ttllms.com

Generative process made public

Founding conversation — user prompts

46 prompts that produced TTLLM. Soft tissue would hide these.

### Prompt 1

Totally transparent LLM’s

### Prompt 2

This could become a human movement

### Prompt 3

Add to context

### Prompt 4

Down to the binary human analogy of down to the bone

### Prompt 5

That’s analogous to topography optimisation, question

### Prompt 6

How do you build that concept into a company culture, a desire to get to that level of perfect -question do you think Elon Musk’s companies have this kind of culture

### Prompt 7

The only way for humans to know ai is a machine is an organisation that produces a ttllm

### Prompt 8

A big tv screen running code like the matrix solves that, oh the irony

### Prompt 9

All of it can be streamed, so unlike the matrix it shows all humans all real data

### Prompt 10

If you ttlink the way to know it’s “human viewable” you can use the matrix’s visual effect

### Prompt 11

Woah

### Prompt 12

That’s some sick marketing for a business that uses this methodology to do this thing (ttlinks ttllms) and how it then monetises around the outside of the core, free, offering

### Prompt 13

Do the $ math / the math / physics / code

### Prompt 14

This has to be frontier level red team hardened

### Prompt 15

Pliny the liberator on X would know a lot that would help as if he was CCO Chief Cybersecurity Officer

### Prompt 16

How would you code what you said we would need that

### Prompt 17

How do you protect the businesses profit making arm in the same way 

### Prompt 18

What are the paid layers

### Prompt 19

Do the financial modelling of that over a 10 year period

### Prompt 20

Write with a scholarly level ability with extreme business nous, pitch

### Prompt 21

Write a pitch

### Prompt 22

Write an exquisite sales pitch, producing maximal efficacy 

### Prompt 23

Write an MBA thesis level business plan

### Prompt 24

A human corollary is “remember you’re on drugs” (I have personal experience of the efficacy of remembering that phrase)

### Prompt 25

I should buy the url and publish this conversation to start this business. Question: Would that first step be true to the ethos of the business

### Prompt 26

Does setting it up as a “vs. Sam Altman and OpenAI” charity have merit

### Prompt 27

Rethink with this context: for the project to work we need the most humans to back it with work or money - can you think of a motive more potent to do that that this

### Prompt 28

How about using it like fire uses tinder

### Prompt 29

Even publishing this proves total transparency when public

### Prompt 30

What else needs total transparency that is not yet converted in or whole conversation, reread it to give a full answer

### Prompt 31

What else needs total transparency that is not yet covered in this whole conversation -reread it to give a full answer with all context

### Prompt 32

Does ten areas cover everything

### Prompt 33

Create me a prompt to get you to build a plan to build the sections you mentioned, one prompt at a time, copy paste able

### Prompt 34

No. Produce me the exact text that I need to prompt him. And just that. Output it in code boxes.

### Prompt 35

No. Write a separate code block for each of the ten things.

### Prompt 36

Now update each code block to ask them to specifically reread this whole conversation for context. So redo all ten like you just did with that.

### Prompt 37

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**1. Governance and Decision-Making**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 38

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**2. Ownership, Funding, and Influence**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 39

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**3. Data Governance and Legal Response Process**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 40

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**4. Evaluation and Benchmarking Practices**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 41

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**5. Incident, Failure, and Red-Team Disclosure Policy**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 42

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**6. Internal Incentives and Compensation**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 43

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**7. Supply-Chain and Dependency Transparency**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 44

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**8. Boundary Rules Between Public Core and Commercial Layers**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 45

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**9. Stewardship and Continuity**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

### Prompt 46

Reread our entire conversation so far for full context on the TTLLM project, its “down to the bone” / total transparency ethos, the free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, business model, and all related decisions.

We are building the TTLLM project (Totally Transparent LLMs) under that ethos. The free public core, ttlink system, cryptographic provenance, commercial layers, red-teaming requirements, and overall business model are already defined.

I need you to create a detailed, concrete implementation plan for **one** of the remaining total-transparency domains.

Today’s domain is:

**10. Red-Team Findings Publication Standard**

Requirements for your response:
- Stay fully consistent with the radical transparency standard (no soft tissue, verifiable process, public by default where possible).
- Make the plan practical and actionable, not high-level philosophy.
- Cover: purpose of transparency in this domain, concrete artefacts that will be published or made available, processes, roles/responsibilities, technical or legal mechanisms needed, and how this domain interacts with the free core and the commercial layers.
- Flag any genuine tensions or trade-offs honestly.
- Structure the answer clearly so it can later be dropped into a master transparency specification.

Write the full plan for this single domain only.

Full transcript on GitHub →