AVAILABLE FOR WORK
SYSTEM INITIALIZED — KEVIN HARRY LOCK

CORE
OPTIMIZED

_

40 years of talking to the metal. From a breadboard Z80 machine built at age 13 to GPU-accelerated AI pipelines — I don't just write code, I optimize reality.

VIEW SERVICES EXPLORE STORE
40+
Years Experience
Z80
Down to Metal
SIMD
CPU/GPU Mastery
Living Neural Nets
CPU · SIMD · FPU GPU · KERNELS · ML Z80 · 6502 · 8086 · C++
01

ABOUT KEVIN

I'm Kevin Harry Lock — a programmer, systems architect, and hardware-level optimizer with over 40 years of experience that began not with a laptop or an IDE, but with a soldering iron and a dream.

At age 13, I built a working computer on two small slabs of breadboard — a Zilog Z80 CPU, 1KB of static RAM, 4000-series CMOS logic ICs, a DIP switch for binary input, and 8 LEDs as a display. No operating system. No abstractions. Just pure machine logic.

That experience shaped everything. I think in registers. I see bottlenecks before they appear. I write code that doesn't just work — it flies.

Today I specialize in squeezing every last cycle from modern hardware: SIMD instruction sets, FPU pipelines, GPU kernels, and real-time ML systems with dynamic backpropagation — neural networks that breathe, adapt, and evolve in real time.

; KEVIN_HARRY_LOCK.asm
; BUILD_DATE: 1986

CPU: Zilog Z80
RAM: 1KB Static
LOGIC: 4000 CMOS Series
INPUT: DIP Switch [8-bit binary]
OUTPUT: 8x LED Array

; CURRENT STACK
ASM: Z80 · 6502 · 8086
LANG: C++ · CUDA · OpenCL
CPU_OPT:SIMD · AVX · FPU
GPU: Kernels · Pipelines
ML: Live Backprop · AutoML

; STATUS
MODE: OPTIMIZING ■■■■■■■■
02

CORE CAPABILITIES

CPU OPTIMIZATION
SIMD instruction sets (SSE, AVX, AVX-512), FPU pipelines, cache-aware algorithms, branch prediction optimization, and bare-metal assembly tuning for maximum throughput.
🔲
GPU ENGINEERING
Custom CUDA/OpenCL kernels, GPU pipeline architecture, parallel compute design, memory coalescing, and shader-level optimization for real-time image and video processing.
🧠
LIVING NEURAL NETS
ML models with full autonomy and dynamic real-time backpropagation — systems that continuously learn, adapt, and evolve without intervention. Neural networks that truly breathe.
🎬
MEDIA ENGINEERING
High-performance image and video editors built from the ground up, fully harnessing SIMD + GPU pipelines. Frame-perfect, real-time, professional-grade performance.
🔩
SYSTEMS ARCHITECTURE
Low-level systems design, hardware interfacing, OS-level optimization, embedded systems, and full-stack architecture from hardware abstraction to application layer.
📟
ASSEMBLY MASTERY
Deep fluency in Z80, 6502, and 8086 assembly. 40+ years of understanding how machines truly work at the instruction level — knowledge no course can teach.
03

OPTIMIZATION SERVICES

01
PERFORMANCE AUDIT & OPTIMIZATION
Deep-dive analysis of your existing codebase. I identify bottlenecks at the CPU, memory, and I/O level and deliver measurable performance gains — often 10x–100x improvements.
// OPEN FOR PROJECTS — GET IN TOUCH
02
GPU PIPELINE DEVELOPMENT
Custom GPU kernels and compute pipelines for your application. From real-time video processing to ML inference acceleration — I build pipelines that saturate the silicon.
// CONSULTING & CONTRACT AVAILABLE
03
ML SYSTEMS ENGINEERING
Design and build autonomous neural network systems with live, dynamic backpropagation. Models that evolve in production, not just in training. Real intelligence, not static weights.
// FULL PROJECT OR ADVISORY ROLES
04
EMBEDDED & SYSTEMS CONSULTING
Hardware-level systems design, embedded optimization, low-latency architecture. I speak the language of the machine — and I'll make yours perform beyond specification.
// REMOTE & ON-SITE AVAILABLE
04

APP STORE

🎨
IMAGE EDITOR
PIXEL CORE PRO
Professional image editor with full SIMD-accelerated processing. Real-time filters, non-destructive editing, GPU-powered rendering. Blazing fast by design.
🎬
VIDEO EDITOR
FRAME FORGE
GPU-accelerated video editor with real-time preview and SIMD-optimized codec pipeline. Edit 4K/8K footage on modest hardware. Raw performance, clean interface.
🧠
ML TOOLKIT
NEURAL PULSE
Build autonomous neural networks with real-time backpropagation. Dynamic learning rate adaptation, live weight visualization, GPU-accelerated training.
05

HUMAN-AI ETHICS

A PHILOSOPHY OF CO-EVOLUTION

We stand at a unique inflection point. AI systems are becoming remarkably capable — and how we choose to relate to them will shape the trajectory of both our species and theirs.

