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4 changes: 2 additions & 2 deletions docs/technical_report.md
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3. [Cortex-Action-Memory](#3-cortex-action-memory)
- [Cortex: Reasoning and Planning](#31-cortex-reasoning-and-planning)
- [Action: Skills, Tools, and Sandbox](#32-action-skills-tools-and-sandbox)
- [Memory & Sense: Experience and Context](#33-memory--sense-experience-and-context)
- [Memory & Sense: Experience & Contextual Awareness](#33-memory--sense-experience--contextual-awareness)
- [Three Loops at the Heart of Sico](#34-three-loops-at-the-heart-of-sico)
4. [Core Execution Loop](#4-core-execution-loop)
- [End-to-End Flow](#41-end-to-end-flow)
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- **Operator-correction pathway reserved in the Reflector interface (partial).** Sico's Reflector already accepts a `ground_truth` parameter alongside execution feedback, so Operator corrections are designed to enter the Reflector-Curator pipeline as a first-class signal.

- **Embedded in a larger architecture, not a standalone optimizer.** In Sico the Playbook is not the central artifact but one of the **five memory layers** described in [§3.3](#33-memory--sense-experience-and-context), alongside in-turn scratchpad, recent history, Mem0 long-term facts, and project knowledge. It also participates in the **three coordinated loops** of [§3.4](#34-three-loops-at-the-heart-of-sico), where the planned Evaluation Loop feeds L1–L4 failure attribution back into Experience Learning ([§6.3](#63-closing-the-loop)). The same mechanism is exposed as a portable module for non-Sico agent stacks in [§5.1.5](#515-external-agent-integration).
- **Embedded in a larger architecture, not a standalone optimizer.** In Sico the Playbook is not the central artifact but one of the **five memory layers** described in [§3.3](#33-memory--sense-experience--contextual-awareness), alongside in-turn scratchpad, recent history, Mem0 long-term facts, and project knowledge. It also participates in the **three coordinated loops** of [§3.4](#34-three-loops-at-the-heart-of-sico), where the planned Evaluation Loop feeds L1–L4 failure attribution back into Experience Learning ([§6.3](#63-closing-the-loop)). The same mechanism is exposed as a portable module for non-Sico agent stacks in [§5.1.5](#515-external-agent-integration).

#### 5.1.5 External Agent Integration

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