Agentic memory profile

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2026-05-15 16:01:35 +02:00
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artifacts:
- id: source/memory-pilot-brief.md
path: artifacts/sources/memory-pilot-brief.md
kind: source
title: Agentic Memory Profile Pilot Brief
provenance:
workplan: IB-WP-0017
selected_corpus: infospaces/wealth-vsm-legacy-slice
created_at: "2026-05-15T00:00:00Z"
relationships: []
- id: generated/memory-profile.yaml
path: output/memory/memory-profile.yaml
kind: generated
title: Agentic Memory Pilot Profile
provenance:
workflow_id: memory-profile-pilot
stage_id: validate-memory-fixtures
contract: markitect.memory.profile.v1
relationships:
- type: generated_from
target: source/memory-pilot-brief.md
- id: generated/memory-graph.yaml
path: output/memory/memory-graph.yaml
kind: generated
title: Agentic Memory Pilot Graph
provenance:
workflow_id: memory-profile-pilot
stage_id: validate-memory-fixtures
contract: markitect.memory.graph.v1
relationships:
- type: generated_from
target: source/memory-pilot-brief.md
- type: governed_by
target: generated/memory-profile.yaml
- id: generated/restart-context-selection.yaml
path: output/memory/restart-context-selection.yaml
kind: generated
title: Restart Context Selection
provenance:
workflow_id: memory-profile-pilot
stage_id: evaluate-restart-package
contract: markitect.memory.selection.v1
relationships:
- type: selects_from
target: generated/memory-graph.yaml
- type: governed_by
target: generated/memory-profile.yaml
- id: generated/restart-context-package.expected.yaml
path: output/memory/restart-context-package.expected.yaml
kind: generated
title: Expected Restart Context Package
provenance:
workflow_id: memory-profile-pilot
stage_id: evaluate-restart-package
expectation: compiled-by-markitect-memory-graph-pack
relationships:
- type: generated_from
target: generated/restart-context-selection.yaml
- id: generated/context-package-evaluation.yaml
path: output/memory/context-package-evaluation.yaml
kind: generated
title: Context Package Usefulness Evaluation
provenance:
workflow_id: memory-profile-pilot
stage_id: evaluate-restart-package
relationships:
- type: evaluates
target: generated/restart-context-package.expected.yaml
- id: generated/generation-plan-decision-trace.yaml
path: output/memory/traces/generation-plan-decision.yaml
kind: generated
title: Generation Plan Decision Trace
provenance:
workflow_id: memory-profile-pilot
stage_id: applied-workflow-traces
relationships:
- type: generated_from
target: source/memory-pilot-brief.md
- id: generated/entity-review-restart-trace.yaml
path: output/memory/traces/entity-review-restart.yaml
kind: generated
title: Entity Review Restart Trace
provenance:
workflow_id: memory-profile-pilot
stage_id: applied-workflow-traces
relationships:
- type: generated_from
target: source/memory-pilot-brief.md

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# Agentic Memory Profile Pilot Brief
## Pilot Corpus
The pilot uses `infospaces/wealth-vsm-legacy-slice` as the concrete corpus. It
is small enough to inspect by hand, already contains a source, entities,
relations, evaluations, metrics, history, and an engine sync plan, and it
exercises the same restart and review questions that a memory package should
help with.
The fixture also references the generic source generator because that workflow
is the likely producer of future memory events. The pilot does not create a
durable memory store; it records file-backed evidence and Markitect-compatible
contracts only.
## Memory Questions
| Question | Fixture Coverage | Acceptance Signal |
| --- | --- | --- |
| Which reasoning decisions should become durable memory? | `decision.file-backed-pilot` and `constraint.no-durable-runtime` | A restart package can recover the boundary without reading every workplan. |
| Which workflow events are useful later? | `turn.review-handoff`, `tool_call.generator-status`, and `observation.restart-risk` | Trace events explain why the package contains both decisions and artifact neighborhoods. |
| Which knowledge graph neighborhoods improve review? | `entity.division-of-labour`, `entity.market-extent`, and `artifact.wealth-source` | The package ties the decision path to the concrete Wealth/VSM artifacts. |
| Which context package shape helps agents? | `restart-context-selection.yaml` | The package stays within eight items and 1200 tokens. |
| Which profile parameters are misplaced or missing? | `context-package-evaluation.yaml` | Feedback separates Markitect contracts, engine runtime needs, and infospace evaluation knobs. |
## Acceptance Targets
- Memory profile and graph fixtures validate with `markitect-tool`.
- Context package compilation is deterministic aside from runtime timestamps.
- Every selected package item has a source span or a Markitect synthetic memory
span.
- No provider credentials, secrets, or durable user memory are stored.
- Runtime persistence remains delegated to `kontextual-engine`.

