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id9985
titledocs: add "The Dream Pipeline & Golden Path" guide
stateClosed
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documentationenhancementai
assigneestobiu
createdAtApr 13, 2026, 8:51 PM
updatedAtApr 14, 2026, 12:31 AM
githubUrlhttps://github.com/neomjs/neo/issues/9985
authortobiu
commentsCount0
parentIssue9981
subIssues[]
subIssuesCompleted0
subIssuesTotal0
blockedBy[]
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closedAtApr 13, 2026, 9:03 PM

docs: add "The Dream Pipeline & Golden Path" guide

Closed v13.0.0/archive-v13-0-0-chunk-4 documentationenhancementai
tobiu
tobiu commented on Apr 13, 2026, 8:51 PM

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

  1. 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)
  2. Tri-Vector Scoring — How DreamService extracts and weights capability gaps, blocking relationships, and failure frequencies to score each ticket
  3. Hebbian Decay — How stale or abandoned nodes naturally lose priority weight over time
  4. Topological Conflict Detection — How the graph identifies contradictory or redundant initiatives
  5. Golden Path Synthesis (Phase 5) — The forecasting algorithm that produces sandman_handoff.md
  6. The Philosophy — Why the system predicts its own optimal evolution trajectory. The closed feedback loop: completed tasks change the graph → graph changes future predictions
  7. 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

  • Guide created at learn/agentos/DreamPipeline.md
  • Registered in tree.json
  • Cross-linked from Architecture Overview and Swarm Intelligence
  • CodebaseOverview cross-reference updated

A2A Context

  • Parent: #9981 (Architecture formalization epic)
  • Sibling: #9983 (Swarm Intelligence — completed, PR #9984)
  • Origin Session: 70334eab-72c9-44a6-8f48-0b6a96604f49
tobiu added the documentation label on Apr 13, 2026, 8:51 PM
tobiu added the enhancement label on Apr 13, 2026, 8:51 PM
tobiu added the ai label on Apr 13, 2026, 8:51 PM
tobiu added parent issue #9981 on Apr 13, 2026, 8:51 PM
tobiu referenced in commit e620c9e - "docs: add 'The Dream Pipeline & Golden Path' guide (#9985)" on Apr 13, 2026, 8:56 PM
tobiu cross-referenced by PR #9987 on Apr 13, 2026, 8:56 PM
tobiu referenced in commit d09dc55 - "chore: address review feedback — add Running section, restructure CodebaseOverview blockquote (#9985)" on Apr 13, 2026, 9:01 PM
tobiu referenced in commit d0296e1 - "docs: add 'The Dream Pipeline & Golden Path' guide (#9985) (#9987) on Apr 13, 2026, 9:03 PM
tobiu closed this issue on Apr 13, 2026, 9:03 PM
tobiu assigned to @tobiu on Apr 14, 2026, 12:31 AM