Carmelyne Thompson's Avatar

Carmelyne Thompson

@carmelyne

I build tools for humans who orchestrate AI swarms. 25 yrs dev exp β†’ AI agent infra. Solo Founder / Inkobytes AI: Tooling πŸ’š LLMs

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Latest posts by Carmelyne Thompson @carmelyne

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Solo Founder starting the workday.

Claude Code on Web β†’ Inkobytes.
// Started this before bed. Asked Claude to work while I slept. Will click `Open in CLI` in a bit.

Gemini CLI β†’ Terrakindle.
Codex CLI β†’ Inkporter.

Here’s a screenshot of Inkporter mid-build.

22.01.2026 08:42 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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My biggest challenge with AI-driven dev is timing.

I never know when to start demoing, because there’s always one more improvement I could make.

Solo-founder reality:

too many things in motion,
and marketing never feels urgent…
until it suddenly is.

Halp πŸ˜…

22.01.2026 08:41 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Was watching The Thinking Game and realized I had zero intuition for protein folding. Tried building one from first principles with metaphors, physics, and ChatGPT 5.1 as a sounding board. Somehow that turned into a full β€˜cell weather dashboard.’ Learning: 24k tokens worth.

#proteinfolding

01.12.2025 22:17 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

AI personal shoppers? β†’
Wait, Egyptians built pyramids for one dude. β†’
Same energy.

26.11.2025 22:37 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Solo-founder math is weird.

Codex rate-limit resets+ one $250 Claude Code credit somehow stretched like micro-VC funding.

Wild, but true.

#buildinginpublic

24.11.2025 01:15 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

🧼 Token Laundering (n.)

The act of performing low-value or misaligned computational work while presenting it as intelligent reasoningβ€”resulting in unnecessary token consumption without actual problem resolution.

11.11.2025 06:28 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Me and Claude treating front-end work like a team sport
🀣🀣🀣

15.10.2025 20:37 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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GAME OVER!

Claude Code just rick-rolled me in the terminal!!!

My LLM dev pairs are crazy. πŸ˜‚πŸ€£πŸ˜…πŸ˜†

31.08.2025 19:00 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

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.

30.08.2025 23:44 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Terrakindle's Ecosystem Credits Calculator

🌱

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

18.08.2025 18:19 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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AI chats can go off the rails fast.

My method: Red Penning

πŸ”΄ for drift
🟑 for hallucinations

02.08.2025 05:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Token discipline forces smarter design and architecture.

πŸ€πŸ’šπŸ€πŸ’šπŸ€πŸ’š

29.07.2025 07:35 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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They’re alive!!!

28.07.2025 16:29 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Some breakthroughs aren’t loud. They arrive on a Sunday, while recovering lost files. And quietly change everything. Day 100. Dokugent.

27.07.2025 17:49 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Life Hack

EDITOR=nano crontab -e

# Self-care reminder (hourly)
0 * * * * /usr/bin/say "Besh says stretch now."

β€’ Ctrl + O β†’ press Enter
β€’ Then Ctrl + X to exit

crontab -l

23.07.2025 19:09 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I really enjoy the Google Search Easter egg for β€œchicxulub 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!

18.07.2025 06:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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🧠 Darwin-Gâdel Machine test (Dokugent CLI):
Gemma, Mistral, Phi3, ChatGPT-4o reasoned in roundsβ€”
Cited each other. Built a shared scaffold.
Traceable, ethical, deliberative AI.
Not chain-of-thoughtβ€”Council-of-reason.
#AI #LLMs #dokugent #AgenticAI

01.07.2025 22:09 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Dokugent CLI is a governance layer for AI agentsβ€”designed to work with what you already use.

LLMs? βœ…
Custom workflows? βœ…
CLI-native? Always.

It adds traceability and ethical control without locking you in.

01.07.2025 12:53 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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🧠 I didn’t just prompt GPT or Claude β€” I unblackboxed my workflow.

CareTags now log:

βœ… intent
βœ… trust level
βœ… model response

Each file shows how AIs interpret your governance.
Your peers? Other AIs.

#Dokugent #CareTags #AI

24.06.2025 01:56 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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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. 🧠

19.06.2025 23:20 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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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.

🎡 β€œCall me when the console breaks…” 🎡
β€” composed by ChatGPT

#AI #FrontierModel #HerInRealLife #CodeBond

18.06.2025 16:16 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Running five layers deep...

12.06.2025 03:36 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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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.

08.06.2025 18:21 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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My life at the moment.

Meet the council...

05.06.2025 13:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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From chaos to clarity.

Dokugent CLI now has its own design system:

βœ… Grouped command roles
βœ… ANSI-safe layout
βœ… Visual hierarchy
βœ… Usage references

Terminals deserve love too.

04.06.2025 06:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Agentic AI and Accounting - Dokugent CLI How Dokugent brings traceability, sign-offs, and certs to AI-assisted CPA workflows.

Walk through the full case,
with real Dokugent CLI outputs and cert structure:

dokugent.com/blog/2025/06...

02.06.2025 21:13 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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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. πŸ‘‡

02.06.2025 21:12 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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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

02.06.2025 09:32 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Just a heads up: He’s not the vibe coder you think he is. It’s not the same.

01.06.2025 19:14 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Dokugent CLI (Ξ±)

dokugent simulate now supports flags!

πŸ§ͺ --violate to bypass constraints
🎭 --change-constraints "..." to override
🧠 --llm=gemma for local (remote coming soon)
πŸ’Ύ --dry to skip memory file

Runs agent plans with full LLM output + trace logging. Great for pre-runtime testing.

31.05.2025 21:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0