Cumulative
Knowledge survives the investigation. Its evidence, context and status travel with it into the next one.
Knowledge that compounds ↗Intelligence
must earn its
authority.
A new class of AI is needed. One that investigates autonomously, verifies its claims, and builds knowledge that lasts.
01 / THE AUTHORITY BOUNDARY
GENERATION + INVESTIGATION
Propose.LLM / AGENT
A candidate claim enters the investigation.
INDEPENDENT AUTHORITY
Verify.
Explicit rules. Traceable evidence.
CUMULATIVE MEMORY
Remember.
Preserve status. Inform the next investigation.
Knowledge can accumulate.
Authority must be earned.Explore the proposal ↓DEFINITION, NOT A PERFORMANCE CLAIM
Authority must be earned.Explore the proposal ↓DEFINITION, NOT A PERFORMANCE CLAIM
01 / THE THESISFROM OUTPUT TO KNOWLEDGE
A convincing answer
is only the beginning.
What matters is what an AI can establish, retain, and justifiably build upon.
CCAI proposes an architecture in which autonomous investigation, cumulative knowledge and epistemic certification are separate authorities. Producing a claim is the beginning of its evaluation.
Read the full definition ↗Certified
Claims earn their status through explicit verification. Certification remains scoped, traceable and revisable.
Authority through evidence ↗Autonomous
The system chooses and pursues investigations. Initiative does not give it the authority to certify its own claims.
Investigation with boundaries ↗STATUS OF THE PROPOSAL
CCAI is a proposed class of systems, defined by its Charter. It is not presented as an established scientific category, an adopted standard, or a validated technology.
02 / THE ARCHITECTURESEPARATION OF AUTHORITIES
Four roles.
One essential
boundary.
Generation, selection, memory and certification are different authorities. The architecture keeps that distinction explicit.
Explore the complete architecture ↗01 / GENERATIONThe LLM may propose.
02 / SELECTIONThe Agent may choose.
03 / MEMORYMemory may compose.
THE FUNDAMENTAL SEPARATIONNone of them may certify.
An investigation becomes a foundation.
The canonical loop / eleven stages, in order
- 01Propose
- 02Verify
- 03Certify / Refute / Abstain
- 04Remember
- 05Compose
- 06Choose
- 07Test
- 08Verify
- 09Certify / Refute / Abstain
- 10Remember
- 11Recompute
↺ Reconsider dependent conclusions when evidence or context changes. Begin the next investigation.
03 / EPISTEMIC DISCIPLINETHREE POSSIBLE OUTCOMES
Knowing when
to say “not yet”.
Abstention is an explicit outcome.
When the evidence supports neither certification nor refutation, uncertainty stays visible. CCAI certifies claims within a procedure and context; it does not certify intelligence itself.
Certified
The claim satisfies the applicable certification requirements.
Refuted
The claim is contradicted under the applicable verification procedure.
Abstain
The available evidence does not justify either conclusion.
04 / THE FOUNDING TEXTCCAI CHARTER / VERSION 1.0
15ARTICLESThe principles
The principles
behind the proposal.
The Charter defines CCAI. It sets the boundaries for verification, memory, provenance, composition and auditability.
Read the complete Charter ↗IEpistemic Separation
Generation is not certification.
No LLM, autonomous agent, memory system or heuristic receives epistemic authority merely because it generated, selected or stored a claim.
IIIndependent Verification
A claim can acquire certified status only through an independent verification procedure appropriate to that claim.
The authority that determines certification must be independent from the act of proposing the claim.
The verification mechanism and the rules governing certification must be explicitly identifiable and auditable.
IIIExplicit Abstention
When evidence is insufficient to establish or refute a claim, the system must be able to abstain.
Uncertainty must never be silently converted into certainty.
XVKnowledge over Output
The durable product of an investigation is not merely a generated answer.
It is the body of traceable knowledge that survives verification and can participate in future investigation.
Selected articles from the normative text. Where explanatory material and the Charter differ, the Charter governs.
05 / FROM PRINCIPLES TO PRACTICEAn architecture.
Explore FLORN ↗
An architecture.
An open direction.
FLORN is a reference implementation under active development exploring the CCAI architecture. CCAI remains conceptually independent of any implementation.