Founder of Datano — a data engineering & data science consultancy delivering ETL/ELT pipelines, data warehouses, ML solutions, custom dashboards, and API integrations. 50+ projects delivered across Azure (Data Factory, Databricks, Synapse), AWS, Python, SQL, and Power BI.
My work spans five main domains: AI/LLM agents & MCP tooling, data engineering & ML pipelines, cloud/DevOps & VPS orchestration, Microsoft 365 / SharePoint / Graph API integrations, and network automation (MikroTik, RouterOS, proxies).
Creator of pyaccelerate — a Python acceleration engine with multi-GPU, NPU, IoT, and Kubernetes support — and animus — a peer-to-peer memory sync network for AI assistants.
Currently working on GPU-aware optimization for ollama and contributing to the AI inference ecosystem.
| Domain | What I build | Key tech |
|---|---|---|
| AI / LLM / Agents | Memory sync networks, agent squads, MCP toolkits, local LLM optimization, transcription & diarization | Python, FastAPI, MCP, Ollama, Whisper, SQLite FTS5 |
| Data Engineering & ML | ETL/ELT pipelines, GPU-accelerated analytics, NPS/verbatim classification, data warehouses, visual workflow orchestration | Python, Java, SQL, PL/SQL, CUDA, scikit-learn, KNIME, Pandas |
| Cloud, DevOps & VPS | Multi-project VPS orchestration, Docker stacks, CI/CD, licensing systems, boot/recovery tools | Docker, Nginx, PostgreSQL, Redis, Linux, PowerShell |
| Microsoft 365 & SharePoint | Graph API integrations, Power Automate MCP, SharePoint CRUD, mail archiving | TypeScript, PowerShell, Microsoft Graph, SharePoint |
| Network & Infrastructure | MikroTik/RouterOS automation, load balancers, proxies, hotspot managers, network optimizers | RouterOS Script, Python, Shell, C |
| Mobile & Embedded | Android toolkit, device rooting, multiboot USB, cross-platform legacy browsers | Python, Kotlin, Swift, Java, JavaScript |
| ERP & Web | Integrated ERPs, portals, landing pages, Markdown-to-HTML pipelines | Python, TypeScript, JavaScript, HTML/CSS |
| Project | Description | Tech |
|---|---|---|
| pyaccelerate | High-performance Python acceleration engine -- CPU, multi-GPU, NPU, IoT, K8s, auto-tuning | Python, CUDA, Cython, Rust |
| ollama-accelerate | Automatic hardware detection and performance optimization for Ollama | Python |
| python-gpu-statistical-analysis | GPU-accelerated statistical analysis with CuPy/CUDA and NumPy fallback | Python, CUDA |
| animus | Peer-to-peer memory sync network for GitHub Copilot & Claude Code — sessions, prompts, agents, MCP knowledge | Python, FastAPI, SQLite FTS5, WebSockets |
| bf6-optimizer | Battlefield 6 performance & network optimization scripts for Windows | PowerShell |
| CSVToolBox | Toolkit for processing CSV, Excel and tabular formats | Python |
| CSVSplitter | Split large CSV files preserving charset, separator and formatting | Python |
| Loader | CLI tool for loading CSV data into Oracle databases | Java |
| Spooler | Efficient Oracle Database spool execution and CSV report generation | Java |
| adb-toolkit | Complete Android backup, recovery & transfer with GPU acceleration | Python |
| IEPortable | Cross-platform legacy IE browser with Wine ActiveX for DVRs/cameras | JavaScript |
| PyExeBuilder | Simple compiler for Python scripts | Python |
Beyond public repos, I maintain 48 private projects spanning:
| Language | Projects |
|---|---|
| Python | 17 |
| PowerShell | 7 |
| TypeScript | 5 |
| Shell | 4 |
| HTML | 3 |
| Java | 2 |
| Other | 2 |
| JavaScript | 2 |
| C# | 2 |
| RouterOS Script | 2 |
| PHP | 1 |
| Jupyter Notebook | 1 |
Areas include data engineering, AI/LLM tooling and MCP servers, visual ETL workflow orchestration, web apps and ERPs, network automation (MikroTik/RouterOS, proxies, load balancing), Microsoft 365/SharePoint integrations, VPS orchestration, and general systems tooling.
| Metric | Value |
|---|---|
| Version | v0.11.0 |
| Modules | 27 |
| Test Files | 19 |
| Stars | 0 |
| GPU Vendors | NVIDIA, AMD, Intel, ARM |
| Platforms | Linux, Windows, macOS, Android/Termux, IoT/SBC |
Animus is a peer-to-peer memory synchronization network for GitHub Copilot and Claude Code. It collects, indexes, and syncs AI interaction context across machines through a self-hosted hub:
- Collectors: Copilot chat, debug logs, Claude Code transcripts,
copilot-instructions.md,.instructions.md,.prompt.md,.agent.md,/memories/notes, and MCP knowledge graph. - Indexer: Full-text + semantic search (SQLite FTS5 + sentence-transformers).
