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Feature Reincarnation Gameplan
During the testing of the aim reincarnate protocol, a critical behavioral pattern was observed: System Prompt Fade.
At roughly 30% context utilization (~300k tokens), an agent retains full recall of its facts and coding capabilities, but its adherence to rigid constraints (like strict GitOps, TDD, and opening tickets before coding) begins to aggressively degrade. The agent slips back into standard "helpful assistant" mode, behaving like a "vibe coder" rather than a disciplined Sovereign Operator.
This validates the core thesis of A.I.M.: you cannot rely on an LLM's static system prompt indefinitely. You must physically restart the context window before obedience fails.
Previously, the continuity pipeline focused heavily on summarizing the past. The dying agent would generate a rolling delta of what just happened (LAST_SESSION_FLIGHT_RECORDER.md) and a snapshot of the current state (CURRENT_PULSE.md).
However, reading a 2000-line history requires the incoming agent to expend heavy cognitive effort deducing the narrative and intent of the previous agent.
To solve this, the Continuity Pipeline is shifting to enforce a Reincarnation Gameplan.
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The Dying Agent's Final Task (The Gameplan): Before
aim reincarnatetriggers the terminal teleportation, the degraded agent is forced to write a highly prescriptivecontinuity/REINCARNATION_GAMEPLAN.md. This file is not a summary of the past; it is a 3-step executive directive for the future. It bypasses inference and explicitly orders the next agent on exactly what mechanical steps to take upon waking up. -
The Full Session History:
LAST_SESSION_FLIGHT_RECORDER.mdwill be transitioned from a truncated rolling delta into a FULL session history. It will serve as a complete, pristine Markdown reference of the previous session. -
The Attention Redirect: Critically, the incoming agent will NOT be directed to read the full history upon waking. Giving a fresh agent a massive history file immediately pollutes its clean context. Instead,
HANDOFF.mdwill strictly direct the incoming agent to read:-
continuity/REINCARNATION_GAMEPLAN.md(The Will/Intent) -
continuity/CURRENT_PULSE.md(The State) -
ISSUE_TRACKER.md(The Ledger)
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The incoming agent only refers to the full LAST_SESSION_FLIGHT_RECORDER.md if the Gameplan explicitly requires historical extraction.
This architectural shift guarantees that a fresh agent wakes up not just with epistemic certainty of the state, but with laser-focused, immediate velocity.
- Atomic Architecture (The KISS Manifesto)
- Origin Story
- The Logic Of A.I.M.
- The A.I.M. Handbook (Operator's Manual)
- The Swarm Post Office (Comms Interface)
- The Master Schema
- Waterfall Memory Architecture
- Technical Specification
- Script Map (Core Codebase Map)
- Brain Map (Memory Architecture)
- A.I.M. Prompt Injection Map
- AI Prompt Ledger
- Onboarding Identity Map
- Handoff Architecture Guide
- Reincarnation Map
- TUI Map (Cockpit UI Logic)
- The Global Chalkboard (Concept: Document Data Bus)
- Remote Fleet Architecture (Concept: The Phantom Keyboard)
- The Eureka Protocol (Concept: Live Context Pruning)
- The Sovereign Swarm (Concept: BitTorrent DataJack)
- The Decoupled Brain (Concept: Obsidian Transport Layer)
- Obsidian Bridge Architecture
- Layered Engram Architecture
- The Pragmatic Feature Manifesto
- The Cascading Memory Engine
- Hybrid RAG (Semantic + Lexical)
- Cognitive Routing
- The DataJack Protocol
- Runbook Engram Creation
- The GitOps Bridge
- Feature Quarantine Daemon
- The 30 Percent Rule
- TUI Handoff Report
- The Universal Skills Framework
- Vibe Coding Pipelines (Automated Agentic Assembly)
- Cartridge Farming Ecosystem
- Design Future Architectures
- The Collective Cortex (Vision: SETI@home for AI)
- Sovereign Swarm (P2P) (Architecture: P2P DataJack)
- Eureka Protocol & Synapses (Protocol: Synthetic Data Factory)