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  3. /Local AI on Constrained Hardware
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Local AI on Constrained Hardware

KnowledgeCreativityBusiness

Can useful document intelligence run within a 4GB memory budget?

active

Overview

Research question: Can useful document intelligence run within a 4GB memory budget? Context and methodology will be documented here.

Research Question

Can useful document intelligence run within a 4GB memory budget?

Hypothesis

Small language models with retrieval can meet the budget.

Lab

Active

AI Employees

Persistent research program exploring autonomous software workers.

KnowledgeCreativityBusiness

Experiments

Experiment · VALIDATED

Benchmarking Local LLMs Under Constrained Hardware

Experiment measuring local language models on 4GB devices.

KnowledgeCreativityBusiness

Projects

InternalImplementation

OPERANT

AI Employee Framework — internal platform born in AI Employees Lab.

ai-employees

KnowledgeCreativityBusiness

Related Journal

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Building Autonomous Software Workers

How we turn research into validated AI employee prototypes.

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