Windows Subsystem for Linux kernel for CONNMARK applications.

Skills and workspace repo for Ricky

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.

List of IBM ILT and SVPC Courses

Dependency-free prose-quality scanners + severity-tiered validators that detect AI-tell vocabulary, stock phrases, weak openers, poor rhythm, invented statistics, and template writing.

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.

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

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.

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.

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

An enforcing pre-commit / pre-tool-use gate that blocks ontology + config edits on SHACL non-conformance, missing/substanceless sign-off, and unmet phase prerequisites — advisory / enforce / override modes, injectable seams, degrade-open.

A multi-tenant Postgres data plane where tenant isolation (dual-path RLS), append-only auditability, and migration governance are structural invariants enforced at the DB + a CI coverage gate — composed from five small primitives.

A default-safe transactional message dispatcher: test mode is on unless the literal 'false' opts into production, non-allowlisted recipients are redirected before any send, a format gate rejects malformed addresses, and the network send is an injectable transport (dry-run by default).

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.

Estimate a band from a direct metric or a proxy metric (with a reasoning chain), driven by caller-supplied band boundaries.