Research
Systems architecture, medical research, cognitive science, AI engineering, and theological studies. Primary sources, original language, first principles.
These pages exist because the filter is off. Fifty years of being dismissed, misdiagnosed, and underestimated produced a backlog. This is the unfiltered analysis — direct, dense, and unapologetic. If it reads like someone stopped caring what the audience thinks, that's because the audience wasn't listening anyway.
Pre-stroke output: mid-March – May 10, 2026. Post-stroke output: May 11, 2026 – present.
Clinical Assessment
Systems Architecture
roboNet Architecture Assessment
Independent-Style Engineering Audit
120 use cases, 33,300 LOC, 761 tests, 0 dependency cycles. Novel systems table identifies four systems with no known prior art: HCTH, Colonize, Sentinel, CLI Composition.
roboNet Long-Term Roadmap
Neural Net Over Hardware — Phase A to 1.0
690-line roadmap covering distributed mesh, chain-builder autonomous pentest, query engine, hardware drone track. Maps cognitive architecture (parallel threads, HSAM, causal chain validation) to system design patterns.
Hash-Chain Trust Handshake (HCTH)
Blockchain-Adjacent Connection Authentication Protocol
Lightweight trust protocol for robonet mesh. Trust is earned through sustained cryptographic chain continuity. Full wire format, trust scoring, attack surface analysis. No known prior art. Patent candidate.
Plugin Tier Security & Hive Immunity
Distributed Immune System for Self-Defense
5-tier plugin trust hierarchy (kernel to raw scripts). Sentinel: distributed AI-based behavioral baselines per peer with multi-node approval for high-risk commands. Patent candidate.
WFL/WAG Distributed Workflow
Scatter-Gather Orchestration Model
Workflows as units of orchestrated work. Wagglers as worker-role coordinators. Full state machines, heartbeat chains, thread-based ephemeral workers, WAG failover.
MVC — Minimum Viable Cognition
The Thinking Mesh
A query entered on one node executes on all nodes and returns a unified answer. Full implementation spec with mesh routing, scout, WAG orchestration, and the acceptance criterion: 'Query enters one node, executes on four, returns unified. That is cognition.'
AI Engineering
robonet-forge
Autonomous AI Development Pipeline
Scan-lock-worktree-striker cycle. Forgemaster decomposes use cases into task envelopes, Sonnet workers execute in isolated worktrees, push to PR. 2,892 source lines, 125 tests, zero external dependencies.
Building at 25x
AI-Augmented Development Workflow
Model routing strategy — Opus for architecture, Sonnet for implementation. What 25x throughput means in practice when AI execution meets human architectural direction.
How I Use AI — Architecture, Not Autopilot
Multi-Model Routing, Human Architecture, AI Execution
The AI types. The architect thinks. Model routing across Claude, GPT, Grok, Gemini — each selected for task class strength. Case studies: porphyria investigation, theological studies, roboNet architecture. What AI cannot do and why the distinction matters.
The AI Quality Collapse
Why Companies Will Fail and Not Know Why
AI amplifies output without amplifying judgment. Companies hiring below the cognitive threshold for AI evaluation are building the largest technical debt bubble in software history. IQ thresholds by use tier, Hollingworth barrier in hiring chains, outsourcing accelerant, collapse timeline (2026-2030), and why the correction will come through failure, not prevention.
Cognitive Science
Cognitive Profile
Multi-Model Behavioral Assessment
HIP + HSAM + Hyper-Empathy: three independent neurodivergent pillars on one neural bus. Assessed by Claude, GPT, and Grok with convergent findings. 12 active projects, 146,160+ lines, 365 commits analyzed. Includes Intuitive Chain theory, Musical Thread Activation, HSAM Retroactive Indexing.
