mcpField
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dream

dream

github.com/boshu2Agent workflows45040 installsUpdated 1d ago
Repository

About dream

dream is a retired AgentOps skill retained as a pointer; it no longer runs an in-repository command. Out-of-session knowledge compounding has moved to an adopted substrate, while several on-demand knowledge and daytime code-compounding primitives remain in AgentOps.

Key features

  1. 01Retired skill retained as a pointer
  2. 02Former out-of-session cycle moved externally
  3. 03On-demand knowledge primitives remain
  4. 04Daytime code compounding via /evolve
  5. 05Nightly proof job uses retained primitives

Use cases

  1. 01Locate the replacement lane for scheduled knowledge compounding
  2. 02Use retained on-demand knowledge primitives
  3. 03Distinguish /evolve from out-of-session compounding

MCP support

The README says scheduled out-of-session knowledge compounding now runs on an adopted substrate using NTM + MCP + managed-agents; AgentOps does not own that substrate.

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/boshu2/agentops --skill dream

After installing, type/dreamin Claude Code to confirm it loaded.

Bundled filesreferences/dream.featurescripts/validate.sh

Details

From the project README

Dream - Retired (out-of-session compounding moved to the substrate)

Status: RETIRED (soc-2rtm0). The in-tree out-of-session compounding engine and its whole CLI surface (the former always-on lane) were removed, along with the always-on background process that carried it. AgentOps no longer ships an out-of-session orchestration substrate — scheduled, between-session knowledge compounding now runs on a substrate AgentOps adopts but does not own (NTM + MCP + managed-agents). This skill remains only as a pointer; it no longer drives an in-repo command.

Cross-vendor analog: Anthropic Managed Agents Dreaming (research preview, May 2026) — scheduled session review, pattern extraction, memory curation between runs. AgentOps now delegates that lane to a managed-agents substrate rather than owning it.

What moved

The "dream cycle" (bounded INGEST -> REDUCE -> MEASURE knowledge compounding between sessions) is no longer an ao command. Drive it through the substrate's out-of-session scheduling surfaces instead (an NTM cron dispatch or a managed-agents schedule). Do not invent a replacement ao workflow.

What stays in AgentOps

The KEEP primitives the dream cycle was built on are unchanged and remain on-demand:

  • /harvest — promote .agents/ knowledge across rigs
  • /forge — mine transcripts into learnings
  • /compile — Mine → Grow → Defrag → Lint the wiki corpus
  • /inject — JIT decay-ranked context assembly
  • /evolve — daytime, operator-driven code compounding via /rpi

The nightly-CI dream-cycle proof job in .github/workflows/nightly.yml (harvest -> forge -> close-loop -> defrag -> metrics health) still runs against the checked-in corpus; it is built on those KEEP primitives, not on the retired CLI engine.

Delineation vs /evolve

/evolve owns the daytime code-compounding layer (operator-driven, via /rpi). The knowledge-compounding layer that /dream used to own now lives outside AgentOps, on the adopted substrate (NTM + MCP + managed-agents). Both still share the fitness-measurement substrate via corpus.Compute / ao goals measure.

Reference Documents

See Also

  • /harvest, /forge, /compile, /inject - the KEEP knowledge primitives
  • /evolve - daytime code-compounding loop
  • /handoff - capture explicit session closeout

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