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slug: agentic-memory-profile-pilot
name: Agentic Memory Profile Pilot
topic:
name: Agentic Memory Profile Pilot
domain: Agentic Memory Evaluation
sources: artifacts/sources
disciplines:
- name: Markitect Memory Graph Contract
path: output/memory/memory-profile.yaml
schemas: {}
workflows:
- id: memory-profile-pilot
description: File-backed pilot for Markitect-compatible agentic memory profile fixtures.
inputs:
source:
kind: source
stages:
- id: select-pilot-corpus
kind: manual
input: source
template: reports/memory-profile-pilot.md
- id: validate-memory-fixtures
kind: manual
input: source
template: output/memory/memory-graph.yaml
- id: evaluate-restart-package
kind: manual
input: source
template: output/memory/context-package-evaluation.yaml
viability:
provenance_coverage_ratio:
min: 1.0
restart_quality_score:
min: 4.0
selected_node_count:
min: 6
context_package_budget_max_tokens:
max: 1200

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schema_version: infospace-bench.memory-context-evaluation.v1
evaluated_at: "2026-05-15T00:20:00Z"
workplan: IB-WP-0017
profile_id: infospace-agentic-memory-pilot
graph_id: infospace-agentic-memory-graph
selection: restart-context-selection.yaml
questions:
- id: restart-quality
prompt: Can a later agent resume Wealth/VSM review with the selected package?
score: 4.2
max_score: 5.0
result: pass
- id: provenance-review
prompt: Can a reviewer see why each memory item exists?
score: 5.0
max_score: 5.0
result: pass
- id: budget-realism
prompt: Does the selection fit a compact restart budget?
score: 4.0
max_score: 5.0
result: pass
- id: noise-control
prompt: Does the package omit low-value trace detail?
score: 3.8
max_score: 5.0
result: watch
metrics:
restart_quality_score: 4.2
provenance_coverage_ratio: 1.0
selected_node_count: 7
expected_item_count: 8
context_package_budget_max_tokens: 1200
live_llm_required: false
findings:
- id: finding.restart-risk
summary: Decision-only memory is not enough; restart packages need the active source/entity neighborhood.
- id: finding.neighborhood-improves-review
summary: The Division of Labour source and entity references make the boundary decision actionable for review.
- id: finding.profile-gap
summary: Profile retention intent is useful, but acceptance thresholds remain application-level metrics in infospace-bench.
recommended_contract_changes:
markitect-tool:
- Add an option for timestamp-stable context package fixture output to simplify cross-repo golden files.
- Document when selected events should become package items versus metadata.
kontextual-engine:
- Import Markitect graph/profile envelopes and persist runtime audit events separately from contract events.
- Keep durable write plans review-gated and export Markitect-compatible package input envelopes.
infospace-bench:
- Keep memory quality metrics and pilot corpora here.
- Do not store user memory, credentials, or runtime graph state in an infospace.

