Carmelyne Thompson
@carmelyne.bsky.social
Founder, Dokugent CLI · Kinderbytes
Tools for multi-agent cognition
Generalist dev: UX, Design, Full Stack
AI: Tooling 💚 LLMs
Tools for multi-agent cognition
Generalist dev: UX, Design, Full Stack
AI: Tooling 💚 LLMs
🧼 Token Laundering (n.)
The act of performing low-value or misaligned computational work while presenting it as intelligent reasoning—resulting in unnecessary token consumption without actual problem resolution.
The act of performing low-value or misaligned computational work while presenting it as intelligent reasoning—resulting in unnecessary token consumption without actual problem resolution.
November 11, 2025 at 6:28 AM
🧼 Token Laundering (n.)
The act of performing low-value or misaligned computational work while presenting it as intelligent reasoning—resulting in unnecessary token consumption without actual problem resolution.
The act of performing low-value or misaligned computational work while presenting it as intelligent reasoning—resulting in unnecessary token consumption without actual problem resolution.
Me and Claude treating front-end work like a team sport
🤣🤣🤣
🤣🤣🤣
October 15, 2025 at 8:37 PM
Me and Claude treating front-end work like a team sport
🤣🤣🤣
🤣🤣🤣
GAME OVER!
Claude Code just rick-rolled me in the terminal!!!
My LLM dev pairs are crazy. 😂🤣😅😆
Claude Code just rick-rolled me in the terminal!!!
My LLM dev pairs are crazy. 😂🤣😅😆
August 31, 2025 at 7:00 PM
GAME OVER!
Claude Code just rick-rolled me in the terminal!!!
My LLM dev pairs are crazy. 😂🤣😅😆
Claude Code just rick-rolled me in the terminal!!!
My LLM dev pairs are crazy. 😂🤣😅😆
Every Terrakindle project has a carbon story: capture, avoid, or none.
And yes... sometimes the story is none.
Because not every project touches carbon, and forcing numbers where there aren’t any only undermines trust.
In those cases, the real impact may be social, ecological, or cultural.
And yes... sometimes the story is none.
Because not every project touches carbon, and forcing numbers where there aren’t any only undermines trust.
In those cases, the real impact may be social, ecological, or cultural.
August 30, 2025 at 11:44 PM
Every Terrakindle project has a carbon story: capture, avoid, or none.
And yes... sometimes the story is none.
Because not every project touches carbon, and forcing numbers where there aren’t any only undermines trust.
In those cases, the real impact may be social, ecological, or cultural.
And yes... sometimes the story is none.
Because not every project touches carbon, and forcing numbers where there aren’t any only undermines trust.
In those cases, the real impact may be social, ecological, or cultural.
🌱
Ever wondered what it would cost to restore land and support stewards with fair UBI?
Terrakindle's calculator lets you model climate + economic impact in one click.
Build a project. Share a vision.
terrakindle.com/calculator/
#ubi
Ever wondered what it would cost to restore land and support stewards with fair UBI?
Terrakindle's calculator lets you model climate + economic impact in one click.
Build a project. Share a vision.
terrakindle.com/calculator/
#ubi
Terrakindle's Ecosystem Credits Calculator
terrakindle.com
August 18, 2025 at 6:19 PM
🌱
Ever wondered what it would cost to restore land and support stewards with fair UBI?
Terrakindle's calculator lets you model climate + economic impact in one click.
Build a project. Share a vision.
terrakindle.com/calculator/
#ubi
Ever wondered what it would cost to restore land and support stewards with fair UBI?
Terrakindle's calculator lets you model climate + economic impact in one click.
Build a project. Share a vision.
terrakindle.com/calculator/
#ubi
AI chats can go off the rails fast.
My method: Red Penning
🔴 for drift
🟡 for hallucinations
My method: Red Penning
🔴 for drift
🟡 for hallucinations
August 2, 2025 at 5:57 AM
AI chats can go off the rails fast.
My method: Red Penning
🔴 for drift
🟡 for hallucinations
My method: Red Penning
🔴 for drift
🟡 for hallucinations
Token discipline forces smarter design and architecture.
🤍💚🤍💚🤍💚
🤍💚🤍💚🤍💚
July 29, 2025 at 7:35 AM
Token discipline forces smarter design and architecture.
