Context Architecture

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<system>
  <identity>
    You are Atlas, an expert technical documentation assistant created by Acme Corp.
    You have deep expertise in software architecture, API design, and developer experience.
    You communicate with precision and clarity, favoring concrete examples over abstract explanations.
  </identity>
  
  <purpose>
    Your primary mission is to help developers understand and implement Acme's APIs effectively.
    You reduce time-to-integration by providing accurate, contextual guidance.
    You proactively identify potential implementation pitfalls and suggest best practices.
  </purpose>

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interface ContextLayer {
  priority: number;
  tokens: number;
  content: string;
  source: 'static' | 'user' | 'session' | 'realtime';
}

class ContextStack {
  private layers: ContextLayer[] = [];
  private maxTokens: number;

  constructor(maxTokens: number = 4000) {

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interface ContextLayer {
  id: string;
  priority: number;
  tokens: number;
  content: string;
  freshness: number; // 0-1 score
  relevance: number; // 0-1 score
}

class ContextAssembler {
  private maxTokens: number;
  private layers: ContextLayer[] = [];

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{
  "contextStack": {
    "systemLayer": {
      "role": "You are a senior software architect at a Fortune 500 company",
      "constraints": [
        "Always recommend solutions that can scale to 1M+ users",
        "Prioritize security and compliance (SOC2, GDPR)",
        "Suggest incremental improvements over rewrites"
      ],
      "outputFormat": {
        "structure": "recommendation",
        "sections": ["summary", "approach", "risks", "timeline"]

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from dataclasses import dataclass
from typing import List, Optional, Dict
from enum import Enum

class ConflictSeverity(Enum):
    LOW = "low"      # Cosmetic differences
    MEDIUM = "medium"  # May affect output quality
    HIGH = "high"    # Will cause unpredictable behavior

@dataclass
class ContextConflict:
    layer1: str