Founder, RUMBO IA · AI Systems & Agent Reliability · Applied AI · Automation
I build operational AI systems and public engineering evidence around authority, execution, readback, recovery and verification.
Company · RUMBO IA on GitHub · YouTube · X / @RumboAGI
INTENT → AUTHORITY → PREFLIGHT → EXECUTION → READBACK → FALSIFICATION → CLOSURE
Capability ≠ Authorization ≠ Execution ≠ Verified Outcome
- AI agents with explicit authority, execution, readback and verification boundaries.
- Operational AI systems for real business workflows.
- Automation interfaces for customer service, lead handling, internal knowledge and process execution.
- Dashboards and control planes for observable, auditable AI operations.
- Developer tooling and reliability infrastructure for long-running, consequential agent workflows.
github.com/fscfede-beep/verifiable-agent-control-plane
A public Python reference implementation for fail-closed agent execution with exact-state binding, deterministic revalidation, effect readback, replay prevention and hash-bound receipts.
Public product, brand, agent-reliability and evidence artifacts for RUMBO IA.
github.com/RUMBO-IA/rumbo-guardian
Privacy-first security intelligence and defensive assurance with explainable evidence.
github.com/RUMBO-IA/rumbo-control-queue
Governance and control infrastructure for repository state, evidence, execution boundaries and merge gates.
- agent harnesses and long-running execution;
- sandboxing, isolation and resource bounds;
- MCP, plugins, connectors and tool routing;
- async lifecycle and cancellation safety;
- permission and policy boundaries;
- deterministic evals and regression testing;
- canonical-state recovery and effect verification;
- production-oriented AI automation;
- public technical communication and open engineering artifacts.
Operational AI Systems
- Revenue Recovery
- Agent Reliability
- Guardian
Company identity and founder identity remain separate. Legacy social handles are addresses, not alternate company names.
Public issues, contributions and reviews do not imply employment, affiliation, endorsement or maintainer status by OpenAI or any other upstream project unless explicitly stated by that project.
Evidence over hype.