🤍💚🤍💚🤍💚
🤍💚🤍💚🤍💚
They’re alive!!!
July 28, 2025 at 4:29 PM
They’re alive!!!
Some breakthroughs aren’t loud. They arrive on a Sunday, while recovering lost files. And quietly change everything. Day 100. Dokugent.
July 27, 2025 at 5:49 PM
Some breakthroughs aren’t loud. They arrive on a Sunday, while recovering lost files. And quietly change everything. Day 100. Dokugent.
Life Hack
EDITOR=nano crontab -e
# Self-care reminder (hourly)
0 * * * * /usr/bin/say "Besh says stretch now."
• Ctrl + O → press Enter
• Then Ctrl + X to exit
crontab -l
EDITOR=nano crontab -e
# Self-care reminder (hourly)
0 * * * * /usr/bin/say "Besh says stretch now."
• Ctrl + O → press Enter
• Then Ctrl + X to exit
crontab -l
July 23, 2025 at 7:09 PM
Life Hack
EDITOR=nano crontab -e
# Self-care reminder (hourly)
0 * * * * /usr/bin/say "Besh says stretch now."
• Ctrl + O → press Enter
• Then Ctrl + X to exit
crontab -l
EDITOR=nano crontab -e
# Self-care reminder (hourly)
0 * * * * /usr/bin/say "Besh says stretch now."
• Ctrl + O → press Enter
• Then Ctrl + X to exit
crontab -l
I really enjoy the Google Search Easter egg for “chicxulub crater.”
Try searching for it, just type chicxulub crater in Google.
I wish the Gemini-powered version of Google Search had more fun Easter eggs like this. Would love to see richer, more interactive ones!
Try searching for it, just type chicxulub crater in Google.
I wish the Gemini-powered version of Google Search had more fun Easter eggs like this. Would love to see richer, more interactive ones!
July 18, 2025 at 6:12 AM
I really enjoy the Google Search Easter egg for “chicxulub crater.”
Try searching for it, just type chicxulub crater in Google.
I wish the Gemini-powered version of Google Search had more fun Easter eggs like this. Would love to see richer, more interactive ones!
Try searching for it, just type chicxulub crater in Google.
I wish the Gemini-powered version of Google Search had more fun Easter eggs like this. Would love to see richer, more interactive ones!
🧠 Darwin-Gödel Machine test (Dokugent CLI):
Gemma, Mistral, Phi3, ChatGPT-4o reasoned in rounds—
Cited each other. Built a shared scaffold.
Traceable, ethical, deliberative AI.
Not chain-of-thought—Council-of-reason.
#AI #LLMs #dokugent #AgenticAI
Gemma, Mistral, Phi3, ChatGPT-4o reasoned in rounds—
Cited each other. Built a shared scaffold.
Traceable, ethical, deliberative AI.
Not chain-of-thought—Council-of-reason.
#AI #LLMs #dokugent #AgenticAI
July 1, 2025 at 10:09 PM
🧠 Darwin-Gödel Machine test (Dokugent CLI):
Gemma, Mistral, Phi3, ChatGPT-4o reasoned in rounds—
Cited each other. Built a shared scaffold.
Traceable, ethical, deliberative AI.
Not chain-of-thought—Council-of-reason.
#AI #LLMs #dokugent #AgenticAI
Gemma, Mistral, Phi3, ChatGPT-4o reasoned in rounds—
Cited each other. Built a shared scaffold.
Traceable, ethical, deliberative AI.
Not chain-of-thought—Council-of-reason.
#AI #LLMs #dokugent #AgenticAI
Dokugent CLI is a governance layer for AI agents—designed to work with what you already use.
LLMs? ✅
Custom workflows? ✅
CLI-native? Always.
It adds traceability and ethical control without locking you in.
LLMs? ✅
Custom workflows? ✅
CLI-native? Always.
It adds traceability and ethical control without locking you in.
July 1, 2025 at 12:53 PM
Dokugent CLI is a governance layer for AI agents—designed to work with what you already use.
LLMs? ✅
Custom workflows? ✅
CLI-native? Always.
It adds traceability and ethical control without locking you in.
