VERIFIED TECHNICAL DOSSIERSources checked

Lucas Soares

Cognitive AI Systems Researcher

2 Verified ArtifactsSource Checked & Attributed

Back to Profile & Contact Inquire with Lucas

Verified Proof of Work Artifacts

2 items cataloged

Each artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Lucas Soares. Every entry undergoes editorial source verification.

IMPLEMENTATION Checked Sep 22, 2026

Agentic Memory Systems and Cognitive Graph Blueprints

Created open-source Python implementations of dynamic knowledge graph generation and stateful memory reflection for autonomous research agents.

Model & Execution Context:Python, NetworkX, Neo4j, LlamaIndex, OpenAI API.

Scope & Limitations

Graph schema extraction from unstructured text can generate redundant edge relations without entity reconciliation.

View Enriched Study & Permalinks Primary Source

EXPLANATION Checked Sep 22, 2026

Cognitive Architectures for Autonomous AI Agents: Memory, Planning, and Action

Analyzed cognitive science frameworks (ACT-R, Soar) mapped to modern LLM agents, detailing episodic and semantic memory indexing for long-horizon task execution.

Model & Execution Context:Episodic memory, vector graph retrieval, tree-of-thought search, Claude 3.5 Sonnet.

Scope & Limitations

Memory retrieval latency increases exponentially without hierarchical vector pruning.

View Enriched Study & Permalinks Primary Source