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minibota/README.md

Pavel S. Muñoz

Principal Engineer & Platform Architect
Cloud Platforms · Data Systems · Rules Engines · Security & Compliance · Engineering Leadership

I’m a Principal-level software engineer and technology leader with 20+ years of experience designing, building, and evolving production systems.

My work sits at the intersection of software architecture, cloud infrastructure, data platforms, distributed systems, and compliance-ready engineering. I’m particularly interested in systems that have to evolve over years, operate reliably under real-world constraints, and remain understandable as teams, requirements, and data models change.

I currently lead technology at the Committee on Sustainability Assessment (COSA) and build products through Minibota Labs LLC.

I work comfortably across the stack: architectural when required, close to the code when needed, and focused on helping engineering teams make better technical decisions with less friction.


What I Work On

  • Cloud-native platform architecture
  • Backend and distributed systems
  • Data-intensive applications and pipelines
  • Rules engines and domain-specific languages (DSLs)
  • Multi-tenant SaaS architecture
  • Security, privacy, auditability, and compliance-ready systems
  • APIs and systems integration
  • Production reliability and observability
  • Technical strategy and long-term platform evolution
  • Engineering leadership, architecture reviews, and technical mentoring

Current Platforms & Product Engineering

RuleGenius / RuleScript

Rules engines · Data validation · DSL design · Data governance

I’m building RuleGenius, a platform for defining, managing, and executing complex data validation and transformation rules independently from application code.

As part of the platform, I’m designing RuleScript, a declarative domain-specific language (DSL) for portable data validation and transformation rules.

Areas I’m exploring include:

  • DSL and language design
  • Rule evaluation and execution
  • Rule versioning and auditability
  • Validation and transformation pipelines
  • Separation of domain logic from application code
  • Portable execution across APIs, CLI tools, pipelines, and self-hosted environments

RuleScript is currently a work in progress.

https://www.rulegenius.com
https://www.rulegenius.com/rulescript/


Ruralia

AI-assisted workflows · Agriculture · Conversational systems · Data platforms

I’m also building Ruralia, a conversational digital field notebook designed to make farm record-keeping easier through natural interaction rather than traditional data-entry workflows.

The platform combines conversational AI with structured, deterministic application logic for recording and managing farm activities, expenses, sales, observations, labor, and other operational data.

Engineering areas include:

  • AI-assisted conversational workflows
  • Structured data extraction and validation
  • Deterministic application logic around AI components
  • Backend services and APIs
  • PostgreSQL data architecture
  • Cloud-native deployment on Google Cloud
  • Multi-language conversational interfaces
  • Reporting and operational workflows

https://ruralia.io


Sustainability Information System (SIS)

At COSA, I lead the technical architecture and long-term evolution of a multi-tenant data and analytics platform supporting international sustainability programs and complex stakeholder ecosystems.

The platform has evolved over many years and handles data collection, validation, assessment, analytics, reporting, traceability, and governance requirements across different organizations and programs.

My work spans:

  • Platform and cloud architecture
  • Multi-tenant access control and data isolation
  • Data ingestion, processing, and validation pipelines
  • Rule-driven assessments and calculation engines
  • PostgreSQL and analytical data architectures
  • APIs and external system integration
  • Auditability, provenance, and traceability
  • Security and privacy controls
  • Compliance-oriented engineering practices
  • Production reliability and infrastructure
  • Architecture modernization of long-lived systems

Beyond implementation, I provide technical direction, architecture reviews, engineering guidance and mentoring, infrastructure and technology planning, and technical resourcing, making trade-offs across reliability, security, cost, delivery speed, and long-term maintainability.


Other Product Work

CronCommander — Scheduling, automation, orchestration, and observability for scheduled workloads.
https://www.croncommander.com

Form-Talk — R&D around conversational data collection, progressive validation, and event-driven workflows.
https://www.form-talk.com


Earlier Systems Engineering

Before my current platform work, I spent years building and operating systems across telecom, financial services, government, healthcare, retail, and industrial environments.

That work included:

  • Large-scale VoIP and call-termination systems
  • Real-time routing, authorization, rating, and billing
  • Prepaid calling and e-wallet platforms
  • SMS and IVR systems
  • Financial calculation engines
  • National customs systems
  • Laboratory information systems for public health
  • Retail data collection and inventory systems
  • Linux infrastructure and production operations

Working across these environments shaped how I think about failure modes, operational simplicity, data integrity, system boundaries, and long-term maintainability.


Technology

Languages
Python · Go · Java · C/C++ · SQL

Data
PostgreSQL · MySQL · Oracle · BigQuery · Data pipelines · Data validation

Cloud & Infrastructure
Google Cloud Platform · Cloud Run · Compute Engine · Cloud SQL · Cloud Storage · Docker · Linux · Cloudflare

Architecture
Distributed systems · REST APIs · Multi-tenant systems · Rules engines · DSL design · Data architecture · Systems integration

Engineering & Operations
Git · CI/CD · Observability · Production debugging · Security-conscious architecture · Automation

I’ve also worked extensively with legacy and long-lived production systems. I’m comfortable modernizing systems incrementally rather than assuming that rewriting everything is the right answer.


Engineering Principles

I tend to favor:

  • Clarity over cleverness
  • Simple abstractions with clear responsibilities
  • Explicit trade-offs instead of accidental complexity
  • Security and operability as architecture concerns
  • Incremental modernization over unnecessary rewrites
  • AI where it adds value, deterministic systems where correctness matters
  • Systems that the next engineer can understand

📍 Madrid, Spain
🏢 Founder, Minibota Labs LLC
🌐 https://www.minibota.com

Pinned Loading

  1. rulegenius-labs/rulespec rulegenius-labs/rulespec Public

    Open specification for RuleSpec — a human-readable DSL for data validation and governance. Includes grammar, documentation, examples, parsers, and reference tests.

    1

  2. croncommander/cc-agent croncommander/cc-agent Public

    CronCommander Agent – lightweight daemon for cron observability

    Go 1

  3. croncommander/cc-spec croncommander/cc-spec Public

    Public specifications and interface contracts for the CronCommander project.

  4. xlsform-export-humanizer xlsform-export-humanizer Public

    Convert XLSForm-based survey exports into human-readable spreadsheets with descriptive labels instead of internal question IDs.

    Python 1