Applied biotech · fringe AI · built on the farm · MxOE · MARES

Real science, running on real hardware.

Real Impacts on Real Animals Improving Animal Health with Technology.

N3rdz builds avian and farm biotechnology, small-system artificial intelligence, and the scientific software that ties them together. Experiments in progress, instruments on the bench, results in the open.

N3RDZ // BENCH TELEMETRY LIVE
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Edge Inference
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What we build

Four working domains, one bench. Each is an active line of research, not a brochure.

Avian Biotech

Avian biotechnology

Diagnostics, nutrition, and health instrumentation for companion and production birds, from parasite screening to enriched supplements.

Farm Biotech

Farm biotechnology

Field-grade tools for the working farm: sensing, screening, and biological products developed and tested on real livestock.

Fringe AI

Small-system fringe AI

Experimental architectures on constrained edge hardware: reservoir computing, on-device inference, and unconventional model designs.

Systems Design

Scientific systems design

We build instruments from the ground up for specialized analysis in narrow, niche domains, turning interfaces and raw signals into real, usable results.

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Research in progress

A live log of what's on the bench right now. Placeholder entries, swap in your real projects.

2026 · ACTIVE

Edge-AI parasite screening instrument

Fecal parasite detection running on-device with a neural processing unit for field use without a lab.

2026 · ACTIVE

Bird N3rdz Blocks R&D

Three hardness grades for seed-fed birds: Soft, Base, and Conditioning. One chemistry, three grades. Read the block page ->

2026 · ACTIVE

Bird N3rdz Powders R&D

BN-03 Parrot Powder and BN-04 D3 + Phytase Chop Powder. Measured dose on moist food. Read the powders page ->

2026 · ACTIVE

Pigeon N3rdz Peck Block R&D

Loft pickstone with a stated Ca:P ratio for racing and breeding pigeons. Read the loft page ->

2026 · ACTIVE

Bird N3rdz Poultry Powder R&D

Two-fraction calcium feed amendment for backyard and small flocks under the Chicken N3rds line. Read the poultry page ->

2026 · ACTIVE

Reptile N3rdz R&D

RN-01 Calcium and RN-02 Calcium with D3 for insectivorous reptiles and amphibians. Read the reptile page ->

2026 · ACTIVE

DCI / BLEMO AI

Distributed Compound Intelligence and the BLEMO runtime for edge instruments. Read the AI stack ->

2026 · ACTIVE

FloatScan AI

Veterinary microscopy with on device AI for fecal flotation and related sample work. Read the instrument page ->

2026 · ACTIVE

MxOE AI

Mix Of Everything: the orchestration system that routes tools, models, and safety gates across the N3rdz stack. Read the MxOE page ->

2026 · ACTIVE

MARES AI

Research expansion and portfolio engine for manuscripts, missed opportunities, and exportable runbooks. Read the MARES page ->

2026 · LIVE

Ratio Journal PUB

Claim-level verification journal from Veterans Seed Company: each claim carries its own status, references are checked against sources, and human-machine division of labor is disclosed. Open Ratio Journal ->

2026 · ACTIVE

Aqua N3rdz R&D

AN-01 and AN-02 remineralize RO water with calcium and magnesium at a stated 3:1 ratio, split by carbonate. Read the aqua page ->

2026 · IN REVIEW

Reservoir-computing forecasting paper

Echo-state networks applied to environmental time-series prediction on modest hardware.

@SoulfulScientist Chris

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Real birds, real experiments, explained. Behind-the-bench science from the farm. Follow along as it happens.

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