Nathan Jones

Public Tools · Labs

Useful infrastructure and AI utilities.

Vendor-neutral calculators and planning aids for storage, AI systems, and research workflows. Directional estimates, not vendor commitments.

Featured

Public utilities

infrastructure

Storage Sizer (Beta)

Estimate raw, usable, effective, growth-adjusted, and headroom-aware storage capacity from transparent vendor-neutral assumptions.

beta calculator

ai-infrastructure

AI Model Fit (Beta)

Estimate model-weight memory, context overhead, concurrency headroom, and whether a model is likely to fit on a target system.

beta calculator

data-protection

Backup & Recovery Planner (Planned)

Estimate backup repository capacity, ingest volume, retention impact, replication time, and bandwidth from explicit assumptions.

planned calculator

applied-ai

Research Lab (Planned)

Build structured deep-research prompts for technology evaluation, architecture analysis, vendor comparison, incident research, and documentation review.

planned generator

Roadmap

On the roadmap

Data Transfer Calculator (planned) Architecture Brief Generator (planned) RPO / RTO Explorer (planned) LLM Cost Comparator (planned)

Runtime state

What am I using today?

as of

Current provider

custom

Model: qwen3.8:27b

Published by the inference control plane.

Local inference (router)

HEALTHY

Health state reported by AIOps.

Inference node (GB10)

QUARANTINED

Quarantined; no inference served.

Installed models (GB10)

4

qwen3.6:35b-a3b 36.0B params · Q4_K_M · 22.3 GiB · ollama
gemma4:12b 11.9B params · Q4_K_M · 7.0 GiB · ollama
qwen3.5:9b 9.7B params · Q4_K_M · 6.1 GiB · ollama
glm-4.7-flash:bf16 29.9B params · F16 · 55.8 GiB · ollama

Installed on the node; inventory does not imply active or serving.

Infrastructure health

HEALTHY