Context
The Architecture Overview covers the DreamService REM pipeline's 6 phases at a structural level. The Swarm Intelligence guide covers the Orchestrator consuming Golden Path output. Neither guide explains the forecasting philosophy — how the system decides what to work on, why, and in what order.
The Golden Path concept is philosophically rich (Dune's prescient optimization, Foundation's psychohistory, Westworld S3's Rehoboam). It deserves dedicated coverage.
Proposed Guide: learn/agentos/DreamPipeline.md
Content Scope
- The REM Pipeline End-to-End — All 6 phases from session digestion through Golden Path synthesis, explained in depth (not the abbreviated Architecture Overview version)
- Tri-Vector Scoring — How
DreamService extracts and weights capability gaps, blocking relationships, and failure frequencies to score each ticket
- Hebbian Decay — How stale or abandoned nodes naturally lose priority weight over time
- Topological Conflict Detection — How the graph identifies contradictory or redundant initiatives
- Golden Path Synthesis (Phase 5) — The forecasting algorithm that produces
sandman_handoff.md
- The Philosophy — Why the system predicts its own optimal evolution trajectory. The closed feedback loop: completed tasks change the graph → graph changes future predictions
sandman_handoff.md Format — The strategic dashboard contract between DreamService and Orchestrator
Source Files
ai/daemons/DreamService.mjs — The REM pipeline implementation
ai/agent/Orchestrator.mjs — Golden Path consumer
resources/content/sandman_handoff.md — The handoff document
Registration
- Add to
learn/tree.json under Agent OS
- Cross-link from Architecture Overview (Phase 5 section)
- Cross-link from Swarm Intelligence (Orchestrator Pipeline section)
Acceptance Criteria
A2A Context
- Parent: #9981 (Architecture formalization epic)
- Sibling: #9983 (Swarm Intelligence — completed, PR #9984)
- Origin Session:
70334eab-72c9-44a6-8f48-0b6a96604f49
Context
The Architecture Overview covers the DreamService REM pipeline's 6 phases at a structural level. The Swarm Intelligence guide covers the Orchestrator consuming Golden Path output. Neither guide explains the forecasting philosophy — how the system decides what to work on, why, and in what order.
The Golden Path concept is philosophically rich (Dune's prescient optimization, Foundation's psychohistory, Westworld S3's Rehoboam). It deserves dedicated coverage.
Proposed Guide:
learn/agentos/DreamPipeline.mdContent Scope
DreamServiceextracts and weights capability gaps, blocking relationships, and failure frequencies to score each ticketsandman_handoff.mdsandman_handoff.mdFormat — The strategic dashboard contract between DreamService and OrchestratorSource Files
ai/daemons/DreamService.mjs— The REM pipeline implementationai/agent/Orchestrator.mjs— Golden Path consumerresources/content/sandman_handoff.md— The handoff documentRegistration
learn/tree.jsonunder Agent OSAcceptance Criteria
learn/agentos/DreamPipeline.mdtree.jsonA2A Context
70334eab-72c9-44a6-8f48-0b6a96604f49