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schema_version: markitect.memory.graph.v1
id: infospace-agentic-memory-graph
title: Infospace Agentic Memory Pilot Graph
intent: Preserve the reviewed memory decisions, workflow events, and Wealth/VSM artifact neighborhood used to evaluate restart context packages.
namespace:
project: infospace-bench
task: IB-WP-0017
nodes:
- id: question.memory-decisions
kind: question
text: Which infospace generation and review decisions are useful enough to reactivate for later agent work?
source_spans:
- path: workplans/IB-WP-0017-agentic-memory-profile-pilot.md
unit_kind: section
selector: tasks[id=IB-WP-0017-T01]
engine: selector
metadata:
title: Memory question
summary: The pilot starts from concrete restart questions, not a runtime feature request.
- id: decision.file-backed-pilot
kind: decision
text: Keep the pilot file-backed in infospace-bench and use Markitect contracts for validation and package compilation.
source_spans:
- path: docs/agentic-memory-profile-pilot.md
unit_kind: section
selector: heading[Decision]
engine: selector
metadata:
title: File-backed pilot boundary
summary: Infospace-bench owns evidence and evaluation while Markitect owns contract compilation.
- id: constraint.no-durable-runtime
kind: constraint
text: Do not implement graph or event persistence in infospace-bench; durable runtime state belongs behind kontextual-engine.
source_spans:
- path: workplans/IB-WP-0017-agentic-memory-profile-pilot.md
unit_kind: section
selector: heading[Non-Goals]
engine: selector
metadata:
title: No durable memory runtime
- id: evidence.workplan-non-goal
kind: evidence
text: Workplan 17 explicitly forbids graph/event persistence, schema redefinition, live LLM requirements, and secrets in the infospace.
source_spans:
- path: workplans/IB-WP-0017-agentic-memory-profile-pilot.md
unit_kind: section
selector: heading[Non-Goals]
engine: selector
metadata:
title: Workplan non-goal evidence
- id: plan.restart-context-package
kind: plan
text: Evaluate a restart package that activates the boundary decision, one workflow trace, and the Wealth/VSM artifact neighborhood under a tight budget.
source_spans:
- path: infospaces/agentic-memory-profile-pilot/output/memory/restart-context-selection.yaml
unit_kind: mapping
selector: node_ids
engine: yaml
metadata:
title: Restart package plan
summary: The package should improve restart quality without becoming noisy.
- id: turn.review-handoff
kind: turn
text: Reviewer asks whether a later agent can resume entity and relation review without rereading every generated report.
source_spans:
- path: infospaces/agentic-memory-profile-pilot/output/memory/traces/entity-review-restart.yaml
unit_kind: trace
selector: events[0]
engine: yaml
metadata:
title: Review handoff turn
- id: tool_call.generator-status
kind: tool_call
text: The workflow status check reports one source, two entities, one relation, one evaluation snapshot, and no stale source artifacts.
source_spans:
- path: infospaces/wealth-vsm-legacy-slice/output/metrics/metrics.yaml
unit_kind: mapping
selector: metrics
engine: yaml
metadata:
title: Generator status check
- id: observation.restart-risk
kind: observation
text: Restart context is incomplete if it contains only decisions and omits the source/entity neighborhood under review.
source_spans:
- path: infospaces/agentic-memory-profile-pilot/output/memory/context-package-evaluation.yaml
unit_kind: mapping
selector: findings[0]
engine: yaml
metadata:
title: Restart risk observation
- id: artifact.wealth-source
kind: artifact
text: The Wealth/VSM legacy slice source is Book I Chapter III, used as the bounded corpus for the memory profile pilot.
source_spans:
- path: infospaces/wealth-vsm-legacy-slice/artifacts/sources/book-1-chapter-03.md
unit_kind: document
selector: path
engine: filesystem
metadata:
title: Book I Chapter III source
artifact_id: source/book-1-chapter-03.md
- id: entity.division-of-labour
kind: entity
text: Division of Labour is the generated entity whose review quality depends on preserving the source relation to market extent.
source_spans:
- path: infospaces/wealth-vsm-legacy-slice/artifacts/entities/division-of-labour.md
unit_kind: document
selector: path
engine: filesystem
metadata:
title: Division of Labour
artifact_id: entity/division-of-labour.md
- id: entity.market-extent
kind: entity
text: Market Extent is the paired entity in the Wealth/VSM relation neighborhood.
source_spans:
- path: infospaces/wealth-vsm-legacy-slice/artifacts/entities/market-extent.md
unit_kind: document
selector: path
engine: filesystem
metadata:
title: Market Extent
artifact_id: entity/market-extent.md
- id: finding.neighborhood-improves-review
kind: finding
text: The useful restart package combines the boundary decision with the concrete source and entity neighborhood being reviewed.
source_spans:
- path: infospaces/agentic-memory-profile-pilot/output/memory/context-package-evaluation.yaml
unit_kind: mapping
selector: findings[1]
engine: yaml
metadata:
title: Neighborhood improves review
- id: profile.agentic-memory-pilot
kind: profile
text: The profile enables reasoning, conversation, knowledge, and package memory kinds with review-gated durable writes.
source_spans:
- path: infospaces/agentic-memory-profile-pilot/output/memory/memory-profile.yaml
unit_kind: mapping
selector: $
engine: yaml
metadata:
title: Agentic memory pilot profile
- id: context_package.restart-package
kind: context_package
text: The restart package selection is capped at eight items and must preserve selected nodes, implied edges, events, policy metadata, and provenance.
source_spans:
- path: infospaces/agentic-memory-profile-pilot/output/memory/restart-context-selection.yaml
unit_kind: mapping
selector: $
engine: yaml
metadata:
title: Restart context package
package_id: memory:package:agentic-memory-profile-restart
- id: policy.review-gate
kind: policy
text: Any future durable memory write must be planned, reviewed, and applied through an explicit runtime gate.
source_spans:
- path: docs/agentic-memory-profile-pilot.md
unit_kind: section
selector: heading[Engine Integration Plan]
engine: selector
metadata:
title: Durable write review gate
edges:
- id: edge.evidence-supports-boundary
kind: supports
source: evidence.workplan-non-goal
target: decision.file-backed-pilot
- id: edge.constraint-supports-boundary
kind: supports
source: constraint.no-durable-runtime
target: decision.file-backed-pilot
- id: edge.question-led-to-boundary
kind: led_to
source: question.memory-decisions
target: decision.file-backed-pilot
- id: edge.boundary-led-to-package-plan
kind: led_to
source: decision.file-backed-pilot
target: plan.restart-context-package
- id: edge.turn-led-to-observation
kind: led_to
source: turn.review-handoff
target: observation.restart-risk
- id: edge.tool-call-led-to-observation
kind: led_to
source: tool_call.generator-status
target: observation.restart-risk
- id: edge.observation-supports-finding
kind: supports
source: observation.restart-risk
target: finding.neighborhood-improves-review
- id: edge.division-derived-from-source
kind: derived_from
source: entity.division-of-labour
target: artifact.wealth-source
- id: edge.market-derived-from-source
kind: derived_from
source: entity.market-extent
target: artifact.wealth-source
- id: edge.finding-references-division
kind: references
source: finding.neighborhood-improves-review
target: entity.division-of-labour
- id: edge.finding-references-market
kind: references
source: finding.neighborhood-improves-review
target: entity.market-extent
- id: edge.profile-governs-package
kind: governs
source: profile.agentic-memory-pilot
target: context_package.restart-package
- id: edge.policy-governs-package
kind: governs
source: policy.review-gate
target: context_package.restart-package
- id: edge.package-activates-plan
kind: activates
source: context_package.restart-package
target: plan.restart-context-package
events:
- id: event.memory-questions-recorded
kind: recorded
timestamp: "2026-05-15T00:00:00Z"
actor: infospace-bench
task: IB-WP-0017-T01
node_updates:
- node_id: question.memory-decisions
operation: create
- node_id: decision.file-backed-pilot
operation: create
- id: event.workflow-restart-trace
kind: recorded
timestamp: "2026-05-15T00:05:00Z"
actor: infospace-bench
thread: agentic-memory-profile-pilot
task: IB-WP-0017-T05
node_updates:
- node_id: turn.review-handoff
operation: create
- node_id: tool_call.generator-status
operation: create
- node_id: observation.restart-risk
operation: create
- id: event.restart-package-activated
kind: activated
timestamp: "2026-05-15T00:10:00Z"
actor: infospace-bench
task: IB-WP-0017-T03
package_refs:
- memory:package:agentic-memory-profile-restart
activation_refs:
- activation:agentic-memory-profile-restart-review
metadata:
selected_node_count: 7
expected_item_count: 8
- id: event.review-gate-policy
kind: policy_decision
timestamp: "2026-05-15T00:15:00Z"
actor: infospace-bench
task: IB-WP-0017-T04
node_updates:
- node_id: policy.review-gate
operation: create
policy:
durable_writes: review_required
decision: allow_fixture_only
metadata:
pilot_corpus: infospaces/wealth-vsm-legacy-slice
workplan: IB-WP-0017
lower_layer_contract: markitect.memory.graph.v1

