Windows Subsystem for Linux kernel for CONNMARK applications.

Skills and workspace repo for Ricky

List of IBM ILT and SVPC Courses

This is a built from scratch, real-time, Radar Cross Section simulation that supports STL and OBJ files. Original inspiration for project was the Echo software developed by Lockheed Skunkworks as part of the Have Blue project, which led to the creation of the F-117 Nighthawk. Keep in mind I am a full-time student, updates will not be regular.

A tiny, stable four-dimension provenance tag schema (scope / signal_type / attribution / uncertainty) with caller-supplied vocabularies.

An embeddable in-app coaching/nudge engine: event->category routing, a 6-layer suppression model, multi-axis gating, isolated pluggable personas, swappable delivery adapters, and a pluggable repository.

Deterministic OWL-extension → typed JSON config generator: extract named subclasses + individuals of caller-bound classes into per-binding config files. Domain-neutral; rdflib is lazy + degrade-open.

Host one MCP server for many tenants over streamable-HTTP with bearer tenant-API-key auth — the authenticated tenant overrides any client-supplied tenant id (the isolation invariant).

Explainable, config-driven, zero-ML decisioning: an ordered rule cascade where every output carries a Toulmin argument and optional ML advisors can annotate but never change the verdict.

Stamp tool/RPC responses with a Toulmin + 4-tag provenance envelope, and MECE-triage a tool surface with an anti-inflation drift gate.

Dependency-free Toulmin argumentation primitives for attaching structured, auditable reasoning to any automated decision.

Per-channel outbound compliance gates — LinkedIn cadence, WhatsApp 24h window, SMS TCPA quiet hours, social-DM rate caps — that fail closed before an outbound action is dispatched, with the only network I/O behind an injectable transport seam.

A fail-closed preflight engine for automated outbound actions: seven independent gates (format, legal footer, send-window, do-not-contact, recipient-issue, cadence, idempotency) that default to BLOCK/DEFER when their evidence is missing or their infrastructure fails.

A per-actor + per-change-set phase-completion state machine for multi-phase SOPs, with a caller-supplied mutation-kind -> required-phases policy and an append-only override log.

An entity-agnostic, multi-tenant CRUD pattern in two halves: a FastAPI generic-CRUD router factory (cursor pagination + allow-listed filters + bulk, with an injectable storage seam) and an original clean-room Vue 3 + Pinia store factory with optimistic create/patch/delete.

A format-neutral document IR (intermediate representation) plus pluggable builders that render one structured Artifact to Markdown, DOCX, PPTX, PDF, and XLSX — and parsers that read each back into the IR.

CLI scripts for automating important grunt work.

A default-safe bring-your-own-integration provider pattern: an abstract Provider over a generic Message, a registry whose test-mode gate returns a NullProvider before the registry is ever consulted, and typed auditable suppression instead of silent drops.

Cascading source-system field-name resolution: cache -> per-tenant override -> system default -> queue-for-human-review, with an injectable storage backend.

Machine-to-machine per-tenant API-key auth: O(1) prefix lookup, bcrypt-at-rest verification, revocation/expiry checks, and a tenant-isolated Postgres DDL template — with the key store behind an injectable seam so the logic is unit-testable without a database.