- Sync: HTTPS/WSS peer-to-peer replication between machines and a VPS hub.
- CLI:
animusentry point for status, sync, and admin operations. - MCP Server: Exposes indexed memories and cross-session context through a Model Context Protocol server, so Copilot, Claude Code, and any MCP-compatible assistant can query past context in real time during a chat.
The MCP interface is what makes Animus practical day-to-day: instead of losing context between sessions or machines, the assistant can ask the memory network for relevant notes, prior decisions, project conventions, and previous chat turns on demand.
Tech: Python, FastAPI, Uvicorn, WebSockets, Pydantic, SQLite FTS5, Rich, Typer, Docker, Nginx, MCP.
Enterprise feedback classification system built for telecom NPS verbatims. It runs an auditable cascade that separates customer feedback from operator noise and classifies each record by product, reason, sub-reason, sentiment, root cause, and recommended action.
| Layer | Technique | Role |
|---|---|---|
| 0 | Separator | Extracts customer feedback vs. operator boilerplate |
| 1 | Deterministic rules | Priority regex -- fast and auditable |
| 2 | Custom ML model | TF-IDF (word + char) + ensemble (LogReg + ComplementNB) |
| 3 | Pluggable AI | Low-confidence escalation to LLM (opt-in) |
| -- | Fallback | Manual review when confidence is too low |
Key design decisions:
- Confidence measured as margin between top-2 classes:
top1 / (top1 + top2). - Multi-scenario architecture:
core/engine +profiles/plug-ins; the first profile is verbatim NPS, new domains add new profiles without touching core. - Status bands:
CLASSIFICADO(≥ 0.90),PENDENTE(0.40–0.90),ANÁLISE_MANUAL(< 0.40).
Tech: Python, scikit-learn, pandas, regex-based rules, pluggable LLM layer.
Repository is private and corporate-bound, so only technical approach and public patterns are shared here.
Proprietary desktop ETL workflow orchestrator built from scratch with Java 23 + Swing. It provides a visual, graphical interface for designing, scheduling, and executing data pipelines without relying on enterprise ETL suites.
- Visual pipeline designer: drag-and-drop style workflow composition via Swing UI.
- Multi-source connectivity: JDBC integration with Oracle, SQL Server, PostgreSQL, MySQL, and flat files.
- Execution engine: multi-threaded orchestration with ExecutorService, retry logic, error handling, and execution logging.
- Extensible architecture: plugin-friendly transformation steps and configurable pipeline definitions.
- Observability: real-time execution status, logs, and failure diagnostics directly in the UI.
Tech: Java 23, Swing, JDBC, ExecutorService, JSON/YAML, Maven, Oracle, SQL Server, PostgreSQL, MySQL.
Repository is private and proprietary; only the technical approach and public architecture patterns are shared here.
| Fork | Upstream | Branch | Status |
|---|---|---|---|
| phpmixbill | ibnux/phpmixbill | GuilhermeP96-patch-1, GuilhermeP96-patch-2 |
-- |
| ADModule | samratashok/ADModule | feature/ad-query-tool-v2 |
PR Open |
| ollama | ollama/ollama | api, bmizerany/client-registry, bmizerany/embedspeedup |
PR Open |
| Aios | harshitgavita-07/Aios | feat/sdk-streaming-hardware-aware |
PR Merged |
| PR | Repository | Status | Date |
|---|---|---|---|
| feat: Ollama SDK integration, streaming UI, hardware-aware model selection | harshitgavita-07/Aios |  |
2026-03-27 |
| feat: autotune - automatic hardware-based performance optimization | ollama/ollama |  |
2026-03-26 |
| feat: Add comprehensive AD user query tool v2.0 | samratashok/ADModule | |
2026-01-06 |
| Added Brazilian Portuguese language. | GuilhermeP96/phpmixbill | |
2017-04-03 |
| Brazilian Portuguese language added | GuilhermeP96/phpmixbill | |
2017-04-03 |
18 public repos | 48 private repos | 9 followers | 5 PRs | 3 merged
Last updated: 2026-08-16 16:17 UTC