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WELCOME ----------------------------------------------------- NAME : Mark Gustetic ROLE : AI Full-stack Developer FIELD : AI / Frontend / Backend
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M G A R K U S T E T I C [ Human Insight // Machine Intelligence ] // [ ALIGNMENT PORTAL ]
studio internal Behind the work: field notes, case studies, and how I think about both.
Navigation
Status : Online
Signal : Stable
Mode : Experimental
AI-Native Full-Stack DeveloperTurning model capability into software people trust. Full-stack across AI features, backend reliability, and the interfaces that ship them. The pattern: pick the smallest model that works, wrap it with eval-gated contracts, and build a UI that admits when the model is uncertain.
Primary Stack
Python + Go + TypeScript
AI/Data Stack
PyTorch + Pandas + PostgreSQL/pgvector
Framework Stack
React + FastAPI + Next.js
[ 01 // SIGNALS ]
Field notes from shipping AI features in production. What actually breaks when LLM features hit real users: eval patterns, latency budgets, and the integration work that doesn't fit on a slide.
Open Signals [ 02 // PROJECTS ]
Builds where the integration work is most of the work. View Projects PX-01 / MACOS PRODUCT
Open source · v1.1
Pomodoro Count A native macOS menu bar app for counting focus sessions completed on a physical timer, through a global shortcut, or with its built-in timer. Categories, daily goals, streaks, a year heatmap, and CSV export turn a tiny tally into a private focus record.
External-hardware-first focus tracking
[ 03 // ARTIFACTS ]
Case studies from real builds. Each entry: what shipped, the choices behind it, and the outcome that mattered.
Open Artifacts 01 PF-01 / AI EXPERIENCE
Operator Console for AI Workflows A product interface for orchestrating retrieval, tools, and review checkpoints with clear state transitions and human-in-the-loop controls.
Outcome Improved task completion speed and reduced operator error through deterministic UX patterns.
02 PF-02 / FRONTEND SYSTEM
Composable Interface Platform A component architecture for high-speed delivery of AI-facing UI surfaces, focused on accessibility, streaming responses, and interaction consistency.
Outcome Accelerated feature iteration while preserving UI quality and predictable behavior.
03 PF-03 / BACKEND INFRASTRUCTURE
Reliable Service Mesh for AI Products An event-driven backend foundation with queue orchestration, idempotent handlers, and observability-first APIs designed for production reliability.
Outcome Stabilized runtime performance under spiky model and request workloads.
[ 04 // RESONANCE ]
Music and digital art studies shaped by code, rhythm, and systems thinking. Resonance is the creative channel for original tracks, sound design, procedural visual studies, and audio-reactive experiments.
RS-01 / MUSIC SYSTEM
Neural Night Drive A cinematic electronic track set shaped from modular synth layers, pulse-sequenced bass, and reactive visual cues.
RS-02 / SOUND DESIGN
Signal Garden Ambient textures and glitch percussion generated from processed machine hum, room tone, and resampled interface sounds.
RS-03 / DIGITAL ART
Voltage Bloom A procedural visual series built from layered noise fields, geometric masks, and palette transitions tuned to music timing.
Open Resonance [ 05 // TECHNICAL ]
A modular runtime for experimental visuals and production deployment. Rendering, interaction, AI behavior, and deployment all live as explicit layers. The visual side can be ambitious without dragging reliability with it.
Open Technical [ Rendering Layer ]
Procedural scene graph Three.js scene composition with custom GLSL materials, noise displacement, and device-aware quality tiers.
Three.js GLSL Quality tiers [ Interaction Layer ]
Deterministic transitions GSAP ScrollTrigger choreography, cinematic route transitions, and reduced-motion fallback paths.
GSAP Astro transitions A11y fallbacks [ Runtime Layer ]
AI-ready full-stack delivery Typed contracts across interface state, tool boundaries, queue orchestration, and production observability.
TypeScript Node.js PostgreSQL [ 06 // ORIGIN ]
Building AI products that hold up after the demo. Origin is the perspective layer: prompts as contracts, models as subsystems, and what a good build conversation actually looks like.
Role
AI-Native Full-Stack Developer
Focus
Frontend Experience + Backend Reliability
Operating Mode
Product-first, systems-minded execution