NHNH Applied

Practical engineering for a more capable tomorrow

NH Applied

Engineering difficult ideas into working systems.

Local AI  •  Systems Engineering  •  Applied Research

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Real problems.
Rigorous engineering.
Measurable evidence.
NH // APPLIED SYSTEMSRESEARCH → EVIDENCE
RESEARCH Question + reference BUILD / TEST Working system EVIDENCE Measure + publish LOCAL AISYSTEMS ENGINEERINGAPPLIED RESEARCH BUILD • MEASURE • SHARE
QQES — VALIDATED1T-class model / 128 GB system MMCP — Windows RelayEngineering RC 0.40 RResearch — Evidence-firstOpen, reproducible, practical

Featured projects

Turning research into real-world capability.

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01 / LOCAL AIValidated

QES

Host-side execution research exploring how very large language models can run on a single 128 GB consumer-class system.

1T-CLASS MODEL
SINGLE NODE / WINDOWS
EVIDENCE FROZEN
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02 / INFRASTRUCTUREActive R&D

NH Applied MCP

A user-controlled bridge between AI clients and Windows computers, built around explicit policy, identity, pairing and evidence-led qualification.

WINDOWS RELAY RC 0.40
43 / 43 REGRESSION PASS
LOCAL-FIRST CONTROL
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03 / PUBLICATIONSOpen

Research & Publications

White papers, evidence packs, reproducible tests and engineering notes focused on practical systems rather than unsupported claims.

WHITE PAPERS
EVIDENCE PACKS
TECHNICAL NOTES
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Evidence & resources

Work that can be inspected.

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Zenodo

White papers, companion studies, reproducibility packs and evidence archives.

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GitHub

Source code, engineering tools and public project material.

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Hugging Face

NH Applied models, datasets and AI-related public resources.

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Substack

Technical notes, progress updates and longer-form discussion.