Franzabner is the personal public technical brand for Francisco Abner Rivera.
CEO. Co-Founder. Mechanical, Electrical, and Autonomous Systems Architect.
From Puerto Rico, this account is the public front door for technical proof: mechanical design, electrical review, embedded systems, AI-assisted engineering workflows, Hugging Face release-readiness discipline, EPI research scaffolds, and the documentation boundaries required to publish without leaking private or sealed implementation.
| Surface | Role |
|---|---|
| Public technical surface | Shows public-safe proof, repo navigation, templates, review structure, and current scaffold status. |
| Proof navigation | Connects live public repos to status, boundary, and claim-control language. |
| Portfolio surface | Presents Francisco / Franzabner as a technical operator and architect without pretending unfinished work is complete. |
| Boundary checkpoint | Separates public proof from private implementation, sealed IP, and non-public operating material. |
This is Francisco Abner Rivera's personal public technical brand and proof surface. It is not the official company voice, and it is not any Foundation or institutional voice.
| Repo | Public role | Current status |
|---|---|---|
| franzabner-proof-stack | Navigation and proof-routing spine for claims, repo mapping, artifact status, review logs, and future public proof batches. | Public scaffold. Release status: scaffolded. License pending human review. |
| Repo | Public role | Current status |
|---|---|---|
| public-pcb-review-checklist | Electrical / KiCad / PCB review discipline through checklists, synthetic examples, report structure, and boundary rules. | Public scaffold. Release status: scaffolded. License pending human review. |
| electrical-panel-dressing | Public-safe electrical documentation and panel-discipline proof surface. | Public scaffold. Public-surface alignment merged. License pending human review. |
| field-to-architect | Field experience to architecture translation, with restrained public status and boundary language. | Public scaffold. Public-surface alignment merged. License pending human review. |
| mission-critical-discipline | Mission-critical operating discipline and documentation posture without client, deployment, or production claims. | Public scaffold. Public-surface alignment merged. License pending human review. |
| pico2-pio-i2c-reference | Embedded / Pico / RP2350 reference workflow and public-safe interface documentation proof. | Public scaffold. Public-surface alignment merged. License pending human review. |
| rib-breadboard | Public breadboard/reference scaffold for hardware documentation and RIB boundary discipline. | Public scaffold. Public-boundary cleanup merged. Production RIB implementation remains sealed. No production board files, firmware internals, BOMs, Gerbers, pin maps, routing, manufacturing approval, certification, sign-off, or production-ready claim. |
| Repo | Public role | Current status |
|---|---|---|
| engineering-agent-review-gates | AI-assisted engineering review gates for human authority, status accuracy, secret review, release review, and publication discipline. | Public scaffold. Release status: scaffolded. License pending human review. |
| local-ai-lab-boundary | First derivative public boundary repo: public-safe local AI lab boundary model with synthetic-only examples and no real topology, endpoints, credentials, private corpora, private weights, private prompts, private agent harnesses, or sealed YOSO-YAi IP. | Public scaffold. Release status: scaffolded. License pending human review. No real infrastructure claim. |
| dgx-ai-workstation-notes | Second derivative public repo: public-safe DGX / NVIDIA / workstation workflow notes with synthetic-only runbook examples and no real topology, endpoints, credentials, tokens, private corpora, private weights, private prompts, private agent harnesses, or sealed YOSO-YAi IP. | Public scaffold. Release status: scaffolded. License pending human review. No model, dataset, Space, training run, model output, hosted artifact, deployment, or live service claim. |
| fine-tuning-lab-notes | Third derivative public repo: public-safe fine-tuning lab-note scaffold with synthetic-only examples, dataset prep boundary, model release gate, evaluation note template, and Hugging Face planned/template-only routing. | Public scaffold. Release status: scaffolded. License pending human review. No private corpora, private weights, training logs, eval results, model, dataset, Space, hosted artifact, real training run, model output, deployment, or live service claim. |
| hf-card-templates | Hugging Face release-readiness templates for model cards, dataset cards, Space cards, evaluation reports, and release checklists. | Public scaffold. Release status: scaffolded. License pending human review. |
| technical-readme-lab | Technical README and repo productization proof through frameworks, synthetic before/after examples, portfolio templates, and boundary rules. | Public scaffold. Release status: scaffolded. License pending human review. |
| Repo | Public role | Current status |
|---|---|---|
| energy-per-intelligence | EPI metric framing and future measurement discipline. | Research scaffold. Public-surface alignment merged. No released benchmark, dataset, model, Space, or eval-result claim. |
| epi-bench | EPI calculation and reporting scaffold for future reviewed measurement workflows. | Tooling scaffold. Public-surface alignment merged. No benchmark-validity or released-result claim. |
| epi-meter | Public-safe AC-side measurement-instrument scaffold for EPI work. | Hardware measurement scaffold. Public-surface alignment merged. No manufacturing approval, certification, sign-off, production-ready status, approved BOM, or Gerber claim. |
