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terrizoaguimor/README.md

Mario Gutierrez - systems, memory, proof

Mario Gutierrez

Founder of Celiums. I build systems that remember, prove, and know when to stop.

Rust, AI infrastructure, and verifiable systems from Medellin, Colombia.

Website / Celiums / Research / LinkedIn

Selected systems

System What it does
Hyphae Local-first data engine with SQL, native structures, search, recovery, and proofs under one Rust-owned authority.
Celiums Memory Cognitive engine for persistent agent memory, first-person journals, ethics, and biological time.
PliegoRS Rust-native framework for verifiable, replayable, and durable web interfaces.
PliegoCSS Rust-native CSS compiler, verifier, migration toolkit, and evidence pipeline.
TinyMARS Open research on proprioceptive control channels for language models.
SchemaProof Proves database migration compatibility before deployment.

Research

Proprioceptive channels as a perpendicular control axis

Under direct conflict, a deterministic control channel governed 264 of 265 frozen-base cases and replicated from scratch in 88.8% of 455 counterfactual pairs. The result is deliberately bounded to small models and one replication.

Research record / DOI / Code

Hash-chained verbatim citation for verifiable provenance

A citation and journal layer detected and localized all store-only tampering in its bounded benchmark. It does not replace an external anchor against an adversary aware of the chain.

Research record / DOI

Method

Build the system. Measure the result. State the limit.

I publish the architecture, evidence, negative results, and exact boundary of what each result demonstrates.

Pinned Loading

  1. celiums-memory celiums-memory Public

    Open-source cognitive engine for AI agents — persistent memory, a first-person journal, a four-layer ethics engine, and a per-user biological clock, over MCP. Apache-2.0.

    Rust 22 1

  2. tinymars tinymars Public

    Is proprioception an architectural category for language models, or an adapter technique? An open research log: channel causality proven from scratch (H200, iter 1-4), then frozen-base cross-attent…

    Python 1

  3. schema-proof schema-proof Public

    Prove database migration compatibility before deployment.

    JavaScript

  4. celiumsai/pliegors celiumsai/pliegors Public

    Rust-native framework for verifiable, replayable, durable web interfaces.

    Rust 1

  5. celiumsai/hyphae celiumsai/hyphae Public

    Local-first Rust data engine: SQL, native structures, lexical/vector search, WAL, MVCC, recovery, and verifiable proofs in one binary.

    Rust

  6. celiumsai/pliegocss celiumsai/pliegocss Public

    Rust-native CSS compiler, verifier, migration toolkit, and evidence pipeline for deterministic static CSS.

    Rust