CFCanon FrameworksAI Infrastructure · Systems Architecture & GovernanceSee the evidence
034ArchitectureModel infrastructure

Local / Hybrid Model Architecture

A routing direction for deterministic processing, local inference, hosted models and human escalation.

Role
Systems architect and technical investigator
Architecture
ACTIVE ARCHITECTURE
Implementation
DEMONSTRATED EXPERIMENT

Using the strongest hosted model for every task can create unnecessary cost, latency, privacy exposure and provider dependence.

The architecture separates cognition from the operating environment, allowing each task to use deterministic processing, local inference, hosted models or human review according to its actual needs.

A focused public view of the project.

This plate presents one project-level idea without exposing the complete private system behind it.

DEVELOPMENT CONTROL / LOCAL VIEWDV–04
01Bound workExact source and objective
02ExecuteDeterministic where possible
03VerifyIndependent evidence
04AcceptHuman release authority
A local development sequence. It is not a map of the private controller.

What exists today.

01

Local Ollama and Qwen execution

02

Bounded source-analysis tests

03

Structured machine-readable output

04

Practical routing boundaries for small local models

Provider-independent systems thinking grounded in working experiments with the economics, privacy and limits of local and hosted models.

The public record states the tested path and architectural direction. Private routing policy, thresholds and deployment configuration are not disclosed.