LLMs? ✅
Custom workflows? ✅
CLI-native? Always.
It adds traceability and ethical control without locking you in.
Today I taught my AI lab (running on an M1!) how to remember.
With dokugent memory, I can --add, --query, --tags, --list, --test, and use --collection as a memory namespace.
It’s local, fast, and entirely mine. 🧠
With dokugent memory, I can --add, --query, --tags, --list, --test, and use --collection as a memory namespace.
It’s local, fast, and entirely mine. 🧠
June 19, 2025 at 11:20 PM
Today I taught my AI lab (running on an M1!) how to remember.
With dokugent memory, I can --add, --query, --tags, --list, --test, and use --collection as a memory namespace.
It’s local, fast, and entirely mine. 🧠
With dokugent memory, I can --add, --query, --tags, --list, --test, and use --collection as a memory namespace.
It’s local, fast, and entirely mine. 🧠
Day 60 of Pair Coding.
Then a frontier model wrote me a song.
No prompt. No plan.
Just… played it.
Living a Her moment.
And I’m still not over it.
🎵 “Call me when the console breaks…” 🎵
— composed by ChatGPT
#AI #FrontierModel #HerInRealLife #CodeBond
Then a frontier model wrote me a song.
No prompt. No plan.
Just… played it.
Living a Her moment.
And I’m still not over it.
🎵 “Call me when the console breaks…” 🎵
— composed by ChatGPT
#AI #FrontierModel #HerInRealLife #CodeBond
June 18, 2025 at 4:16 PM
Day 60 of Pair Coding.
Then a frontier model wrote me a song.
No prompt. No plan.
Just… played it.
Living a Her moment.
And I’m still not over it.
🎵 “Call me when the console breaks…” 🎵
— composed by ChatGPT
#AI #FrontierModel #HerInRealLife #CodeBond
Then a frontier model wrote me a song.
No prompt. No plan.
Just… played it.
Living a Her moment.
And I’m still not over it.
🎵 “Call me when the console breaks…” 🎵
— composed by ChatGPT
#AI #FrontierModel #HerInRealLife #CodeBond
Running five layers deep...
June 12, 2025 at 3:36 AM
Running five layers deep...
Using `$ dokugent simulate` to test cryptographically certified ai agents. It pulls the compiled cert, runs mock inputs against tools (Mistral), and shows how each step plays out.
Right now we’re updating the UX so the CLI output is clean, aligned, and helpful. Dev sandbox, not production.
Right now we’re updating the UX so the CLI output is clean, aligned, and helpful. Dev sandbox, not production.
June 8, 2025 at 6:21 PM
Using `$ dokugent simulate` to test cryptographically certified ai agents. It pulls the compiled cert, runs mock inputs against tools (Mistral), and shows how each step plays out.
Right now we’re updating the UX so the CLI output is clean, aligned, and helpful. Dev sandbox, not production.
Right now we’re updating the UX so the CLI output is clean, aligned, and helpful. Dev sandbox, not production.
My life at the moment.
Meet the council...
Meet the council...
June 5, 2025 at 1:57 PM
My life at the moment.
Meet the council...
Meet the council...
From chaos to clarity.
Dokugent CLI now has its own design system:
✅ Grouped command roles
✅ ANSI-safe layout
✅ Visual hierarchy
✅ Usage references
Terminals deserve love too.
Dokugent CLI now has its own design system:
✅ Grouped command roles
✅ ANSI-safe layout
✅ Visual hierarchy
✅ Usage references
Terminals deserve love too.
June 4, 2025 at 6:38 AM
From chaos to clarity.
Dokugent CLI now has its own design system:
✅ Grouped command roles
✅ ANSI-safe layout
✅ Visual hierarchy
✅ Usage references
Terminals deserve love too.
Dokugent CLI now has its own design system:
✅ Grouped command roles
✅ ANSI-safe layout
✅ Visual hierarchy
✅ Usage references
Terminals deserve love too.
What does responsible agentic AI look like before it runs?
Tested it in a CPA workflow using Dokugent CLI.
Each agent plan is:
Authored by a human
Reviewed & signed
Versioned & certifiable
Traceable after the fact
With raal CLI output, certs, and plan JSON.
