Memory Consolidation and Pruning Schedule

Keep agent memory healthy over months: scheduled consolidation, decay, promotion between layers, and safe pruning.

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Chain

Inputs

Step 1

flow-memory-consolidation-pruning-schedule-1-split-memory-into-layers

Step 2

flow-memory-consolidation-pruning-schedule-2-implement-the-consolidation-run

Step 3

flow-memory-consolidation-pruning-schedule-3-add-decay-scoring-and-safe-pruning

Step 4

flow-memory-consolidation-pruning-schedule-4-track-health-over-simulated-months

Final output

No inputs required — hit Run to stream each step in order.

Each step streams from its model and feeds the next. BYOK — you pay your provider directly. Add a key in Settings if a step needs one.

Step 1 · Different lifetimes deserve different homes.

flow-memory-consolidation-pruning-schedule-1-split-memory-into-layers

Claude Sonnet 4.6→ {{step_1}}

Awaiting upstream steps…

Step 2 · Promotion with merging is where memory earns its keep.

flow-memory-consolidation-pruning-schedule-2-implement-the-consolidation-run

Claude Sonnet 4.6→ {{step_2}}

Awaiting upstream steps…

Step 3 · Forgetting is a feature when it has a paper trail.

flow-memory-consolidation-pruning-schedule-3-add-decay-scoring-and-safe-pruning

Claude Sonnet 4.6→ {{step_3}}

Awaiting upstream steps…

Step 4 · Prove the lifecycle keeps the store good, not just small.

flow-memory-consolidation-pruning-schedule-4-track-health-over-simulated-months

Claude Sonnet 4.6→ {{step_4}}

Awaiting upstream steps…

Keep agent memory healthy over months: scheduled consolidation, decay, promotion between layers, and safe pruning.

1
Different lifetimes deserve different homes.
Runs flow-memory-consolidation-pruning-schedule-1-split-memory-into-layers on Claude Sonnet 4.6
2
Promotion with merging is where memory earns its keep.
Runs flow-memory-consolidation-pruning-schedule-2-implement-the-consolidation-run on Claude Sonnet 4.6
3
Forgetting is a feature when it has a paper trail.
Runs flow-memory-consolidation-pruning-schedule-3-add-decay-scoring-and-safe-pruning on Claude Sonnet 4.6
4
Prove the lifecycle keeps the store good, not just small.
Runs flow-memory-consolidation-pruning-schedule-4-track-health-over-simulated-months on Claude Sonnet 4.6

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Claude Sonnet 4.6