Hi, I'm Richard Wollyce

My flagship ecosystem and training platform. Teaching attention engineering, systems architecture, integrated AI, leadership, and market positioning. Achieved rapid product-market validation: 30,000 Instagram followers, a private 500-member WhatsApp community, and complete financial independence within its first two weeks.

• Audience & high-density community: 30,000+ followers on Instagram (@richardwollyce) and an active private WhatsApp community of 500+ members.
• Maturity & rapid business validation: launched two weeks ago and turned into my primary venture, delivering full professional and financial autonomy.
• High-density curriculum: in-depth training on attention engineering, robust systems design, practical AI integrations, leadership, and positioning.
• End-to-end platform architecture: custom member portal, automated checkout flows, streaming content delivery, and retention telemetry.

Open-source memory layer for AI agents, written in Rust and released under Apache 2.0. Deterministic RAG without embedding models: fuses keyword indexing and full-text search via Reciprocal Rank Fusion to deliver offline, reproducible, and verifiable retrieval with reliable abstention.

• Dual-scorer engine combining declared keyword indexing with SQLite FTS5 full-text search via Reciprocal Rank Fusion.
• Deterministic confidence gating for abstention: safely declines 28 of 30 out-of-scope queries in blind adversarial benchmarks.
• Sub-millisecond hot-path latency (0.68 ms p50, 1.16 ms p95 in-process) with a 97% abstention rate on LongMemEval-S.
• Integrated Model Context Protocol (MCP) server providing 4 read-only tools for Claude Desktop and agent runtimes.
• Git-anchored privacy model: untracked files are strictly excluded from indexing and serving.
• Roughly 17,000 lines of modular Rust across 3 crates, single runtime dependency, over 200 tests, and 36 documented ADRs.

Digital commerce ecosystem and infoproducts house where I lead engineering and platform architecture. Spans customer-facing applications, payment infrastructure, reconciliation, and BiblinhaPlay (subscription platform with ~500 active users).

• Complete revenue instrumentation: first-party browser and server-side tracking, event deduplication, UTM attribution, and automated reconciliation.
• Idempotent image-generation pipeline with bounded concurrency, caching, telemetry, and automated retry mechanisms.
• Modular TypeScript monorepo sharing core domain logic, UI libraries, and transactional flows across independent funnels.
• BiblinhaPlay in production for ~500 subscribers across Web/PWA and Expo/React Native, featuring entitlement control and protected media.
• BiblinhaCraft: interactive voxel engine built from scratch in Three.js with procedural terrain generation and mobile touch controls.
• Digital checkout integrated with physical fulfillment: address validation, print-ready asset processing, and order lifecycle queues.

A cybersecurity learning path and resource hub for beginners, developers, and non-technical professionals.

• I wrote and organized the material myself.
• Modules cover fundamentals, threat analysis, password security and MFA, safe browsing, device hygiene, incident response, network fundamentals, and digital evidence handling.
• It runs on Mintlify, with a searchable documentation index and a path you can follow in order.