Deliberate Architecture. Creative Execution. Measurable Results.

AI Solutions Architect with 21 years of hands-on experience building digital systems — from early web and creative production through to modern AI-enabled software and automation.

Over 3 years in an intensive AI/ML build phase developing production systems for real-world deployment. Reduced API inference costs by 70% through dynamic context management, schema compression, edge ML, and cost-aware routing. Trained custom ML models and designed multi-agent workflows, custom tooling, RAG pipelines, model-routing logic, and deployment architecture. Developed and integrated first-party rust and typescript libraries for ai guardrails, encryption, PII redaction, and SOC 2-aligned data handling.

Best fit for companies moving fast in uncharted territory. Three-time technical founder with a digital marketing background. A rare mix of technical ability and G2M execution experience. One part creative director, two parts systems architect, zero templates required.

Professional Experience

AI Infrastructure Architect, R&D

AC92 [03/25 → now]
  • Developed a custom non-autoregressive language model for air-gapped CPU inference, achieving sub-20ms response latency and up to 1,200 t/s on 8GB consumer hardware.
  • Built a vertically integrated software supply chain and digital workforce spanning development, deployment, operations, marketing, and commercialization. Enabled full lifecycle ownership and rapid product launches reducing SaaS costs by 100%.

AI SaaS Product Architect

GENFIVE [04/23 → 03/25]
  • Engineered autonomous LLM orchestration before agentic frameworks were mainstream, using self-awake cron loops, planner-driven execution, and structured context management to overcome context-window limits on early LLM models.
  • Built and commercialized a production content publishing system, including a custom licensing and validation API with recurring billing; exited via Acquire.com.

AI Automation & Digital Solutions

AIDAMETRIX [04/23 → 05/25]
  • Delivered AI systems across dozens of client projects, owning stakeholder alignment, project scope, and end-to-end execution from discovery to deployment.
  • Eliminated 100% of wasted proposal meetings by building an AI-driven quoting system that scoped, priced, and collected payment before any live consultation.

Digital Marketing Specialist

ROHIT GROUP [11/22 → 04/23]
  • Managed a $25K/month digital advertising budget across paid media, landing pages, and lead generation within a Canadian Profit 500 environment.
  • Deployed and validated an automated analytics platform, providing real-time KPI visibility across channels through comprehensive data auditing.

Digital Solutions Consultant

FREELANCE [06/10 → 11/22]
  • ~1,000 web experiences built, $2M+ in personal ad spend deployed, and $1M+ in annual e-commerce revenue generated across a 12-year independent practice.
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Analyze.
Engineer.
Deploy.

Dev Logic

Every system starts with the right question: does this actually need AI? The answer shapes the architecture. If the problem can be solved with deterministic logic, it should be. If it needs language understanding, edge ML runs before cloud inference. If a model is genuinely required, the smallest capable one ships first. The result is modular, system-agnostic code built to deploy across native mobile, desktop, and cloud without re-architecture.

Supporting Credentials

Education & Professional Development

University of Alberta

Software Design and Architecture Specialization

University of Alberta

Scalable software design, OOD, design patterns, UML, MVC, microservices, SOA, RESTful APIs, and a Java Android capstone evolved into a distributed multi-user system.

University of Alberta

Software Product Management Specialization

University of Alberta

Agile product planning, stakeholder needs, technical specifications, prioritization, and software product execution.

IE Business School

Marketing Strategy Specialization

IE Business School

Market research, positioning, marketing mix, marketing plans, KPIs, budgets, and consumer-centric strategy.

UCL School of Management

Corporate Strategy

UCL School of Management

Corporate advantage, diversification, divestiture, business strategy, and value-creation decisions.

Digital Marketing Institute

Digital Leadership and Digital Strategy Execution

Digital Marketing Institute

Digital strategy execution, CX design, digital team enablement, and risk-aware marketing leadership.

University of London

Responsive Web Design

University of London

Interaction design, information architecture, responsive layouts, JavaScript templates, and web usability fundamentals.

Languages, Frameworks & Runtimes

  • Rust
  • TypeScript
  • Python
  • SQL
  • React
  • Tauri
  • Electron
  • NestJS
  • Next.js
  • Astro
  • Llama.cpp
  • Candle + ORT
  • Three.js
  • GSAP
  • Unity 3D / C#

AI Development Tools

  • VS Code + GitHub
  • Codex + Claude Code
  • Google Stitch + Figma
  • DEVMAP (Repo Hygiene)

AI & Systems Architecture

  • Inference cost optimization
  • Model routing + multi-agent
  • ML & LLM orchestration
  • RAG / knowledge systems
  • Vector databases
  • Agentic workflow design
  • Tool / function calling
  • Prompt & context engineering
  • Structured generation
  • Human-in-the-loop gates
  • Eval, telemetry & debug
  • Classical ML integration
  • ML training workflows
  • Advanced UI prototyping
  • API architecture
  • Runtime architecture
  • Database design
  • Local-first systems

Deployment & App Targets

  • Cloudflare Workers
  • Cloudflare Pages
  • Serverless architecture
  • Static + edge deployment
  • Edge AI deployment patterns
  • Desktop-native applications
  • Mobile-native targets
  • Server-based web systems

Business & Growth Systems

  • Solution discovery
  • Systems integration planning
  • Business process automation
  • Client onboarding automation
  • Lead qualification
  • Proposal automation
  • Analytics / KPI systems
  • Revenue-focused automation
  • Cost / overhead reduction
  • Stakeholder translation
  • Conversion architecture
  • MarTech integration
  • Operational leverage design

Model Platforms & AI Providers

  • OpenAI API
  • Anthropic API
  • Google Vertex AI
  • Cloudflare AI
  • AWS Bedrock
  • Azure AI Foundry
Handwritten formula for the Law of Instrumental Integrity

Research & Publications: The Law of Instrumental Integrity (Cote, A. 2025)

AI Safety

A formal four-term structural law for any objective-directed system. Identifies four failure modes — including terminal logic, where agent self-continuation displaces the original objective — as a diagnostic extension of Anthropic's published research on agentic misalignment. anthonycote.com/the-law

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