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Carlos D. Escobar-Valbuena

Lead AI — Databricks expert, big data for AI, and scalable production systems. Senior ML/Mechatronics Engineer

Building systems that span software, body, and craft. From agent runtimes to breath-hold training, the discipline is the same: define primitives, map failure modes, build recovery paths, iterate toward antifragility.

Repos HuggingFace Website X LinkedIn


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Agent OS Stack — Life

Life is an open-source Rust runtime for autonomous agents. 10 subsystems, 62 crates, 1,077 tests. A contract-first Agent OS that treats agents as living systems:

Layer Project Role
Runtime Arcan Agent runtime — event loop, LLM providers, TUI
Persistence Lago Event-sourced journal, blob store, knowledge graph
Evaluation Nous Metacognitive quality scoring, LLM-as-judge, EGRI
Stability Autonomic Homeostasis controller — operational, cognitive, economic
Finance Haima x402 machine-to-machine payments, wallets, billing
Identity Anima Ed25519/secp256k1 keypairs, DID, belief evolution
Contract aiOS Kernel contract — types, ports, event taxonomy
Tooling Praxis Sandboxed tool execution, MCP bridge
Networking Spaces Distributed agent messaging on SpacetimeDB
Observability Vigil OpenTelemetry tracing, GenAI semantic conventions
Orchestration Symphony Dispatch and lifecycle for coding agents
Improvement Autoany Evaluator-Governed Recursive Improvement (EGRI)
Governance Control Kernel Safety shields, setpoints, multi-rate control loops

Core law: Agent freedom ≤ evaluator reliability.


Web & Applications

  • broomva.tech — Personal site, AI-native chat, and writing
  • chatOS — AI chat app (Next.js 16, AI SDK v6, Better Auth, Drizzle)
  • Symphony Forge — CLI scaffolder with composable control metalayer
  • Mission Control — Tauri desktop app for multi-project agent orchestration
  • Arcan Glass — Dark-first glass design language for web

Building Philosophy

1. Define the primitive layer — find irreducible components
2. Map failure modes — know where it breaks
3. Build recovery paths — design for when it breaks
4. Iterate toward antifragility — get stronger from stress
5. Make it repeatable — future-self and others can run it
6. Optimize for compounding — will this matter in 10 years?

Writing

  • "Autonomous Repos Are Control Systems" — The repository is the control surface for autonomous development
  • "Harness Over Prompting" — Prompt quality matters, but harness quality keeps agent outputs reliable at scale
  • "Autonomy Is Governance" — The autonomy you can grant an agent is proportional to governance quality

Read more at broomva.tech · book.broomva.tech


Background

Mechatronics engineering → industrial automation (PLCs, oil & gas) → data engineering → Databricks & big data for AI → ML engineering → scalable production systems & agent-native infrastructure. Colombian. Freediver. Systems thinker.

Currently AI Lead at Stimulus

14 models and 7 datasets on HuggingFace, including Spanish-to-indigenous-language translation (Wayuunaiki, Nasa Yuwe).


Stack

Rust · TypeScript · Python · Databricks · Spark · Next.js · Tauri · Tailwind · Bun · Biome · Drizzle · OpenTelemetry


broomva.tech · @broomva_tech · LinkedIn · HuggingFace

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