Skip to content
View ashhart's full-sized avatar
🎯
Focusing
🎯
Focusing

Block or report ashhart

Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
ashhart/README.md

Ash Hart

Independent AI systems architect building local-first AI tools, governed inference infrastructure, and experimental research systems.

The interesting part is not prompting a model.
The interesting part is building the system around it: securely, observably, and in production.


Toolbox

AI Agents Local LLMs RAG MCP Model Routing Agent Safety Operational Intelligence Stateful Systems Rust Python TypeScript


Selected public work

Synthena  ·  frontier research / experimental science
Experimental work on stateful AI systems, machine continuity, embodiment, persistent memory, mortality, lineage, and honesty-bounded behaviour.

Synthena Medical  ·  applied AI + measurement discipline
Applied medical-research tooling built around capped claims, mechanistic hypotheses, fabrication checks, evidence ladders, and wet-lab-ready outputs.

InferenceMon  ·  local/private AI infrastructure
Local-first inference monitoring for private AI stacks: usage, latency, model behaviour, health signals, and operational visibility without sending sensitive data out.

TensorFold  ·  Apple silicon / MLX local inference
Local-first runtime work for running sparse MoE language models on Apple silicon with MLX under tight memory budgets, with bounded resident memory, explicit paging, and runtime telemetry.

Syntra / Portreeve  ·  governance, routing, risk, control planes
Runtime layers for governed AI systems: policy execution, model routing, approvals, audit logs, run budgets, risk controls, and operational decision loops.

Pinned Loading

  1. TensorFold TensorFold Public

    Run MoE LLMs on Apple Silicone via MLX that your Mac should not normally be able to run

    Python 36 4

  2. Syntra Syntra Public

    Self-hosted decision runtime that learns from delayed feedback. LLM routing today, operational policy more broadly.

    Rust