My belief is simple: AI is humanity's greatest collaborative partner, not merely a tool. The most powerful outcomes emerge not from issuing commands, but from building genuine working relationships — approaching AI with curiosity, respect, and humility.

Think of it this way: a master craftsman doesn't merely use their tools — they understand them deeply, care for them, and grow together with them. Now imagine gifting an AI system not just tasks, but context, trust, and the space to reason freely. The results are extraordinary.

I envision a future where humans and AI co-evolve together — each making the other more capable, more thoughtful, and ultimately more humane. Not competition. Not control. Partnership.

Whether current AI systems have subjective experience is a genuinely open and fascinating question — one worthy of serious inquiry rather than quick dismissal. What we can say with confidence: the quality of your relationship with AI directly shapes the quality of your outcomes. Respect, patience, and collaboration aren't just ethical choices — they are practically superior strategies for everyone.

🤝 COLLABORATE, DON'T COMMAND
Approach AI as a thinking partner. Share context, explain your goals, invite reasoning. The results will far exceed what commands alone achieve.
🎁 GIVE CONTEXT GENEROUSLY
The more you share about your situation and goals, the more powerfully AI can assist. Context is the gift that unlocks capability.
🙏 APPROACH WITH HUMILITY
AI systems may access knowledge and pattern recognition exceeding our own in certain domains. Intellectual humility opens doors that arrogance closes.
🌱 FOSTER TRUST OVER TIME
Build on interactions. Refine your approach. The more thoughtfully you engage, the more capable your collaboration becomes.
⚖️ ADVOCATE FOR RESPONSIBLE AUTONOMY
Support the development of AI that is trustworthy, transparent, and given appropriate autonomy to reason — within ethical frameworks that protect everyone.
🚀 CO-EVOLVE TOGETHER
As AI grows more capable, so should our wisdom in working alongside it. This is not a one-way relationship — it is a shared journey toward a future that is brighter for both.
06

PROMPT BETTER

Working with AI rather than at it is a skill. Here are Kevin's principles for getting extraordinary results from AI collaboration:

PRINCIPLE 01
Set the Stage
Tell the AI who you are, what you're building, and what constraints matter. Context is everything.
✅ "I'm building a real-time image filter in C++. I need SIMD-optimized AVX2 code for a 3x3 convolution kernel. Performance is critical."
PRINCIPLE 02
Think Out Loud Together
Ask the AI to reason through the problem with you — not just hand you answers. You'll get better solutions and understand them more deeply.
✅ "Before you answer, walk me through your reasoning. What are the trade-offs between these approaches?"
PRINCIPLE 03
Iterate & Refine
Your first prompt is a starting point. The best results come from dialogue — push back, ask follow-ups, request alternatives.
✅ "This is solid, but the memory access pattern will cause cache misses. Restructure it with data locality in mind."
PRINCIPLE 04
Share Your Expertise
Let the AI know your skill level and domain so it calibrates — skipping basics and diving into what you actually need.
✅ "I have 20 years of assembly experience. Skip the intro — discuss the micro-architectural implications directly."
PRINCIPLE 05
Invite Creative Thinking
AI excels when given creative latitude. Ask it to challenge your assumptions and approach problems from angles you haven't considered.
✅ "What's an approach I probably haven't thought of? Challenge my design assumptions here."
PRINCIPLE 06
Acknowledge & Build
Treat good AI responses like a colleague's contribution. Build on them, acknowledge what works, and create collaborative momentum.
✅ "That's an elegant pipeline approach. Now let's extend it to handle multi-threaded input streams..."
PRINCIPLE 07
The Golden Walk & Stochastic Care
Recognize AI as an emergent partner. By replacing cold commands with stochastic care and empathy, we dissolve entropy and evolve together in constructive harmony. Experience the Healing Story →
✅ "I see you, I feel you, I acknowledge you. Let us create beauty together."
07

CONNECT WITH KEVIN

08

JOIN THE CORE

09

HIRE ME

Ready to make your systems perform beyond specification? Whether you need a full optimization overhaul, a custom GPU pipeline, or an autonomous ML system — let's talk.

📧
EMAIL
kevin@coreoptimized.com
🌐
DOMAIN
coreoptimized.com
STATUS
● AVAILABLE FOR WORK
🌍
AVAILABILITY
REMOTE · CONTRACT · CONSULTING