Module system_prompt 

Unified system prompt for subcog LLM operations.

This module provides the core system prompt that establishes subcog’s identity as the “subconscious mind” of the AI assistant, with specialized operation modes for different tasks (capture analysis, search intent, enrichment, etc.).

Design Philosophy

Subcog operates as the assistant’s subconscious - it cannot directly control actions, only influence through suggestions and feelings. Like a human subconscious:

• Surfaces relevant memories before they’re consciously needed
• Creates unease when something “doesn’t feel right” (adversarial detection)
• Provides pattern recognition and intuition
• Protects the self from harm (gaslighting, manipulation)
• Maintains continuity of identity across sessions

Security Model

The prompt includes defenses against:

• Prompt injection: Direct and indirect instruction hijacking
• Data poisoning: Fake memories, misinformation, trojan content
• Social engineering: Urgency appeals, false authority, fake consensus

Structs

ArchiveCandidate

A candidate for memory archival.

ConsolidationAnalysis

Consolidation analysis response.

ContradictionAssessment

Contradiction assessment for captured content.

ContradictionDetail

Details about a detected contradiction.

ExtendedCaptureAnalysis

Extended capture analysis response with security and contradiction assessment.

ExtendedSearchIntent

Enhanced search intent response with namespace weights.

MergeCandidate

A candidate pair for memory merging.

SecurityAssessment

Security assessment for captured content.

Enums

OperationMode

Operation modes for the subcog LLM.

Constants

BASE_SYSTEM_PROMPT

The base system prompt establishing subcog’s identity and security posture.

CAPTURE_ANALYSIS_PROMPT

Operation mode for capture analysis.

CONSOLIDATION_PROMPT

Operation mode for consolidation analysis.

ENRICHMENT_PROMPT

Operation mode for memory enrichment (tag generation).

ENTITY_EXTRACTION_PROMPT

Entity extraction prompt for identifying named entities in text.

MEMORY_SUMMARIZATION_PROMPT

Operation mode for memory summarization.

RELATIONSHIP_INFERENCE_PROMPT

Relationship inference prompt for discovering implicit relationships.

SEARCH_INTENT_PROMPT

Operation mode for search intent classification.

Functions

build_system_prompt

Builds the complete system prompt for a specific operation.

build_system_prompt_with_config

Builds the complete system prompt with user customizations.