Independently Built Examples
Featured projects and case studies are internal builds, prototypes, or reconstructed examples created on personal time. They are not direct exports of client repositories or private assets.
Disclosures
This page clarifies what the public case studies & project descriptions on this site represent, and what they intentionally exclude. It's not a substitute for a formal MSA or NDA, but sets transparent expectations for prospective collaboration.
All showcased builds are internal experiments, reconstructed examples, or independently created side projects. They avoid exposure of any client's proprietary code, data, prompts, model weights, infrastructure specifics, or strategic trade secrets. Similar domains (e.g. document processing, real estate, partner ecosystems) reflect generalized architecture patterns - not production replicas.
Featured projects and case studies are internal builds, prototypes, or reconstructed examples created on personal time. They are not direct exports of client repositories or private assets.
Client-confidential code, datasets, prompts, model configurations, or infrastructure details are never copied into public artifacts. When a similar domain is shown (e.g. real estate, document processing) it is a fresh implementation or simplified abstraction.
If a concept originated in client work (e.g. an orchestration pattern), any public version is rebuilt from scratch with generic naming and no sensitive business logic or schema coupling.
Demonstrations use synthetic, open, or anonymized data. No production credentials, PII, or regulated data appear in examples.
Where AI features are described, claims refer to internal benchmarks or qualitative outcomes from controlled test sets - not unverifiable marketing metrics.
Third‑party libraries retain their original licenses. Any original diagrams, copy, or code in public repos remain © Edwin Genego unless otherwise noted.
On request, deeper architectural walk‑throughs can be done under mutual NDA with domain‑specific redactions preserved.
Solution ideas, architectural motifs, and workflow concepts referenced publicly or during early exploratory calls stem from internal R&D, prior generalized experience, or fresh brainstorming. They exclude client‑specific trade secrets. No assignment or exclusivity is granted until a written agreement is executed; likewise prospective clients retain ownership of their pre‑existing IP and confidential business context shared under NDA.
If you need a deeper exploration of architecture, failure-path handling, evaluation harnesses, or scaling considerations for a similar build, I'm happy to walk through patterns under an NDA. Public assets intentionally omit: production environment topology, credential flows, tenant isolation mechanics, full schema diagrams, and private evaluation datasets.
Most architectural ideas, agent strategies, retrieval layering approaches, or evaluation concepts referenced on intro calls originate from prior independent R&D, generalized engineering practice, or real-time collaborative brainstorming. They are intentionally high‑level and non‑exclusive until a written engagement defines scope, ownership, or licensing. Below is how I keep boundaries clean:
Need a formal addendum (NDA / IP clause) ahead of deeper exploration? Happy to execute a mutual version before exchanging proprietary architecture documents, datasets, or production metrics.