GEOSPATIAL
Decentralized Open-Source GIS Protocols
A vendor-neutral tile & vector protocol for edge-rendered spatial data — eliminating hosted-map dependencies.
Read abstractResearch & Development
Where the ideas get built, benchmarked, and shipped.
Whitepapers, open protocols, hardware nodes, and Vision 2030 alignment notes — the raw engineering depth that shows up inside every deployment.
Selected papers
Preprints · 2025–26LLM SYSTEMS
Custom LLM Quantization for Low-Latency Execution
Post-training INT4 quantization patterns and evaluation harness for on-prem enterprise LLMs.
Read abstractAGENTIC OPS
Role-Scoped Memory for Agentic Workflows
Middleware that bounds agent context, tool access, and audit trails per organisational role.
Read abstractARABIC NLP
Dialect-Aware Arabic Tokenisation for Enterprise LLMs
A tokenizer + eval harness for MSA + Gulf/Levantine/Egyptian dialect coverage in enterprise workloads.
Read abstractMens et Manus
Mind and hand. Software that meets the physical world.
QR-etched acrylic desk stands, edge inference boxes, RFID-tagged asset trackers. Every SaaS surface has a real object behind it in the field.
Edge inference boxes
On-prem 8B LLM at desk-side power draw.
QR / RFID desk nodes
Etched acrylic stands wired into the lead loop.
Open protocols
GIS + agent contracts as reference implementations.
Performance benchmarks
Rolling 30dP50 tile response
8ms
static edge CDN
P99 tile response
24ms
cold cache, global
Quantized LLM TTFT
112ms
INT4, 8B params
Agent tool round-trip
180ms
voice-to-voice loop
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