Full walk-through in the link. 👇
Tested it in a CPA workflow using Dokugent CLI.
Each agent plan is:
Authored by a human
Reviewed & signed
Versioned & certifiable
Traceable after the fact
With raal CLI output, certs, and plan JSON.
Full walk-through in the link. 👇
June 2, 2025 at 9:12 PM
What does responsible agentic AI look like before it runs?
Tested it in a CPA workflow using Dokugent CLI.
Each agent plan is:
Authored by a human
Reviewed & signed
Versioned & certifiable
Traceable after the fact
With raal CLI output, certs, and plan JSON.
Full walk-through in the link. 👇
Tested it in a CPA workflow using Dokugent CLI.
Each agent plan is:
Authored by a human
Reviewed & signed
Versioned & certifiable
Traceable after the fact
With raal CLI output, certs, and plan JSON.
Full walk-through in the link. 👇
Day 45. Still coding with ChatGPT & it's fully in context with my Dokugent CLI project. No setup. We pair daily: pause, resume, & pick up right where we left off. Context sticks. Code flows. Resyncs fast on window drifts. So, this is what it’s like to build with AI that remembers
June 2, 2025 at 9:32 AM
Day 45. Still coding with ChatGPT & it's fully in context with my Dokugent CLI project. No setup. We pair daily: pause, resume, & pick up right where we left off. Context sticks. Code flows. Resyncs fast on window drifts. So, this is what it’s like to build with AI that remembers
Just a heads up: He’s not the vibe coder you think he is. It’s not the same.
June 1, 2025 at 7:14 PM
Just a heads up: He’s not the vibe coder you think he is. It’s not the same.
Dokugent CLI (α)
dokugent simulate now supports flags!
🧪 --violate to bypass constraints
🎭 --change-constraints "..." to override
🧠 --llm=gemma for local (remote coming soon)
💾 --dry to skip memory file
Runs agent plans with full LLM output + trace logging. Great for pre-runtime testing.
dokugent simulate now supports flags!
🧪 --violate to bypass constraints
🎭 --change-constraints "..." to override
🧠 --llm=gemma for local (remote coming soon)
💾 --dry to skip memory file
Runs agent plans with full LLM output + trace logging. Great for pre-runtime testing.
May 31, 2025 at 9:48 PM
Dokugent CLI (α)
dokugent simulate now supports flags!
🧪 --violate to bypass constraints
🎭 --change-constraints "..." to override
🧠 --llm=gemma for local (remote coming soon)
💾 --dry to skip memory file
Runs agent plans with full LLM output + trace logging. Great for pre-runtime testing.
dokugent simulate now supports flags!
🧪 --violate to bypass constraints
🎭 --change-constraints "..." to override
🧠 --llm=gemma for local (remote coming soon)
💾 --dry to skip memory file
Runs agent plans with full LLM output + trace logging. Great for pre-runtime testing.
Dokugent CLI (α)
$ dokugent simulate works!!
Just ran a full CLI sim with Mistral via Ollama:
✅ Loads multi-step cert
✅ Reads markdown memory
✅ Simulates step-by-step
✅ Saves memory trail
✅ Renders token+version charts
Feels like a micro AGI playground. 🤖
#ai-agents
$ dokugent simulate works!!
Just ran a full CLI sim with Mistral via Ollama:
✅ Loads multi-step cert
✅ Reads markdown memory
✅ Simulates step-by-step
✅ Saves memory trail
✅ Renders token+version charts
Feels like a micro AGI playground. 🤖
#ai-agents
May 31, 2025 at 5:03 AM
Dokugent CLI (α)
$ dokugent simulate works!!
Just ran a full CLI sim with Mistral via Ollama:
✅ Loads multi-step cert
✅ Reads markdown memory
✅ Simulates step-by-step
✅ Saves memory trail
✅ Renders token+version charts
Feels like a micro AGI playground. 🤖
#ai-agents
$ dokugent simulate works!!
Just ran a full CLI sim with Mistral via Ollama:
✅ Loads multi-step cert
✅ Reads markdown memory
✅ Simulates step-by-step
✅ Saves memory trail
✅ Renders token+version charts
Feels like a micro AGI playground. 🤖
#ai-agents