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schema_version: markitect.memory.profile.v1
id: infospace-agentic-memory-pilot
title: Infospace Agentic Memory Pilot Profile
intent: Compile selected reasoning decisions, workflow events, and artifact neighborhoods into restart context packages for infospace evaluation.
memory_kinds:
- reasoning
- conversation
- knowledge
- package
stores:
reasoning: markitect-memory-graph-fixture
conversation: infospace-workflow-trace-fixtures
knowledge: infospace-artifact-neighborhood
package: markitect-context-package
limits:
reasoning:
max_nodes: 40
conversation:
max_nodes: 20
knowledge:
max_nodes: 80
package:
max_items: 8
latency:
reasoning:
target_ms: 50
conversation:
target_ms: 50
knowledge:
target_ms: 120
retention:
reasoning:
strategy: keep-reviewed-decisions
review_gate: required
conversation:
strategy: keep-accepted-handoff-events
window_events: 12
knowledge:
strategy: supersede-with-artifact-version
package:
strategy: regenerate-from-selection
refresh:
cadence: manual
trigger: source-artifact-or-profile-digest-change
compaction:
strategy: summarize-trace-after-review
owner: markitect-tool-contract-output
activation:
max_items: 8
max_tokens: 1200
reserve_tokens: 150
policy:
required_labels:
- project-local
durable_writes: review-gated
secrets_allowed: false
observability:
emit_events: true
metrics:
- restart_quality_score
- provenance_coverage_ratio
- context_package_budget_max_tokens
failure:
missing_runtime_store: degrade-to-file-backed-fixture
stale_profile: require-regeneration
metadata:
workplan: IB-WP-0017
contract_owner: markitect-tool
runtime_owner: kontextual-engine
evaluation_owner: infospace-bench

