Research in computational cognition, security, and distributed systems.
Research overview
SENTIA Lab is an independent computer science research initiative developing experimental systems across computational cognition, artificial life, security engineering, and distributed infrastructure.
Research areas: Computational cognition · Artificial life · Security research · Distributed systems · Systems engineering
SENTIA Lab studies and builds computational systems, with research spanning cognitive architectures, artificial life, security engineering, and distributed computing. Our projects address different technical problems; the laboratory is not defined by a single agent framework, chatbot, or language-model interface.
Our work includes AELIA, a study of persistent digital entities and cognitive life; RiFT, a cross-domain security agent and MCP tooling platform developed by RiFT Research, a subordinate group within SENTIA; and Lattice, a distributed resource network with locally governed compute nodes. Our work emphasizes substantive research questions and rigorous systems engineering.
Research clarification. Work on simulated consciousness, emotion-like state, and digital identity belongs to AELIA's research program. It does not imply subjective awareness. RiFT and Lattice are separate security and distributed-systems efforts, not subsystems of an AI assistant.
Four overlapping areas, each with its own research questions and engineering methods.
Architectures for continuing digital entities: autobiographical memory, evolving self/world/belief models, affect-like dynamics, internal motivation, social cognition, and development through experience.
Research spanning web and API assessment, source-code auditing, reverse engineering, binary analysis, fuzzing, original vulnerability discovery, and L2/L3 network security.
Cross-platform compute nodes, encrypted overlay connectivity, local ownership and consent, signed workload leases, resource allocation, and scheduling across heterogeneous machines.
Typed interfaces, explicit trust boundaries, auditable execution, state continuity, failure recovery, and evaluation that separates intended behavior from demonstrated results.
Research projects and affiliated groups of the laboratory.
Autonomous Embodied Life & Intelligence Architecture. A research architecture for an evolving digital entity: continuous identity and autobiographical memory, belief/world/self models, simulated affect and drives, social relationships, theory-of-mind hypotheses, and internally motivated behavior. Its aim is computational cognition and artificial life, not a general-purpose tool-using assistant.
RiFT Research is a subordinate security research group within SENTIA Lab. Its principal project, RiFT, aims to become a modular security agent and MCP ecosystem across offensive security research: black-box and white-box web testing, source auditing, reverse engineering, binary and firmware analysis, fuzzing, vulnerability and zero-day research, and network penetration testing at L2/L3. The research spans multiple security disciplines without being limited to any one type of target.
A cross-platform distributed resource network for user-approved computing workloads. Lattice combines enrolled nodes, overlay networking, device identity, local resource policy, signed job leases, verified runtime artifacts, and coordinated scheduling. Peer-to-peer connectivity is one part of a broader compute infrastructure.
SENTIA is a small, independent initiative. The work is research-oriented, experimental, and open to technical discussion and collaboration through its public project repositories.
SENTIA Lab on GitHub ↗
RiFT Research website ↗
RiFT Research on GitHub ↗