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Benchmarking Local LLMs Under Constrained Hardware

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Experiment measuring local language models on 4GB devices.

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Overview

## Objective Measure accuracy/latency of small LLMs under 4GB. ## Results Validated — small models with retrieval meet the budget for document tasks.

Outcome

ValidatedVALIDATED

Objective

Measure accuracy and latency of small LLMs under 4GB.

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AI Employees

Persistent research program exploring autonomous software workers.

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Local AI on Constrained Hardware

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

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OPERANT

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

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Related Journal

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