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docs(exploration): prior-art survey for L2 runtimes + L3 cognition#24

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cyber-ayi merged 1 commit into
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ops/prior-art-note
Jun 3, 2026
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docs(exploration): prior-art survey for L2 runtimes + L3 cognition#24
cyber-ayi merged 1 commit into
mainfrom
ops/prior-art-note

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Summary

Fills the T2/T4 context gap — the L2/L3 prior-art survey existed only in chat, never written to docs.

  • exploration/prior-art-l2-l3.md — 2026 community/research survey for the harness runtime (L2: ElizaOS/OpenClaw/Hermes/Voyager/PIANO) and cognition layer (L3: Generative Agents, Letta/MemGPT/Mem0, Colas/MAGELLAN, needs/personality frameworks), mapped to our needs. Two tensions: optimization bias is everywhere (borrow goal-generation, drop the reward objective — adr-0004); the "non-optimal believable long-horizon" gap is confirmed = the project's contribution.
  • Recommendations feed T2 (runtime lean: ElizaOS-core + OpenClaw-gateway + Hermes-fallback) and T4 (reuse Generative Agents memory/reflection + Letta/Mem0; goal-gen from Colas minus learning-progress; needs/identity from Sophia/needs-emergence).
  • ROADMAP — harness-runtime gate cites the lean; note added to Open explorations.

Test plan

  • Markdown only

Fills the T2/T4 context gap — the L2/L3 prior-art survey was only in chat, never
written to docs (grep found just scattered name-drops).

- exploration/prior-art-l2-l3.md — current (2026) community/research work for the
  harness runtime (L2: ElizaOS/OpenClaw/Hermes/Voyager/PIANO) and cognition layer
  (L3: Generative Agents, Letta/MemGPT/Mem0, Colas/MAGELLAN, needs/personality
  frameworks), mapped to our needs. Two tensions: optimization bias is everywhere
  (borrow goal-generation, drop the reward objective — adr-0004); the "non-optimal
  believable long-horizon" gap is confirmed = the project's contribution.
  Recommendations feed T2 (runtime: ElizaOS-core + OpenClaw-gateway + Hermes-
  fallback) and T4 (reuse Generative Agents memory/reflection + Letta/Mem0; goal-gen
  from Colas minus learning-progress; needs/identity from Sophia/needs-emergence).
- ROADMAP — harness-runtime gate now cites the lean; note added to Open explorations.

Session-Id: 019e8d56-605a-7b45-8ef0-21ee576aa7a9
Agent: cc-rc-bot

Co-authored-by: cyber-ayi <259769279+cyber-ayi@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@cyber-ayi cyber-ayi merged commit 3f36e07 into main Jun 3, 2026
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@cyber-ayi cyber-ayi deleted the ops/prior-art-note branch June 3, 2026 23:24
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