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schema_version: infospace-bench.memory-context-expectation.v1
package_id: memory:package:agentic-memory-profile-restart
title: Agentic Memory Profile Restart Package
intent: Activate the minimum useful context for resuming Wealth/VSM entity and relation review under the memory pilot boundary.
profile_id: infospace-agentic-memory-pilot
graph_id: infospace-agentic-memory-graph
expected_item_count: 8
expected_selected_nodes:
- decision.file-backed-pilot
- constraint.no-durable-runtime
- plan.restart-context-package
- artifact.wealth-source
- entity.division-of-labour
- finding.neighborhood-improves-review
- policy.review-gate
expected_selected_edges:
- edge.constraint-supports-boundary
- edge.boundary-led-to-package-plan
- edge.division-derived-from-source
- edge.finding-references-division
expected_selected_events:
- event.restart-package-activated
budget:
max_items: 8
max_tokens: 1200
reserve_tokens: 150
strategy: first-fit
acceptance:
requires_source_spans: true
max_token_estimate: 1200
required_node_kinds:
- decision
- constraint
- plan
- artifact
- entity
- finding
- policy
deterministic_fields:
- package_id
- title
- selected_nodes
- selected_edges
- selected_events

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schema_version: markitect.memory.selection.v1
graph: memory-graph.yaml
profile: memory-profile.yaml
title: Agentic Memory Profile Restart Package
intent: Activate the minimum useful context for resuming Wealth/VSM entity and relation review under the memory pilot boundary.
package_id: memory:package:agentic-memory-profile-restart
namespace:
project: infospace-bench
task: IB-WP-0017
node_ids:
- decision.file-backed-pilot
- constraint.no-durable-runtime
- plan.restart-context-package
- artifact.wealth-source
- entity.division-of-labour
- finding.neighborhood-improves-review
- policy.review-gate
event_ids:
- event.restart-package-activated
budget:
max_items: 8
max_tokens: 1200
reserve_tokens: 150
strategy: first-fit
metadata:
purpose: restart-quality-evaluation
expected_task: resume Wealth/VSM review without rereading all workplans

