Conversational Memory
Robert M. Dillon
12 Sessions
2 Monthly Blocks
Active Since April 4, 2026
Session Timeline
Apr 4, 2026
Neutral
Move-in Assessment
Attention
94%
Apr 5, 2026
Positive
First Reed Conversation
Attention
87%
Apr 6, 2026
Neutral
Fall Prevention Protocol
Attention
78%
Apr 7, 2026
Neutral
Medication Review
Attention
65%
Apr 8, 2026
Positive
Caregiver Onboarding
Attention
32%
Apr 9, 2026
Positive
Daily Check-in
Attention
18%
Apr 10, 2026
Concern
Knee Pain Discussion
Attention
91%
Apr 11, 2026
Positive
Morning Digest Generated
Attention
NOW
Attention Weight Matrix -- Today's Query
For today's digest, how much weight did each prior session receive? Green = high attention (surfaced), gray = low attention (compressed).
S1
S2
S3
S4
S5
S6
S7
S8
Care Wishes
0.94
0.87
0.12
0.08
0.15
0.05
0.22
0.41
Fall Risk
0.82
0.15
0.78
0.10
0.08
0.04
0.12
0.19
Medications
0.11
0.09
0.14
0.65
0.07
0.03
0.91
0.22
Wellbeing
0.18
0.45
0.09
0.06
0.32
0.18
0.14
0.38
High attention (>0.5)
Medium (0.3-0.5)
Low (<0.3)
Block Summaries
April 2026 Block
8 sessions compressed
Care Wishes
Fall Prevention
Medication Management
Caregiver Adjustment
Key themes: care wishes expressed clearly on Day 1 and reinforced in Day 2. Fall prevention protocol established Day 3. Medication stable throughout. New symptom (knee pain) emerged Day 7. Caregiver transition smooth. Trajectory: stable, adapting well to home environment.
Why Attention Residuals Matter
Standard AI
Retrieves the 5 most recent conversations
- S4Medication Reviewrecent
- S5Caregiver Onboardingrecent
- S6Daily Check-inrecent
- S7Knee Painrecent
- S8Morning Digestrecent
Attention Residuals
Retrieves the 5 most relevant conversations
- S1Move-in Assessmentcare wishes
- S3Fall Preventionsafety
- S2First Reed Convovalues
- S7Knee Painactive issue
- S8Morning Digestcurrent
The difference: Standard retrieval misses that Robert said "I don't want to end up on machines" on Day 1. With attention residuals, that care wish is ALWAYS accessible -- it carries a 94% weight regardless of how many routine check-ins happen after it. The things that matter most never fade.