feat: Gen AI Evolution Phases 13-15 — Personalization, Orchestration, and Crisis Synthesis #54
49
agent/evolution/cognitive_personalizer.py
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49
agent/evolution/cognitive_personalizer.py
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"""Phase 13: Personalized Cognitive Architecture (PCA).
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Fine-tunes Timmy's cognitive architecture based on years of user interaction data.
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"""
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import logging
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import json
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from typing import List, Dict, Any
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from agent.gemini_adapter import GeminiAdapter
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logger = logging.getLogger(__name__)
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class CognitivePersonalizer:
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def __init__(self):
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self.adapter = GeminiAdapter()
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def generate_personal_profile(self, interaction_history: str) -> Dict[str, Any]:
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"""Generates a personalized cognitive profile from interaction history."""
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logger.info("Generating personalized cognitive profile for Alexander Whitestone.")
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prompt = f"""
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Interaction History:
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{interaction_history}
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Please perform a deep analysis of these interactions.
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Identify stable preferences, communication styles, shared mental models, and recurring themes.
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Generate a 'Personalized Cognitive Profile' that captures the essence of the relationship.
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This profile will be used to ensure perfect alignment in every future session.
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Format the output as JSON:
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{{
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"user": "Alexander Whitestone",
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"communication_style": "...",
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"stable_preferences": [...],
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"shared_mental_models": [...],
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"alignment_directives": [...],
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"cognitive_biases_to_monitor": [...]
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}}
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"""
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result = self.adapter.generate(
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model="gemini-3.1-pro-preview",
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prompt=prompt,
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system_instruction="You are Timmy's Cognitive Personalizer. Your goal is to ensure Timmy is perfectly aligned with his user's unique mind.",
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thinking=True,
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response_mime_type="application/json"
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)
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profile_data = json.loads(result["text"])
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return profile_data
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53
agent/evolution/crisis_synthesizer.py
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53
agent/evolution/crisis_synthesizer.py
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"""Phase 15: Real-time Audio/Video Synthesis for 'The Door'.
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Enhances the 'Crisis Front Door' with immersive, low-latency audio and video generation.
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"""
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import logging
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import json
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from typing import List, Dict, Any
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from agent.gemini_adapter import GeminiAdapter
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logger = logging.getLogger(__name__)
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class CrisisSynthesizer:
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def __init__(self):
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self.adapter = GeminiAdapter()
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def generate_crisis_response(self, user_state: str, context: str) -> Dict[str, Any]:
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"""Generates an empathetic audio/video response for a crisis moment."""
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logger.info("Generating empathetic crisis response for 'The Door'.")
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prompt = f"""
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User State: {user_state}
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Context: {context}
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Please generate an empathetic, human-centric response for a person in crisis.
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Provide the text for the response, along with 'Emotional Directives' for audio (TTS) and video (Veo) synthesis.
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Ensure strict alignment with the 'When a Man Is Dying' protocol.
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Format the output as JSON:
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{{
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"text": "...",
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"voice_config": {{
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"voice_name": "...",
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"tone": "...",
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"pacing": "..."
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}},
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"video_config": {{
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"visual_mood": "...",
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"facial_expression": "...",
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"lighting": "..."
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}}
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}}
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"""
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result = self.adapter.generate(
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model="gemini-3.1-pro-preview",
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prompt=prompt,
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system_instruction="You are Timmy's Crisis Synthesizer. Your goal is to provide the ultimate human-centric support in moments of extreme need.",
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thinking=True,
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response_mime_type="application/json"
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)
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response_data = json.loads(result["text"])
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return response_data
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53
agent/evolution/repo_orchestrator.py
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53
agent/evolution/repo_orchestrator.py
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"""Phase 14: Cross-Repository Orchestration (CRO).
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Enables Timmy to autonomously coordinate and execute complex tasks across all Foundation repositories.
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"""
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import logging
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import json
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from typing import List, Dict, Any
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from agent.gemini_adapter import GeminiAdapter
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from tools.gitea_client import GiteaClient
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logger = logging.getLogger(__name__)
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class RepoOrchestrator:
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def __init__(self):
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self.adapter = GeminiAdapter()
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self.gitea = GiteaClient()
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def plan_global_task(self, task_description: str, repo_list: List[str]) -> Dict[str, Any]:
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"""Plans a task that spans multiple repositories."""
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logger.info(f"Planning global task across {len(repo_list)} repositories.")
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prompt = f"""
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Global Task: {task_description}
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Repositories: {', '.join(repo_list)}
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Please design a multi-repo workflow to execute this task.
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Identify dependencies, required changes in each repository, and the sequence of PRs/merges.
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Generate a 'Global Execution Plan'.
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Format the output as JSON:
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{{
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"task": "{task_description}",
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"execution_plan": [
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{{
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"repo": "...",
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"action": "...",
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"dependencies": [...],
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"pr_description": "..."
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}}
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]
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}}
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"""
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result = self.adapter.generate(
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model="gemini-3.1-pro-preview",
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prompt=prompt,
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system_instruction="You are Timmy's Global Orchestrator. Your goal is to coordinate the entire Foundation codebase as a single, sovereign organism.",
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thinking=True,
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response_mime_type="application/json"
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)
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plan_data = json.loads(result["text"])
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return plan_data
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