Principal Systems Architect & Technical Founder · Production Applications · Distributed Systems · Heavy-Context AI

Systems. Intelligence. Product. Business.

Building and deploying across distributed systems, AI infrastructure, compilers and runtimes, concurrency, low-latency software, agentic systems, and production engineering.

AI-accelerated execution. Human-directed judgment.

     

A cross-disciplinary founder, principal consultant, and systems engineer operating at the intersection of systems engineering, AI, product, and business.

Strong in unfamiliar systems: tracing execution behavior to the actual failure mode, identifying the architectural invariant, directing heavy-context AI orchestration and automation, validating edge cases, and shipping the smallest durable correction with deterministic regression coverage.

AI functions as part of the engineering system — accelerating research, codebase exploration, implementation, testing, orchestration, and deployment while keeping architecture, tradeoffs, review interpretation, and final decisions human-directed.

The commercial foundation spans technology, computer retail, fashion, e-commerce, websites, media, marketing, branding, sales, and digital products. Engineering is approached from an operator's perspective: software as infrastructure for building, operating, automating, and scaling real businesses.

Industry is not the constraint. The same systems and AI capabilities apply across technology, financial services and banking, healthcare, real estate, retail, commerce, media, and other complex operating environments.

Distributed systems, backend architecture, concurrency, memory ownership, low-latency runtimes, compiler/runtime behavior, performance, reliability, and production debugging.

DISTRIBUTED SYSTEMS RUNTIMES COMPILERS CONCURRENCY PERFORMANCE

Component-level board diagnostics, trinocular stereomicroscope SMD micro-soldering, shorted power rail tracing (FLIR thermal imaging), multi-GPU liquid-cooled compute rigs, and physical computer retail & repair operations servicing thousands of consumer and enterprise client machines.

HARDWARE LAB MICRO-SOLDERING SMD REWORK CUSTOM RIGS COMPUTER SHOP FOUNDER

Native iOS (Swift), Android (Kotlin), cross-platform React Native and Flutter mobile applications, and high-performance, resilient Next.js/React web platforms. Built for fluid gesture fidelity, offline-first reliability, sub-100ms response, and conversion-optimized commercial execution across banking, healthcare, retail, real estate, and B2B SaaS.

MOBILE APPS (iOS/ANDROID) REACT NATIVE FLUTTER NEXT.JS WEB PLATFORMS CROSS-INDUSTRY

Production AI agents, tool-using workflows, orchestration, MCP integrations, model/API integration, human-directed execution, evaluation, retrieval, and automation.

AGENTS MCP ORCHESTRATION AUTOMATION TOOL USE

Architecture, APIs, SaaS products, internal platforms, deployment, observability, analytics, billing, and operational workflows — including ZeroSlop™ by Ribbsaeter Systems, the sovereign pre-flight pull request invariant airlock featuring a 12-Shield Deterministic CWE Security Engine (CWE-89, CWE-798, CWE-639 IDOR, CWE-78/CWE-94, CWE-502, CWE-918, CWE-426 CI Pwn Requests, CWE-829 AI Slopsquatting, CWE-400, and CVE-2021-42574 Trojan Source / Adversarial Prompt-Injection Immunity), Single In-Place PR Verdict Card, and Zero-Click Cross-Layer Blast Radius directly inside GitHub Actions without external SaaS dashboard bloat (Enterprise Zero-Retention Security Brief →).

        

PRODUCT SYSTEMS 12-SHIELD CWE AIRLOCK ZERO-CLICK BLAST RADIUS APIs SAAS CLOUD

Founder-led product strategy, business development, sales, positioning, branding, marketing, digital commerce, and go-to-market execution.

FOUNDER PRODUCT GTM SALES BUSINESS

Substantive contributions to established production codebases, working within existing architecture, repository conventions, explicit invariants, review feedback, and regression requirements.

Additional upstream work spans Meta Pyrefly, Google ADK, OpenAI Python, Ethereum go-ethereum, Bitcoin Core, iCalendar, Vercel AI SDK, Claude Agent SDK ecosystems, Docker, JAX, Cloudflare Workers, Solana Web3.js, and other production systems.

Independent upstream engineering. Contributions do not imply employment, partnership, endorsement, or client relationships with the organizations listed above.

Symptom
  → execution behavior
  → architectural invariant
  → root cause
  → minimal durable correction
  → deterministic validation

The objective is not maximum code output. It is the smallest correct change that fits the system.

Technical depth is paired with founder-level commercial context: understanding what should be built, why it matters, how it reaches users, how it creates value, and how to execute without unnecessary complexity.

Private systems architecture, client advisory, and commercial engagements operate under strict institutional confidentiality.

Open to selective projects, founder collaborations, and technically ambitious companies with real budgets, clear decision-making, and urgency to execute — particularly where the problem is difficult and there is no artificial ceiling on scope or industry.

Less talking. More building.

Personal Website · Ribbsaeter Systems · LinkedIn