Cannington, ON ·

I pave roads.
I build AI.

I operate heavy asphalt equipment in the field by day and engineer the autonomous AI agents, decision models, and local vision systems that run my businesses around the clock.

39 Timers · 3 Agents87 videos and counting

YouTube videos & daily Reels fact-checked against approved company facts before API scheduling

Dex-1B · 81.5% · 18 msOwn model

1.1B encoder + custom decision head trained on home RTX 3070 Ti; Apache-2.0 on Hugging Face

OpenClaw #142018Credited contributor

~390k-star agent project; 3× "diamond lobster" P1 & security issues

8+ Yrs Heavy Field OpsIn the seat

Asphalt paver, skid steer, steel/pneumatic rollers, crew direction

The work.

10 systems · all in daily use
01

Harwick Paving: Regional Brand & AI Operations

CommunityVotes PlatinumFounded Mar 2024Field Ops + AI Harwick Paving tandem roller compacting asphalt in Kawartha Lakes CommunityVotes Gold 2025 to Platinum 2026 progression CommunityVotes 2026 Platinum Seal
02

Dex-1B: Open-Source Decision Model

Ettin-1B · 784M tuned18 msApache-2.0 Dex-1B on Hugging Face Dex-1B explainer frames
03

Echo Home: Whole-House Voice Agent & 7-Camera Vision

5 roomsfollow-meFrigate wake"Echo" rooms5
04

OpenClaw Upstream Kernel & Security Contributions

~390k stars3× diamond lobsterFix #142018 OpenClaw merged fix #142018 OpenClaw issue #115908 OpenClaw issue #115909
05

B2B Commercial Lead Engine & Forensic Financial Audit

Kawarthas / Durham1,443 sites crawled searches456 sites read1,443 verified175
06

Aegis Client Websites, Weekly SEO Pipelines & Hardware Builds

3 production sitesPaid client culinary-revolutionary.com aegisequity.ca
07

Field Heavy Equipment Operations & Site Directing

Paver · roller · skid steerFirst Aid & CPR
08

Commercial Video Production Pipeline

Framefields WebGPUGoogle Flow / Veo
09

Harwick Route: Interactive Paving Season Map

Live mapKawartha Lakes & Durham Harwick Route map detail
10

Harwick Autonomous Marketing & Operations Engine

87 videos and counting39 timersDaily 06:30 Harwick Paving YouTube channel

One day, running.

Field + machine, same clock
06:30Machine

morning_brief.py reads disk/systemd state (atilla, harwick, aegis heartbeats, 24h job receipts, quota governor, money radar) & sends one Telegram brief.

Field

En route to Kawartha Lakes job site; reading Telegram brief on phone.

07:00Field shift

Heavy equipment & site operations.

09:05Thu

Aegis client web, SEO & CAD builds.

17:00Machine

Harwick marketing & ops engine, second run.

20:00WebGPU

Commercial video pipeline (Flow / Veo + Framefields WebGPU).

24/7Continuous

Echo Home: voice, LLM & 7-cam vision.

What I do.

For hiring managers & technical teams

Available immediately for remote or Ontario (Durham Region / Kawartha Lakes / GTA) roles in AI Automation Engineering, Applied ML & Computer Vision, and Generative Media Production.

AI automation & agents
Multi-agent workflows (Claude Code, custom Skills, MCP servers), Python API integrations (YouTube Data API, Meta, Google, Telegram), systemd scheduling, and mechanical claim-verification gates.
Applied ML & vision
Encoder fine-tuning and custom head training (Dex-1B on Ettin-1B), Frigate multi-camera NVR (RTSP + ESP32), and local VLM failure evaluation.
Generative media
Z-Image-Turbo, Qwen-Image, Wan 2.2 I2V via custom Colab A100 CLI worker, Kokoro TTS, ACE-Step 1.5, ffmpeg mastering, and Framefields WebGPU compositions.
First 30 days
Week 1 shadow every role and inventory every manual copy-paste; Week 2 ship the top two highest-leverage automations with verification gates; Weeks 3–4 document the runbooks and work down the backlog.
For local businesses · Aegis Engineered Solutions

Practical marketing, fast websites, custom hardware builds, and heavy-equipment subcontracting for businesses in Durham Region and the Kawarthas.

Local marketing · $650/mo
12 Facebook & Instagram posts/month, 4 short Reels/Shorts from your real job photos, Google Business Profile kept active, review replies drafted within a day, and a one-page monthly ranking report. Nothing posts until you say yes.
Website rebuild · $900
Phone-friendly static site, domain/DNS/DKIM business email connected properly, live in ~2 weeks, and you own everything.
Hardware & IoT
3D-printed brackets/enclosures, solar & battery setups, Meshtastic rural radio nodes, and local camera dashboards.
Field subcontracting
Paver, skid steer, rollers, tractor, truck & trailer; Class G, First Aid & CPR, WHMIS.

Send me a problem.