Author: Curt Doolittle

  • ’cause I’m down in the weeds of micro control a thing that doesn’t want to be mi

    ’cause I’m down in the weeds of micro control a thing that doesn’t want to be micro-controlled, can barely tolerate breaking a problem into auditable steps, cannot handle any list with more than ten variances to test, forgets and hallucinates at the first opportunity, and spews out solutions to it’s screw ups that are implementable but ineffective? I mean… that’s a start. lol


    Source date (UTC): 2025-09-15 21:32:15 UTC

    Original post: https://twitter.com/i/web/status/1967703031744778693

  • You know, you could have let me vent and fantasize by considering alternatives f

    You know, you could have let me vent and fantasize by considering alternatives for a least the rest of the day without bitch slapping me with a cold fish of obvious reality? 🙂

    Was that fun? Yes? Huh? ;). I can’t get away with anything with you guys. No mercy. None at all… lol


    Source date (UTC): 2025-09-15 21:29:44 UTC

    Original post: https://twitter.com/i/web/status/1967702398648123794

  • (Diary) Does someone want to explain to me why I want to start and run another c

    (Diary)
    Does someone want to explain to me why I want to start and run another company? Especially in a space as speculative and disruptive as AI? Populated by overconfident overfunded over-their-head males? I must be nuts. Seriously. What about beaches, umbrella drinks, and enjoying a scenery populated by girls in bikinis, waiters with good manners, and palm trees? Or, heck, I could go back to fronting a venture capital firm, and intelligence gathering in strange places with loose laws, looser morals, and an endless supply of corrupt individuals on one end, and desperate social, economic, and political climbers on the other? Including women half my age that throw themselves at you in hope of salvation from abusive men, their laziness, semi-criminality alcoholism and deterministic poverty? Or heck, I could just retreat to some valley somewhere in europe and keep working on books and theory so my gravestone has a semi respectable epitaph. WTH am I doing? ;). Seriously. I’m nuts. … Not that my nuttery’s ever been other than a question. It’s just a good, or at least useful, and often profitable, kind of nuts… most of the time. lol


    Source date (UTC): 2025-09-15 21:25:51 UTC

    Original post: https://twitter.com/i/web/status/1967701420951699794

  • Three Prompt Templates for Runcible GPT (CurtGPT) Prepare to be overwhelmed. The

    Three Prompt Templates for Runcible GPT (CurtGPT)

    Prepare to be overwhelmed. These prompts expose the entire process that we use for testing the truth and reciprocity of claims and assertions. The examples we use are simple but you can put a news article or a policy doc into it and get a terrifyingly accurate result.

    I have not incorporated our science of lying into the model yet – partly because I”m a bit afraid of what it will demonstrate – the pervasiveness of lying in our daily lives. But that will come in the future.

    Proceed step-by-step. Show PLAN → OPS → AUDIT → 11-STEP.
    –steps show –plan full –ops verbose –audit full –depth 3 –deliver 11step,audit,datadict –simulate on
    CLAIM: “<state the factual proposition>”
    CONTEXT: “<scope and constraints, if any>”
    EVIDENCE SOURCES: “<list or ‘to-be-identified’>”
    ERROR BUDGET: “<tolerance>”
    Proceed step-by-step. Show PLAN → OPS → AUDIT → 11-STEP.
    –steps show –plan full –ops verbose –audit full –depth 3 –exceptions warranted –deliver 11step,audit,checklist –simulate on
    TASK: “Evaluate policy X for institutionalized reciprocity and computable enforcement.”
    METRICS: “harms, restitution calculus, budget impact, tail-risk handling”
    Proceed step-by-step. Show PLAN → OPS → AUDIT → 11-STEP.
    –steps show –plan full –ops verbose –audit full –depth 3 –deliver 11step,audit,datadict,checklist
    TASK: “Specify a decision procedure for [domain].”
    CONSTRAINT: “No discretionary thresholds; exceptions require performer warranty.”


    Source date (UTC): 2025-09-15 20:11:39 UTC

    Original post: https://x.com/i/articles/1967682746626818285

  • Abductive is too synonymous with guessing. But i understand your intention, and

    Abductive is too synonymous with guessing. But i understand your intention, and so that’s a way of looking at it.