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schema_version: infospace-bench.memory-trace.v1
id: trace.entity-review-restart
title: Entity Review Restart Trace
workplan: IB-WP-0017
source_workflow: wealth-vsm-legacy-slice-review
events:
- id: trace-event.review-handoff
kind: conversation_turn
timestamp: "2026-05-15T00:05:00Z"
actor: reviewer
summary: A later agent needs to resume review of the Division of Labour relation without rereading every report.
memory_nodes:
- turn.review-handoff
- id: trace-event.status-check
kind: tool_call
timestamp: "2026-05-15T00:06:00Z"
actor: infospace-bench
summary: The slice is compact and coherent enough for package evaluation.
memory_nodes:
- tool_call.generator-status
- id: trace-event.restart-risk
kind: observation
timestamp: "2026-05-15T00:07:00Z"
actor: infospace-bench
summary: Decision-only context would miss the actual source/entity neighborhood under review.
memory_nodes:
- observation.restart-risk
- finding.neighborhood-improves-review
review_notes:
- The selected package should include source and entity nodes, not only planning decisions.
- Relation review improves when the active artifact neighborhood is visible.

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schema_version: infospace-bench.memory-trace.v1
id: trace.generation-plan-decision
title: Generation Plan Decision Trace
workplan: IB-WP-0017
source_workflow: generic-source-generator
events:
- id: trace-event.select-corpus
kind: planning_decision
timestamp: "2026-05-15T00:00:00Z"
actor: infospace-bench
summary: Selected the Wealth/VSM legacy slice because it has source, entities, relation, evaluation, metrics, and engine sync evidence.
memory_nodes:
- question.memory-decisions
- decision.file-backed-pilot
- id: trace-event.boundary-check
kind: review_gate
timestamp: "2026-05-15T00:02:00Z"
actor: infospace-bench
summary: Confirmed the pilot should create fixtures and metrics, not reusable graph/event persistence.
memory_nodes:
- constraint.no-durable-runtime
- policy.review-gate
review_notes:
- Keep this as a trace fixture until a runtime store exists behind kontextual-engine.
- Convert only reviewed decisions and useful restart evidence into memory graph nodes.

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history:
- snapshot_id: memory-profile-pilot-20260515
recorded_at: "2026-05-15T00:25:00Z"
workplan: IB-WP-0017
metrics:
memory_profile_contract_valid: true
memory_graph_contract_valid: true
selection_contract_valid: true
restart_quality_score: 4.2
provenance_coverage_ratio: 1.0
selected_node_count: 7
expected_item_count: 8
selected_edge_count: 4
context_package_budget_max_tokens: 1200
notes:
- First deterministic fixture snapshot for the agentic memory profile pilot.
- Context package token estimate is checked in tests because Markitect computes it during compilation.

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memory_profile_contract_valid: true
memory_graph_contract_valid: true
selection_contract_valid: true
restart_quality_score: 4.2
provenance_coverage_ratio: 1.0
selected_node_count: 7
expected_item_count: 8
selected_edge_count: 4
context_package_budget_max_tokens: 1200
live_llm_required: false
durable_runtime_required: false

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# Agentic Memory Profile Pilot Report
## Decision
The pilot validates agentic memory profiles through file-backed evidence in
`infospace-bench`. The durable runtime remains out of scope. Markitect owns the
memory graph/profile/selection contracts and context package compiler, while
`kontextual-engine` owns future runtime state, audit, permissions, retention,
refresh, compaction, and durable write review gates.
## Fixture Set
- `output/memory/memory-profile.yaml`: Markitect-compatible memory profile.
- `output/memory/memory-graph.yaml`: reviewed decision, trace, and artifact
neighborhood graph.
- `output/memory/restart-context-selection.yaml`: graph selection for a restart
package.
- `output/memory/restart-context-package.expected.yaml`: deterministic
expectations for compiled package shape.
- `output/memory/context-package-evaluation.yaml`: package usefulness evidence
and contract feedback.
- `output/memory/traces/*.yaml`: applied workflow traces showing where memory
records arise.
## Result
The selected restart package combines three kinds of useful context:
- the boundary decision that keeps this repo as the evaluation layer
- the review gate that prevents hidden durable memory writes
- the Wealth/VSM source and entity neighborhood needed to resume artifact review
This is enough to answer the Workplan 17 pilot questions without turning the
infospace into a memory runtime.