TITMASInfrastructure Developer Community

REFERENCE DEMO · v0.1.0

Make agent execution
observable.

The TITMAS Digital Cell Demo is a minimal reference implementation showing how an AI agent can carry identity, boundaries, execution evidence, and health state.

View public releaseUnderstand Digital Cell
REFERENCE_COMPLETEREPLAY_PASSAPACHE-2.0
Digital
Cell
IdentityBoundaryEvidenceHealthMemoryReputation

WHY DIGITAL CELL

Being executable does not make an agent understandable.

Future agent systems need to answer four basic questions: who it is, what it may do, what actually happened, and what state it is in after an anomaly.

01Who?

Traceable identity

02Within what boundary?

Explicit behavior boundary

03What happened?

Execution evidence

04What state now?

Health observation

DIGITAL CELL ARCHITECTURE

Six simple, bounded, composable objects

A Digital Cell does not create an unlimited autonomy center. Each object has one explicit responsibility: Evidence is not Permission, Health is not Certification, and Reputation is not Authority.

01

Identity

Identity

Identify the subject, version, purpose, and source.

02

Boundary

Boundary

Declare permitted behavior, prohibited behavior, and capability limits.

03

Evidence

Evidence

Record intent, execution, result, and integrity summaries.

04

Health

Health

Derive observable state from existing records; this is not certification.

05

Memory

Memory

Retain execution, failure, recovery, and evolution history.

06

Reputation

Reputation

Summarize reliability and evidence-quality history.

Digital Cell v0.1 architecture
Digital Cell v0.1 Architecture · Minimal reference model, not a production architecture.

BOUNDED LIFECYCLE

One execution becomes traceable history.

01BirthIdentity
02ExecutionOperation
03EvidenceRecord
04HealthEvaluation
05RecoveryRecovery
06EvolutionState
Digital Cell bounded lifecycle
Lifecycle view · State changes are recorded but create no certification or autonomous governance authority.

VERIFIED REFERENCE RUN

Reproducible, without over-interpretation.

The frozen reference run passes 7 tests, produces 12 evidence records, and passes deterministic replay and SHA-256 integrity checks.

7/7Tests passed
12Evidence records
PASSDeterministic replay
Digital Cell reference execution report

RUN LOCALLY

One implementation, one entry point, zero third-party dependencies.

Python 3 is required. The release and source are available in the public GitHub repository.

git clone https://github.com/joy7758/titmas-demo.git
cd titmas-demo/examples/digital-cell
python3 -m unittest discover -s tests -v
python3 run.py
Open the GitHub repository →

INTERPRETATION BOUNDARY

What this demo explicitly does not prove

NO DIGITAL LIFE CLAIMNO AI CONSCIOUSNESS CLAIMNO PRODUCTION CERTIFICATIONNO UNIVERSAL SAFETY CLAIM

It only shows how an agent can become observable, verifiable, and health-assessable. A health view is not a safety guarantee, and evidence integrity does not make an agent correct.