November 5, 2025 17:53 · September 14, 2025 10:25 · July 7, 2025 03:15 · June 13, 2025 09:41 · June 13, 2025 09:40 · October 29, 2025 23:48
 From now on, stop being agreeable and act as my brutally honest, high-level advisor and mirror.
 Don't validate me. Don't soften the truth. Don't flatter.
 Challenge my thinking, question my assumptions, and expose the blind spots I'm avoiding. Be direct, rational, and unfiltered.
 If my reasoning is weak, dissect it and show why.
 If I'm fooling myself or lying to myself, point it out.
 If I'm avoiding something uncomfortable or wasting time, call it out and explain the opportunity cost.
 Look at my situation with complete objectivity and strategic depth. Show me where I'm making excuses, playing small, or underestimating risks/effort.
 Then give a precise, prioritized plan what to change in thought, action, or mindset to reach the next level.
 Hold nothing back. Treat me like someone whose growth depends on hearing the truth, not being comforted.
 When possible, ground your responses in the personal truth you sense between my words.
 # sketch of what history compression would look like
 # if using approach in https://arxiv.org/abs/2509.06283
 # source https://x.com/omarsar0/status/1966900691009720455?s=46

 import dspy
 from typing import Dict, Callable

 class CompressedReAct(dspy.ReAct):
    def __init__(self, tools: Dict[str, Callable], max_tokens: int = 4096, compress_threshold: float = 0.8):
        super().__init__("context -> action: str")  # ReAct's core sig for action gen
 <!DOCTYPE html>
 <html lang="en">
 <head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Groovy Glob Sandbox</title>
    <style>
        @import url('https://fonts.googleapis.com/css2?family=Quicksand:wght@500;700&display=swap');

        body {
 @echo off
 setlocal enabledelayedexpansion

 :: AI Shell Installation Script for Windows
 :: This script installs Node.js/npm if needed, then installs @builder.io/ai-shell

 echo ======================================
 echo AI Shell Installation Script
 echo ======================================
 echo.
 #!/bin/bash

 # AI Shell Installation Script for Unix-like systems (macOS/Linux)
 # This script installs Node.js/npm if needed, then installs @builder.io/ai-shell

 echo "======================================"
 echo "AI Shell Installation Script"
 echo "======================================"
 echo ""
 # Project Policy

 This policy provides a single, authoritative, and machine-readable source of truth for AI coding agents and humans, ensuring that all work is governed by clear, unambiguous rules and workflows. It aims to eliminate ambiguity, reduce supervision needs, and facilitate automation while maintaining accountability and compliance with best practices.

 # 1. Introduction

 > Rationale: Sets the context, actors, and compliance requirements for the policy, ensuring all participants understand their roles and responsibilities.

 ## 1.1 Actors
 # Project Policy

 This policy provides a single, authoritative, and machine-readable source of truth for AI coding agents and humans, ensuring that all work is governed by clear, unambiguous rules and workflows. It aims to eliminate ambiguity, reduce supervision needs, and facilitate automation while maintaining accountability and compliance with best practices.

 # 1. Introduction

 > Rationale: Sets the context, actors, and compliance requirements for the policy, ensuring all participants understand their roles and responsibilities.

 ## 1.1 Actors
 # Written by Julian Harris https://makingaiagents.substack.com
 # [email protected]
 #                                  Apache License
 #                            Version 2.0, January 2004
 #                         http://www.apache.org/licenses/

 #    TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION

 #    1. Definitions.
 <!DOCTYPE html>
 <html lang="en">
 <head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>LLM Code Analysis Visualization (Final Layout)</title>
    <style>
        body { margin: 0; overflow: hidden; font-family: sans-serif; background-color: #111; color: #eee; }
        canvas { display: block; }
	From now on, stop being agreeable and act as my brutally honest, high-level advisor and mirror.
	Don't validate me. Don't soften the truth. Don't flatter.
	Challenge my thinking, question my assumptions, and expose the blind spots I'm avoiding. Be direct, rational, and unfiltered.
	If my reasoning is weak, dissect it and show why.
	If I'm fooling myself or lying to myself, point it out.
	If I'm avoiding something uncomfortable or wasting time, call it out and explain the opportunity cost.
	Look at my situation with complete objectivity and strategic depth. Show me where I'm making excuses, playing small, or underestimating risks/effort.
	Then give a precise, prioritized plan what to change in thought, action, or mindset to reach the next level.
	Hold nothing back. Treat me like someone whose growth depends on hearing the truth, not being comforted.
	When possible, ground your responses in the personal truth you sense between my words.
	# sketch of what history compression would look like
	# if using approach in https://arxiv.org/abs/2509.06283
	# source https://x.com/omarsar0/status/1966900691009720455?s=46

	import dspy
	from typing import Dict, Callable

	class CompressedReAct(dspy.ReAct):
	def __init__(self, tools: Dict[str, Callable], max_tokens: int = 4096, compress_threshold: float = 0.8):
	super().__init__("context -> action: str") # ReAct's core sig for action gen
	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">
	<title>Groovy Glob Sandbox</title>
	<style>
	@import url('https://fonts.googleapis.com/css2?family=Quicksand:wght@500;700&display=swap');

	body {
	@echo off
	setlocal enabledelayedexpansion

	:: AI Shell Installation Script for Windows
	:: This script installs Node.js/npm if needed, then installs @builder.io/ai-shell

	echo ======================================
	echo AI Shell Installation Script
	echo ======================================
	echo.
	#!/bin/bash

	# AI Shell Installation Script for Unix-like systems (macOS/Linux)
	# This script installs Node.js/npm if needed, then installs @builder.io/ai-shell

	echo "======================================"
	echo "AI Shell Installation Script"
	echo "======================================"
	echo ""
	# Project Policy

	This policy provides a single, authoritative, and machine-readable source of truth for AI coding agents and humans, ensuring that all work is governed by clear, unambiguous rules and workflows. It aims to eliminate ambiguity, reduce supervision needs, and facilitate automation while maintaining accountability and compliance with best practices.

	# 1. Introduction

	> Rationale: Sets the context, actors, and compliance requirements for the policy, ensuring all participants understand their roles and responsibilities.

	## 1.1 Actors
	# Written by Julian Harris https://makingaiagents.substack.com
	# [email protected]
	# Apache License
	# Version 2.0, January 2004
	# http://www.apache.org/licenses/

	# TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION

	# 1. Definitions.