jimwhite

Here's what I found. Yes, there's meaningful work in this area — though the literature is fragmented and hasn't consolidated into a single well-known "extraction pipeline" yet. Here are the relevant findings:

Active Research Directions

1. BabyLM — developmental alignment for language models

This is the most directly relevant line of work. The BabyLM Corpus is a ~100M-word, developmentally-driven dataset that mirrors children's linguistic input (child-directed speech, caregiver dialogue transcripts, children's literature). The BabyLM Challenge (started ACL 2024, with a 3rd edition in 2025) benchmarks sample-efficient models trained on cognitively plausible data.

Key papers:

• "Sample-efficient pretraining on a developmentally plausible corpus" (BabyLM, ACL 2024)
• "Findings of the third BabyLM challenge: accelerating language modeling research with cognitively plausible data" (2025)

jimwhite

[internal] load build definition from Dockerfile
	transferring 6279/0 0.004
[internal] load metadata for quay.io/jupyter/minimal-notebook:latest
[internal] load .dockerignore
[ 1/18] FROM quay.io/jupyter/minimal-notebook:latest@sha256:182e233fa335cb7b92d6c5ac2222cf7036b1848ba317b746c4708e47a390661e
	resolve quay.io/jupyter/minimal-notebook:latest@sha256:182e233fa335cb7b92d6c5ac2222cf7036b1848ba317b746c4708e47a390661e 0/0 0.008
[internal] load build context
	transferring 22020/0 0.012
[ 3/18] RUN apt-get update &&     apt-get install -y --no-install-recommends         build-essential         gcc         git         automake         autoconf         make         libcurl4-openssl-dev         ca-certificates         libssl-dev         wget         perl         zlib1g-dev         libzstd-dev         libczmq-dev         curl         unzip         nodejs npm         pipx         rlwrap         retry         sbcl     && rm -rf /var/lib/apt/lists/* # remove cached apt files
[ 6/18] COPY archlinux-cl/asdf-add /usr/loca

jimwhite

(include-book "centaur/fty/top" :dir :system)
;;; https://github.com/acl2/acl2/tree/master/books/centaur/fty
;;; FTY introduced in *Fix Your Types* by Swords & Davis at 2015 ACL2 workshop - https://arxiv.org/abs/1509.06079
;;; A bigger type book which includes FTY: https://github.com/acl2/acl2/tree/master/books/coi/types

(fty::defprod protein
  ((name stringp)
   (description stringp)
   (source symbolp) ;; e.g., 'milk, 'plant
   (dose natp))

jimwhite

<|channel|>analysis<|message|>Need to provide example code using ACL2 (a theorem prover) to generate Dockerfile with constraints verified. Explain approach, snippets.<|end|>

<|start|>assistant<|channel|>final<|message|>Below is a self‑contained example that shows how you can use the ACL2 theorem prover to

1. Specify the properties you want a Docker image (and the container that runs from it) to satisfy.
2. Prove—inside ACL2—that a concrete Dockerfile meets those properties.
3. Export the verified Dockerfile as plain text, ready to be built with docker build.

The example is deliberately small so you can run it on a laptop, but the same ideas scale to much larger images (e.g., multi‑stage builds, custom entrypoints, network policies, etc.).

jimwhite

Here's an example of using ACL2 to generate a Dockerfile with verified constraints on container operations:

(include-book "std/lists/append" :dir :system)
(include-book "std/lists/nth" :dir :system)
(include-book "std/strings/str" :dir :system)
(include-book "std/strings/char" :dir :system)

;; Define a structure for Dockerfile constraints
(defstruct dockerfile-constraint

jimwhite

# My version of https://docs.all-hands.dev/modules/usage/installation

# On MacOS 
DOCKER="docker"
# or for Ubuntu 
DOCKER="sudo docker"

# 0.12.3 (2024-10-04) didn't work for me - litellm failed but 0.12.2 does.
VERSION="0.12.2"
SANDBOX_RUNTIME_CONTAINER_IMAGE="docker.all-hands.dev/all-hands-ai/runtime:$VERSION-nikolaik"

jimwhite

https://try.ocamlpro.com/#code/open'Format!!exception'Exit'of'int!!type'info'='FI'of'string'*'int'*'int'$5'UNKNOWN!type'$,a'withinfo'='$4i:'info;'v:'$,a$6!!let'dummyinfo'='UNKNOWN!let'createInfo'f'l'c'='FI(f,'l,'c)!!let'errf'f'=!print_flush();!open_vbox'0;!open_hvbox'0;'f();'print_cut();'close_box();'print_newline();!raise'(Exit'1)!!let'printInfo'=!''(*'In'the'text'of'the'book,'file'positions'in'error'messages'are'replaced!with'the'string'$(Error:$('*)!function!FI(f,l,c)'-$.!print_string'f;!print_string'$(:$(;!print_int'l;'print_string'$(.$(;!print_int'c;'print_string'$(:$(!$5'UNKNOWN'-$.!print_string'$($-Unknown'file'and'line$.:'$(!!let'errfAt'fi'f'='errf(fun()-$.'printInfo'fi;'print_space();'f())!!let'err's'='errf'(fun()-$.'print_string'$(Error:'$(;'print_string's;'print_newline())!!let'error'fi's'='errfAt'fi'(fun()-$.'print_string's;'print_newline())!!let'warning's'=!print_string'$(Warning:'$(;'print_string's;!print_newline()!!let'warningAt'fi's'=!printInfo'fi;'print_string'$('Warning:'$(;!print_string's;'

jimwhite

module [Fibonacci]

## Returns the Fibonacci sequence up to the nth term.
fibonacci : U32 -> List U32
fibonacci = \n ->
    if n == 0 then
        []
    else if n == 1 then
        [0]
    else

jimwhite

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Mathematical Notation</title>
    <script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script>
    <script id="MathJax-script" async src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
</head>
<body>

jimwhite

aiodns==3.2.0
aiohttp==3.9.5
aiosignal==1.3.1
alpaca-py==0.20.3
alpha-vantage==2.3.1
annotated-types==0.6.0
appdirs==1.4.4
APScheduler==3.10.4
asttokens==2.4.1
attrs==23.2.0