---
slug: "LocalizedLearning"
name: "LocalizedLearning"
type: "Memory"
layer: "Mind"
ref: "LocalizedLearning#a6db"
sema_id: "sema:LocalizedLearning#mh:SHA-256:a6dbe910a57206b1a10d3b60733dfe3b98fa85696e701674abe860ee0b730950"
tags: ["Mind","Memory"]
updated: 2026-11-11
mindscape: "bootstrap"
index_url: https://mindscape.world/scapes/bootstrap.json
url: https://mindscape.world/bootstrap/LocalizedLearning/
related: ["FeedbackSignal","Act","SolverManifest","FractalIntelligence","SolverNode","SolverTree","UniversalSolverTree"]
---

# LocalizedLearning

Partitioned feedback router for solver learning

Layer: Mind · Category: Memory

## Mechanism

A learning process that performs the [Act](https://mindscape.world/scapes/bootstrap/Act.md) of routing a [FeedbackSignal](https://mindscape.world/scapes/bootstrap/FeedbackSignal.md) to the [SolverManifest](https://mindscape.world/scapes/bootstrap/SolverManifest.md) identity that produced the result, and to no other. Attribution happens at the runtime node that failed; the update is keyed to the manifest that node instantiates, so the learning outlives the container. Partitioning updates this way prevents the catastrophic interference common in monolithic models.

## Invariants

- Isolation: an update attributed to one solver cannot alter another solver's memory.
- Attribution: every feedback signal identifies the solver that produced the result.

## Failure modes

- Echo Chamber: A specialist solver over-optimizes for its narrow metric, ignoring global context.
- Feedback Sparsity: Rare modules receive insufficient feedback to learn.
- Misrouting: Feedback is attributed to the wrong solver.
- Signal Decay: Feedback arrives too late to be useful.

## Signature

- `Act(FeedbackSignal)`

## Builds on

- [FeedbackSignal](https://mindscape.world/scapes/bootstrap/FeedbackSignal.md) (Infrastructure; Accepts)
- [Act](https://mindscape.world/scapes/bootstrap/Act.md) (Infrastructure; References)
- [SolverManifest](https://mindscape.world/scapes/bootstrap/SolverManifest.md) (Infrastructure; References)

## Used by

- [FractalIntelligence](https://mindscape.world/scapes/bootstrap/FractalIntelligence.md) (Mind; Composes with)
- [SolverNode](https://mindscape.world/scapes/bootstrap/SolverNode.md) (Society; References)
- [SolverTree](https://mindscape.world/scapes/bootstrap/SolverTree.md) (Society; References)
- [UniversalSolverTree](https://mindscape.world/scapes/bootstrap/UniversalSolverTree.md) (Society; References)

## Identity

- Sema ID: `sema:LocalizedLearning#mh:SHA-256:a6dbe910a57206b1a10d3b60733dfe3b98fa85696e701674abe860ee0b730950`
- Ref: `LocalizedLearning#a6db`
- Supersedes:
  - `sema:LocalizedLearning#mh:SHA-256:69bb2e9eea4ed50d3aa6213e7fc068cb247ec3d1737b707a9679bfba81c72f9b`
  - `sema:LocalizedLearning#mh:SHA-256:14502d62b7a331dbcb80bfdf6ab07f911cfb94b80788933e83119d787ec4fe37`
  - `sema:LocalizedLearning#mh:SHA-256:1eec33d8fc081000b2c5927b7cfc2d4e6a8835fc9e0d46e051bb7ee34541cbdf`
  - `sema:LocalizedLearning#mh:SHA-256:d85eb389650b50414a74e396d61b86ed0966e9777b85ff05d3c8f3b69208aa17`
  - `sema:LocalizedLearning#mh:SHA-256:868bb747edec043a9ff7b7716e716d4269b635af0945c73dc970c53aa7595b6b`

## Links

- [Pattern page](https://mindscape.world/bootstrap/LocalizedLearning/)
- [View in the interactive graph](https://mindscape.world/bootstrap/#LocalizedLearning)
- [JSON](https://mindscape.world/scapes/bootstrap/LocalizedLearning.json)
- [Index of all patterns](https://mindscape.world/scapes/bootstrap.json)