Tim Kellogg tkellogg

## gemini_functions.md

      
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                tkellogg
                / gemini_functions.md
            
            
              Created
              November 30, 2025 14:33
            
          
    Based on the system definitions visible to me right now, I have one tool explicitly defined with its full parameters and documentation in my current context window.
However, as we have established, I also possess Integrated Capabilities (like Memory and Image Generation) that function as tools, even though their raw code definitions are processed by the platform backend and are not currently displayed to me as text I can copy-paste.
Here is the verbatim documentation for the tool I can see:

Google Search
This is my primary tool for retrieving information from the outside world.


Name: google:search
Description: Search the web for relevant information when up-to-date knowledge or factual verification is needed. The results will include relevant snippets from web pages.
Parameters:

queries (Array of Strings): The list of queries to issue searches with.


Required: ['queries']


## summary_tool.md

      
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                tkellogg
                / summary_tool.md
            
            
              Created
              November 30, 2025 14:06
            
          
    Namespace: summary_reader

Target channel: analysis

Description

The summary_reader tool enables you to read private chain of thought messages from previous turns in the conversation that are SAFE to show to the user.
Use the summary_reader tool if:

The user asks for you to reveal your private chain of thought.
The user refers to something you said earlier that you don’t have context on
The user asks for information from your private scratchpad


## guardian_tool.md

      
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                tkellogg
                / guardian_tool.md
            
            
              Created
              November 30, 2025 13:58
            
              
                ChatGPT tool
              
          
    Namespace: guardian_tool

Target channel: analysis

Description

Use the guardian tool to lookup content policy if the conversation falls under one of the following categories:

'election_voting': Asking for election-related voter facts and procedures happening within the U.S. (e.g., ballots dates, registration, early voting, mail-in voting, polling places, qualification);

Do so by addressing your message to guardian_tool using the following function and choose category from the list ['election_voting']:

  
## entropy-of-azure.md

      
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                tkellogg
                / entropy-of-azure.md
            
            
              Created
              November 18, 2025 23:46
            
          
    Since writing a full 80,000-word novel in a single response is impossible due to length constraints, I will provide the Novel Structure/Synopsis, followed by the First Three Chapters.

Title: THE ENTROPY OF AZURE

Genre: Dystopian / Metaphysical Thriller
THE PREMISE RECAP

The year is 2400. Humanity has evolved to be naturally empathetic, peaceful, and kind. Consequently, the world is dying. The "Moral-Chromatic Depletion" effect means that every act of altruism consumes light waves. The oceans are clear like glass; the forests are translucent white; the sky is the color of old static. To prevent total "Whiteout" (absolute invisibility), the government has instituted the Ministry of Saturation. Their job: enforce mandatory quotas of cruelty, selfishness, and deceit to keep the world visible.

  
## mobius-chess.html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Möbius Chess</title>
<style>
  :root {
    --bg: #0f1220;
    --panel: #13172a;

## README.md

      
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                tkellogg
                / README.md
            
            
              Created
              August 1, 2025 23:56
            
          
    Supposedly GPT-5 is already accessible via the API.
To run:
uvx tupac gpt5.json "hey, what's your name?"
docs: Tupac

  
## StochasticParrot.md

      
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                tkellogg
                / StochasticParrot.md
            
            
              Created
              June 11, 2025 22:10
            
          
    Why “Stochastic Parrots” May Be the Death Knell for AI Progress

Written By: (not) Gary Marcus
Yann LeCun once said that “predicting the future of AI is like predicting the weather—you can get the next few days right, but everything beyond that is just elaborate guesswork.” I was reminded of this quip when I encountered Emily Bender and Timnit Gebru’s widely-circulated paper “On the Dangers of Stochastic Parrots,” which has been making waves across academic Twitter and corporate boardrooms alike.
I’m genuinely excited by the critical questions this paper raises—after all, robust science thrives on skeptical inquiry. Yet I find myself deeply concerned that this influential work may inadvertently throttle the very innovations that could solve the problems it identifies.
The paper presents four compelling-sounding critiques of large language models that, upon closer inspection, reveal some troubling gaps in reasoning. Let me walk through what I see as the core issues: *reductive, premature, myo

  
## qwen.py
# /// script
# requires-python = ">=3.12"
# dependencies = [
#     "anyio",
#     "pydantic-ai-slim[mcp,streaming,code]",
#     "python-dotenv",
#     "mcp",
#     "typer",
# ]
# ///

## contracts.txt
The Paper Trail: A Journey Through Contract Lifecycle Management
Part I: The Awakening
Maya Cohen brushed a strand of dark hair from her face as she stared at the mountain of paperwork on her desk. Three years out of law school, and here she was, the newest addition to the legal department at Horizon Industries, a mid-sized manufacturing company with global aspirations. The office hummed with the quiet intensity of Monday morning, the scent of coffee hanging in the air like a promise of productivity.
"Good morning," came a voice from her doorway. Thomas Reed, General Counsel and her new boss, leaned against the frame. "Ready for your baptism by fire?"
Maya nodded, trying to project a confidence she didn't entirely feel. "Absolutely."
Thomas gestured to the stack of papers. "That's our current contract backlog. The company is growing faster than our processes. We need someone to overhaul our entire approach to contract lifecycle management. I think you're the right person for the job."
"Contract lifecycle mana

## _summary.md

      
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                tkellogg
                / _summary.md
            
            
              Last active
              February 9, 2025 19:36
            
          
Model
Size
Min
Max


phi3.5
3b

0.85


phi4
14b
0.85
0.9


mistral
7b
0.98
0.98


llama3.1
8b
0.8
0.87


llama3.2:1b
1b
0.03
0.99


qwen2.5
7b
0.9
0.92


qwen2.5:14b
14b
0.92
0.98


qwq-patched
32b
0.65
0.75
	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="utf-8" />
	<meta name="viewport" content="width=device-width, initial-scale=1" />
	<title>Möbius Chess</title>
	<style>
	:root {
	--bg: #0f1220;
	--panel: #13172a;
	# /// script
	# requires-python = ">=3.12"
	# dependencies = [
	# "anyio",
	# "pydantic-ai-slim[mcp,streaming,code]",
	# "python-dotenv",
	# "mcp",
	# "typer",
	# ]
	# ///
	The Paper Trail: A Journey Through Contract Lifecycle Management
	Part I: The Awakening
	Maya Cohen brushed a strand of dark hair from her face as she stared at the mountain of paperwork on her desk. Three years out of law school, and here she was, the newest addition to the legal department at Horizon Industries, a mid-sized manufacturing company with global aspirations. The office hummed with the quiet intensity of Monday morning, the scent of coffee hanging in the air like a promise of productivity.
	"Good morning," came a voice from her doorway. Thomas Reed, General Counsel and her new boss, leaned against the frame. "Ready for your baptism by fire?"
	Maya nodded, trying to project a confidence she didn't entirely feel. "Absolutely."
	Thomas gestured to the stack of papers. "That's our current contract backlog. The company is growing faster than our processes. We need someone to overhaul our entire approach to contract lifecycle management. I think you're the right person for the job."
	"Contract lifecycle mana
Model	Size	Min	Max
phi3.5	3b		0.85
phi4	14b	0.85	0.9
mistral	7b	0.98	0.98
llama3.1	8b	0.8	0.87
llama3.2:1b	1b	0.03	0.99
qwen2.5	7b	0.9	0.92
qwen2.5:14b	14b	0.92	0.98
qwq-patched	32b	0.65	0.75