A transparent record of what we are testing, measuring, and learning as EMMI is built from the ground up.
September 2026/PERCEPTION
NOTE 03
Continuous Vision: Temporal Boundary Formulation
Explored trade-offs between continuous frame transmission and localized spatial change detection. Established preliminary event extraction thresholds for ambient video cameras.
TECHNICAL TAKEAWAYS
Benchmarked 30 FPS video downsampling on edge silicon.
Formulated salience scoring algorithm to filter camera shake vs. genuine user motion.
Integrated prototype with VYRO spectator test harness.
September 2026/MEMORY
NOTE 02
Associative Memory Graph Design
Evaluated vector similarity search vs. structured graph topologies for conversational context persistence across discontinuous sessions.
TECHNICAL TAKEAWAYS
Addressed amnesia problems in traditional token-bounded conversational LLMs.
Designed exponential time-decay weighting for peripheral conversational chatter.
Simulated graph retrieval latencies under 40ms.
September 2026/ARCHITECTURE
NOTE 01
EMMI System Topography Established
Formally articulated the distinction between single prompt answer engines and situated multimodal intelligence. Clarified core subsystems: Model, Perception, Context, Memory, Action, and Interaction.
TECHNICAL TAKEAWAYS
Published conceptual architecture manifest.
Decoupled sensory ingestion pipelines from token generation loops.
Defined protocol specifications for MOVEN and VYRO client nodes.