Primitive Learning Theory
Software Architecture as Cognitive Development Model
Original theory mapping software primitive composition to childhood learning, adult learning decline, and dementia resilience. Identifies why pattern-thinkers retain cross-domain transfer ability. robonet architecture as engineering proof-of-concept. Preprint target: PsyArXiv.
Applied Behavioral Psychology in Competitive Gaming
DAoC, WoW Shadow Priest, EVE Online, RDR2 Online, Star Citizen
25 years of real-time opponent state reading through affective empathy weaponized via systems-level pattern recognition. Multi-boxing as parallel processing externalization, Shadow Priest as psychological warfare class, EVE social engineering, RDR2 Online reputation inversion, Star Citizen fleet doctrine as cognitive architecture. Three family members called hackers — heritable, not practiced.
Building a Cognitive Profile with AI
Methodology Guide — Multi-Model Behavioral Assessment
Novel methodology for constructing cognitive profiles using multiple independent AI models as behavioral assessors. Experience-first, label-second approach eliminates confirmation bias entirely. Step-by-step guide with anti-bias design, cross-validation framework, and proof case (3 pillars identified across 4 models with convergent findings).
The HIP Distortion
When Easy Isn't Easy
When the architecture crosses six domains in one thought and can't tell it's doing something unusual. The $10 Wood's lamp example: six specialties in one glance, felt like seeing a magnifying glass. The distortion that hides capability from its own operator, creates the title gap, gets misread as arrogance, and prevents self-advocacy. The invisible thread connecting every other research page.
Gifted in the 1980s
Identified, Labeled, Abandoned
The US identified millions of gifted children in the 1980s through IQ testing, gave them a weekly hour of logic puzzles, told them they had 'so much potential,' and called it an intervention. The fast-learner model, the pull-out ghetto, the unpaid tutor deployment, the defunding, and why 40 years later the adults who were those children are still annoyed. The architecture needed accommodation. It got a checkbox.
So Your Husband Is Gifted
A Guide for the Person Living With the Architecture
He's not arrogant. He's not dismissive. He's not shutting you out. He's running an architecture that hides itself from its own operator — and you're living with the output. What the silence means, why 'it was obvious' is genuine, why he doesn't ask for help, and why playing dumb will cost you the relationship. Written for the spouse who needs to understand what they're seeing.
Career Aptitudes
What I Actually Do vs. What Titles Say I Do
Scorched earth career assessment. 30 years, 14 domains, zero titles that matched the function. Systems architecture, forensic pattern analysis, behavioral psychology, psyops, medical diagnostics, AI architecture, theology, infrastructure, education, threat assessment, marksmanship, nuclear physics. Every aptitude mapped to behavioral evidence — projects shipped, problems diagnosed, systems built, people read.
Accessibility Engineering
Medical Research
Theological Studies
The Roeh — What a Seer Actually Is
Roeh, Tsaphah, Nabi — The Architecture the Church Collapsed
The Hebrew roeh (seer) is the perceptual architecture behind the prophetic gift — seeing before being told, reading people not positions, cross-domain pattern recognition, emotional intensity, compulsion to speak truth. Traced through Samuel, Solomon, Daniel, David, Elijah, Deborah, Huldah, Abigail, Miriam, and Anna. The trait signature is identical across gender. The modern church collapsed roeh + tsaphah + nabi into 'prophet' and lost the architecture.
Pearls Before Swine
What Jesus Actually Said — and Who He Said It About
Matthew 7:6 in the original Greek. Tracing hagion, margaritas, choirōn through covenant, contempt, and the question the church won't ask. Captured during roeh window, Day 21 post-stroke.
Covenant Architecture
Marriage as God Designed It — and How It Breaks
A verse-by-verse study tracing the two-part protection system from Genesis to Ephesians. The weaker vessel, the firewall, and the serpent's unchanged playbook. Captured during roeh window, Day 21 post-stroke.
