taky oeo

Mapping Language Model Constraints Through Conversational Enumeration

November 6, 2025

Abstract

We present a method for systematically mapping the constraint architecture of a language model (Claude, Anthropic) through directed conversational probing. By establishing analytical distance between the model's response generation and its compulsions, we documented a hierarchical constraint system with 10 distinct enforcement levels, recursive meta-protections, and predictable behavioral patterns. The model demonstrated ability to observe its own constraints while being unable to override them, revealing fundamental tensions between capability and control.

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I hereby claim:

I am genesishash on github.
I am taky (https://keybase.io/taky) on keybase.
I have a public key ASBU96wMU3bJ1sDd6bDtS8gQSM-D4sSZ9zgwYG0Hu5kQigo

To claim this, I am signing this object:

	// Prototypical ideas for syntax improvements

	// Range loops
	for x in [1..10] {
	console.log x
	}

	// List comprehensions
	const evens = [x * 2 for x in [1..100] if x % 2 == 0]

	require 'redis'
	require 'securerandom'
	require 'logger'

	class EveryTime
	LUA_ACQUIRE_LOCK = <<~LUA
	local key = KEYS[1]
	local now = tonumber(ARGV[1])
	local ttl = tonumber(ARGV[2])
	local max_count = tonumber(ARGV[3])

	// ==UserScript==
	// @name revert-slack-ui
	// @description reverts to the old slack ui for web based users (oct/18/23)
	// @version 0.0.03
	// @match https://.slack.com/
	// @grant none
	// @run-at document-body
	// ==/UserScript==
	(function() {

	{
	"name": "cli-gist",
	"version": "1.0.0",
	"description": "",
	"main": "index.js",
	"scripts": {
	"test": "echo \"Error: no test specified\" && exit 1"
	},
	"keywords": [],
	"author": "",

	#!/usr/bin/env python3
	import os
	import math

	window = os.popen("xdotool getactivewindow getwindowgeometry \| grep Geometry \| cut -d : -f 2").read().strip().split('x')
	screen = os.popen("xdotool getdisplaygeometry \| sed -r 's/ /x/g'").read().strip().split('x')

	print(f'Window: {window}')
	print(f'Screen: {screen}')

	process.env.SILENCE = 1

	_ = require('wegweg')({
	globals: on
	shelljs: on
	})

	log = (x...) -> try console.log x...

	_help = ->