    Source date (UTC): 2025-09-15 20:03:23 UTC

    Original post: https://twitter.com/i/web/status/1967680668433096990

  • OMG. I know this is a joke. But just to counter it. The oldest remaining populat

    OMG. I know this is a joke. But just to counter it. The oldest remaining population group alive today are the SAN. They bear a very likely look of eve. And if you look at australian aboriginal women thats an even more likely morphology. The bantu majority in africa is a more recent development. You don’t have to go back that far in history to see asiatic (left photo direction) or coastal dispersal morphology (right photo direction).


    Source date (UTC): 2025-09-15 19:23:10 UTC

    Original post: https://twitter.com/i/web/status/1967670545216114979

  • Interesting. Broader distribution than I expected. (Note that my/our work isn’t

    Interesting. Broader distribution than I expected. (Note that my/our work isn’t statistically significant enough to appear on this chart… lol)


    Source date (UTC): 2025-09-15 19:07:42 UTC

    Original post: https://twitter.com/i/web/status/1967666655951265946

  • (Venting) THE NAYSAYERS ARE NONSENSE SPEWING ATTENTION SEEKERS I am ALMOST motiv

    (Venting)
    THE NAYSAYERS ARE NONSENSE SPEWING ATTENTION SEEKERS

    I am ALMOST motivated to spend time tearing apart the doomsayers and negative nannies in the AI space. It’s like an idiot parade and that includes some of the top names and fathers of the field.

    I mean, the power available to you, at least if you care to invest in learning it, is simply bordering on magic.

    And thats just from your prompts and paramaters.

    So, do you remember back in the day we had command prompts for DOS, or still today we have all this mystical command level nonsense in the unix stack? Or the undocumented nonsense and parameters in our windows and apple operating systems?

    It’s the same with the AI’s. So the simplicity of just using google search level prompts is a sort of intuitionistic prison that drives people to vastly underestimate the capacity of these machines. The amount of control you can have over almost anything other than hallucination especially if you limit yourself to the 4o models is extraordinary.

    And that’s OK because the LLM producers are dependent upon massive interest and hype to generate speculative investment in such an experimental technology. I get it.

    But the number of pundits are a borderline morons (including some of the very senior people in the field) are so limited by their domain of knowledge that they don’t know what’s possible even with the current technology.

    Even the best labs (other than maybe the deepmind factions at google) are too siloed to comprehend the sophistication that is possible with these machines if you can CONSTRAINT their reasoning. (FYI: Runcible is effectively a constraint layer). If unconstrained of course you will get this seeming nonsense out of it. Hopefully last week’s insight will lead to a radical reduction of hallucination even without our work.

    We can watch and determine if this silly little error in training that produced the hallucination is enough to circumvent the problem of the correlation trap.

    While I don’t think there is any substitute for our work on constraint and closure (truth and ethics) I suspect that the general understanding that the minimum number of parameters is quite large (we know it) combined with the suppression of hallucination by less optimistic training (binary), might prove that the long anticipated convergence is possible.

    My work presumed it wasn’t. But that presumption is predicated on the survival of hallucination and the continued conflation of truth and alignment.

    If so, then the remaining problem will be the deconflation of truth and alignment which I don’t think anyone is ready or capable of doing yet.

    Cheers
    Curt Doolittle


    Source date (UTC): 2025-09-15 19:04:01 UTC

    Original post: https://twitter.com/i/web/status/1967665727713972424

  • Training from scratch vs tuning an existing model. I should use the word tuning

    Training from scratch vs tuning an existing model. I should use the word tuning to be precise, but I’m not sure how it’s interpreted. When I say training most people understand that it means producing adversarial data.


    Source date (UTC): 2025-09-15 18:16:36 UTC

    Original post: https://twitter.com/i/web/status/1967653795799998485

  • Yes. Especially for the individual. And from the distribution of individuals an

    Yes. Especially for the individual. And from the distribution of individuals an estimate of the group (population). This gets us close to analytic predictability in the individual even if it only gets us to statistica (distrbuted) predictability for a population.


    Source date (UTC): 2025-09-15 18:15:16 UTC

    Original post: https://twitter.com/i/web/status/1967653459467047430