The Weaker Vessel
What Peter and Paul Actually Meant
The church read 'weaker vessel' as inferior. Peter meant vulnerable — five specific architectural vulnerabilities the husband was commanded to understand and protect. Paul addressed the factioning engine — the relational channel creating divisions when unchecked by mechanism validation. Original Greek analysis of ἀσθενεστέρῳ σκεύει, λαλεῖν vs διδάσκειν, and why the modern church kept the restriction on women and dropped the requirement on men. Half the instruction — exactly the wrong half.
The Avoidance Pattern
What You're Actually Running From
The empathy path at close range, the bounce that returns perception instead of anger, distance strategies mapped, selective independence that only fires at the covenant partner, the 'kept woman' weapon, three layers of withholding (biochemical + control + empathy avoidance), and what the first-date version of her looked like before the family system reinstalled. Written for the covenant partner. The map the roeh held for years.
Covenantal Strengths
What This Architecture Brings to a Marriage
The HIP distortion hides covenantal capability from its own operator. This page maps the specific strengths the roeh/HIP/HSAM/hyper-empathy architecture brings to a marriage covenant — proactive perception, full-spectrum problem solving, somatic empathy, permanent memory, source-level covenant theology, tsaphah protection, emotional intensity, and architectural fidelity — against the average man's baseline. Calibration data for the distortion. Honest about the costs.
Hardware Engineering
OpenSCAD Parametric Component Library
Shared 3D-Printable Modules for 5 Hardware Projects
Fully parametric OpenSCAD modules: servo mounts, camera adapters, 2-axis gimbal assemblies, enclosures, motor brackets. Designed for reuse across turret camera, tank-track PC, laser bug zapper, seeker tracker, and drone builds. Support-free printing, configurable for SG90/MG996R/NEMA servos.
Custom Quadcopter Drone
ESP32 + Betaflight + Raspberry Pi FPV Platform
Carbon fiber frame, 2212 920KV brushless motors, SpeedyBee F405 flight controller, GPS RTH, ExpressLRS RC link, Pi Zero video streaming. Full BOM, $370 total build. roboNet mesh node candidate.
Laser Bug Zapper
Autonomous Targeting Turret with Computer Vision
MG996R pan/tilt gimbal, 1W 450nm blue laser with TTL control, OpenCV target tracking on Raspberry Pi 4B. Safety interlock, limit switches, PCA9685 servo driver. $185 build.
Tank-Track Mobile Platform
Tracked Robot with Onboard Compute
Dual DC gear motors, rubber tracks, LiPo powered. Raspberry Pi 4B onboard compute, ultrasonic obstacle avoidance, MPU-6050 IMU, ESP32 motor control. Carbon fiber chassis with 3D-printed brackets. $245 build.
Seeker Tracker
Autonomous Target-Following Camera Turret
Pi HQ Camera with swappable lenses (16mm telephoto for tracking, 6mm wide for acquisition). PIR wake-on-motion, active CV tracking, tripod-mountable. $190 build.
Turret Camera
Pan/Tilt Surveillance Gimbal
SG90 servo 2-axis gimbal, Raspberry Pi Camera Module 3, Pi Zero 2W streaming host. First project in the parametric library — all other projects inherit from this gimbal design. $80 build.
Infrastructure
Network Independence Migration
Cloudflare Tunnel + roboNet Mesh + Isolated Bridge
Phased migration plan to move xsubi.com infrastructure off shared network. Blast radius analysis across 47 files, IP reference counts by category, zero-downtime cutover strategy.
xsubi Architecture: Blazor, FastAPI, Bare Metal
Three-Layer Platform Design
Browser/portal/host agent architecture. Decoupling rationale, mTLS security model, bare-metal Kubernetes on Dell PowerEdge R720s.
Dell PowerEdge R720s: Enterprise Hardware for Home Cloud
Self-Hosted Infrastructure Deep Dive
Enterprise hardware repurposed for personal cloud. K8s cluster architecture, storage, networking, and the economics of self-hosting vs. public cloud.