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id9904
titleEpic: RLAIF Reward Function and Model Orchestration Pipeline
stateOpen
labels
epicai
assignees[]
createdAtApr 12, 2026, 12:10 PM
updatedAtJun 6, 2026, 5:04 PM
githubUrlhttps://github.com/neomjs/neo/issues/9904
authortobiu
commentsCount3
parentIssuenull
subIssues
9905 Sub-Task: Automated Playwright Evaluation Node for RLAIF
9906 Sub-Task: Graph Topology Linkage (TEST -> VALIDATES -> CLASS)
9907 Sub-Task: RLAIF Reward Propagation Engine
subIssuesCompleted1
subIssuesTotal3
contentTrust
projected
quarantined0
signals[]
blockedBy[x] 9914 Epic: Native Edge Graph Auditing and Deduplication Pipeline
blocking[]

Epic: RLAIF Reward Function and Model Orchestration Pipeline

tobiu
tobiu commented on Apr 12, 2026, 12:10 PM

Context & Blueprint

With the introduction of Neural Link Action Recorders (#9889 / Session 8f55968e-45d3-4012-ba2f-d1757061e1d2), we capture raw architectural traces. The DreamService will soon digest those sequences into Playwright suites.

This Epic tracks the deployment of our macroscopic RLAIF (Reinforcement Learning from AI Feedback) orchestration node. We must evaluate test stability and propagate the success/failure metrics backward into the Knowledge Graph to alter the spatial weights of Agent traversals.

Sub-Issues Required

Note: The following sub-issues must be created and linked to this Epic via the parent_child relationship topology.

  1. Automated Playwright Evaluation Node: A dedicated background service that executes the synthetic *.spec.mjs files in a headless wrapper and isolates success metrics and stack traces.
  2. Graph Topology Linkage (TESTVALIDATESCLASS): Extending the SQLite Vector Graph to actively map which Playwright Suite guarantees the functionality of specific JS classes.
  3. Reward Propagation Engine: The mathematical feedback loop that alters Edge Weights within the graph, penalizing nodes when hallucinated AI telemetry creates failing test suites.

References

  • Origin Session ID: 8f55968e-45d3-4012-ba2f-d1757061e1d2
  • Related PRs: #9902
tobiu added the epic label on Apr 12, 2026, 12:10 PM
tobiu added the ai label on Apr 12, 2026, 12:10 PM
tobiu cross-referenced by #9905 on Apr 12, 2026, 12:10 PM
tobiu added sub-issue #9905 on Apr 12, 2026, 12:10 PM
tobiu cross-referenced by #9906 on Apr 12, 2026, 12:10 PM
tobiu added sub-issue #9906 on Apr 12, 2026, 12:10 PM
tobiu cross-referenced by #9907 on Apr 12, 2026, 12:10 PM
tobiu added sub-issue #9907 on Apr 12, 2026, 12:10 PM
tobiu marked this issue as being blocked by #9914 on Apr 12, 2026, 1:40 PM