-q/wittgenstein's past year of commit activity
    TypeScript 9 Apache-2.0 3 19 2 Updated Oct 23, 2026
  • site Public

    This is the public site for [p → q] (ptoq.io). Experimental craft and research over scale.

    p-to-q/site's past year of commit activity
    TypeScript 0 0 0 0 Updated Oct 23, 2026
  • aleph Public

    Reverse prompt search engine

    p-to-q/aleph's past year of commit activity
    Python 0 0 20 5 Updated Oct 18, 2026
  • murmur Public

    Hum into shareable song cards. A consumer hum-to-song app.

    p-to-q/murmur's past year of commit activity
    TypeScript 0 1 7 14 Updated Oct 13, 2026
  • flatus Public

    A small thing that lives in your menubar and occasionally farts.

    p-to-q/flatus's past year of commit activity
    Rust 0 Apache-2.0 0 3 0 Updated Sep 26, 2026
  • jiko Public

    instant decision making instrument

    p-to-q/jiko's past year of commit activity
    TypeScript 0 0 0 1 Updated Sep 25, 2026
  • aleph-benchmark Public

    Benchmark repository for Aleph

    p-to-q/aleph-benchmark's past year of commit activity
    Python 0 Apache-2.0 0 2 0 Updated Sep 25, 2026

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