| attention-head-surgery-epi | Paper scaffold exploring whether attention-head intervention can reduce energy per useful output. | Paper/research scaffold. Public-surface alignment merged. No released method, validated benchmark, model, dataset, Space, or eval-result claim. |
| mixed-quant-epi | Paper scaffold exploring mixed quantization as an EPI research direction. | Paper/research scaffold. Public-surface alignment merged. No released quantization recipe, production benchmark, evaluated model, dataset, Space, or eval-result claim. |
| expert-pruning-epi | Paper scaffold exploring expert pruning and sparse model efficiency through EPI framing. | Paper/research scaffold. Public-surface alignment merged. No released pruning workflow, deployed agent, private harness, model, dataset, Space, or eval-result claim. |
| Lane | Public direction |
|---|---|
| Mechanical / Fusion 360 | Public-safe mechanical documentation, reviewed model notes, synthetic examples, and handoff discipline without production CAD packages. |
| Electrical / KiCad / PCB | PCB review proof, schematic-reading discipline, severity framing, report templates, and public-safe checklist structure. |
| Embedded / Pico / RP2350 | Reference workflows, interface documentation patterns, and test-harness notes without production firmware internals. |
| Agents / harnesses | Agent contracts, task review gates, harness patterns, memory boundaries, and human authority over AI output. |
| Local AI lab / DGX / NVIDIA / fine-tuning | Public-safe local AI lab boundary discipline, DGX/NVIDIA workstation workflow notes, fine-tuning lab-note structure, dataset prep boundaries, evaluation note templates, and runbook boundaries without real topology, endpoints, credentials, private corpora, private weights, private prompts, private agent harnesses, training logs, eval results, model output, or unreleased lab logs. |
| Omniverse / USD / 3D worlds | Public-safe scene workflow, USD organization, and synthetic 3D examples without private CAD, facility layout, or product geometry. |
| EPI / Hugging Face | Energy-per-intelligence proof routing and future release-surface planning without fake weights, dataset, model, Space, benchmark, eval result, or hosted artifact claims. |
| Upwork proof routing | Draft proof navigation for scoped technical documentation work after human review, without live service listings or outcome claims. |
Available for scoped technical documentation, public-safe hardware documentation, embedded/reference workflow, AI-assisted engineering workflow, and release-readiness documentation projects.
This account routes proof carefully. It is not a cheap sales page, and it does not turn scaffolds into claims before review.
Public repos can show proof, templates, review discipline, status vocabulary, synthetic examples, and external-facing navigation.
Private or sealed implementation stays private or sealed unless human review explicitly approves a public excerpt, mirror, release artifact, or derivative summary.
This profile does not claim releases, deployments, clients, customers, revenue, manufacturing approval, compliance certification, engineering sign-off, production-ready status, manufacturing-ready status, released models, released datasets, Hugging Face Spaces, benchmarks, eval results, hosted models, hosted datasets, private corpora, credentials, routing files, BOMs, Gerbers, exact pin maps, firmware internals, customer files, private infrastructure, or sealed YOSO-YAi IP.
No fake releases. No fake clients. No fake deployments. No fake Hugging Face artifacts. No fake datasets. No fake models. No fake Spaces. No sealed company implementation.
| Field | Status |
|---|---|
| Public proof navigation | Live through franzabner-proof-stack. |
| First public repos | Five live public scaffolds. |
| Older mechanical/electrical/embedded alignment | First safe old-repo batch merged. |
| RIB breadboard reference | Merged as a public breadboard/reference scaffold. Production RIB implementation remains sealed. |
| Local AI lab boundary | local-ai-lab-boundary is live as the first derivative public boundary repo. Synthetic-only examples. No real topology, endpoints, credentials, private corpora, private weights, private prompts, private agent harnesses, or sealed YOSO-YAi IP. |
| DGX workstation notes | dgx-ai-workstation-notes is live as the second derivative public repo. Public-safe DGX/NVIDIA/workstation workflow notes. Synthetic-only examples. No real topology, endpoints, credentials, tokens, private corpora, private weights, private prompts, private agent harnesses, sealed YOSO-YAi IP, model, dataset, Space, training run, model output, or hosted artifact claim. |
| Fine-tuning lab notes | fine-tuning-lab-notes is live as the third derivative public repo. Public-safe fine-tuning lab-note scaffold. Synthetic-only examples. Dataset prep boundary, model release gate, evaluation note template, and Hugging Face planned/template-only routing. No private corpora, private weights, training logs, eval results, model, dataset, Space, hosted artifact, real training run, model output, or HF action claim. |
| EPI research alignment | EPI spine repos merged as public scaffolds. |
| Paper-specific EPI repos | Merged as public paper/research scaffolds. |
| Risky rack / agent / Fusion / KiCad production and remaining derivative-only repos | Held for boundary review. |
| Release status | Scaffolded unless a repo explicitly receives reviewed artifact evidence. |
| License decisions | Pending human review. |
| Hugging Face artifacts | No model, dataset, Space, benchmark, eval result, hosted model, or hosted dataset claim is made here. |
| Upwork material | Proof routing only; no live offer copy, pricing, turnaround promise, or outcome claim is made here. |
Orchestrate. Architect. Author.
From Puerto Rico. Built anyway.