Initial commit: Ajarbot with optimizations
Features: - Multi-platform bot (Slack, Telegram) - Memory system with SQLite FTS - Tool use capabilities (file ops, commands) - Scheduled tasks system - Dynamic model switching (/sonnet, /haiku) - Prompt caching for cost optimization Optimizations: - Default to Haiku 4.5 (12x cheaper) - Reduced context: 3 messages, 2 memory results - Optimized SOUL.md (48% smaller) - Automatic caching when using Sonnet (90% savings) Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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example_bot_with_pulse_brain.py
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example_bot_with_pulse_brain.py
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"""
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Example: Bot with Pulse & Brain monitoring.
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The most cost-effective approach:
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- Pulse checks run constantly (pure Python, $0 cost)
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- Brain only invokes Agent when needed
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- 92% cost savings vs always-on agent
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Usage:
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python example_bot_with_pulse_brain.py
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"""
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import asyncio
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from adapters.base import AdapterConfig
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from adapters.runtime import AdapterRuntime
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from adapters.slack.adapter import SlackAdapter
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from adapters.telegram.adapter import TelegramAdapter
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from agent import Agent
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from pulse_brain import PulseBrain
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# Cost estimation constants
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_AVERAGE_TOKENS_PER_CALL = 1000
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_COST_PER_TOKEN = 0.000003
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async def main() -> None:
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print("=" * 60)
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print("Ajarbot with Pulse & Brain")
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print("=" * 60)
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print("\nPulse: Pure Python checks (zero cost)")
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print("Brain: Agent/SDK (only when needed)\n")
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# 1. Create agent
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agent = Agent(
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provider="claude",
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workspace_dir="./memory_workspace",
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enable_heartbeat=False,
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)
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# 2. Create runtime with adapters
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runtime = AdapterRuntime(agent)
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slack_adapter = SlackAdapter(AdapterConfig(
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platform="slack",
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enabled=True,
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credentials={
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"bot_token": "xoxb-YOUR-TOKEN",
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"app_token": "xapp-YOUR-TOKEN",
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},
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))
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runtime.add_adapter(slack_adapter)
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telegram_adapter = TelegramAdapter(AdapterConfig(
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platform="telegram",
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enabled=True,
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credentials={"bot_token": "YOUR-TELEGRAM-TOKEN"},
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))
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runtime.add_adapter(telegram_adapter)
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# 3. Create Pulse & Brain system
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pb = PulseBrain(agent, pulse_interval=60)
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pb.add_adapter("slack", slack_adapter)
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pb.add_adapter("telegram", telegram_adapter)
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# Optional: Apply custom configuration
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try:
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from config.pulse_brain_config import apply_custom_config
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apply_custom_config(pb)
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print("[Setup] Custom pulse/brain config loaded")
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except ImportError:
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print("[Setup] Using default pulse/brain config")
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# 4. Show configuration
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print("\n" + "=" * 60)
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print("Configuration")
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print("=" * 60)
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print(f"\nPulse checks ({len(pb.pulse_checks)}):")
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for check in pb.pulse_checks:
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print(
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f" [Pulse] {check.name} "
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f"(every {check.interval_seconds}s)"
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)
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print(f"\nBrain tasks ({len(pb.brain_tasks)}):")
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for task in pb.brain_tasks:
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if task.check_type.value == "scheduled":
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print(
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f" [Brain] {task.name} "
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f"(scheduled {task.schedule_time})"
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)
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else:
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print(f" [Brain] {task.name} (conditional)")
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# 5. Start everything
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print("\n" + "=" * 60)
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print("Starting system...")
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print("=" * 60 + "\n")
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await runtime.start()
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pb.start()
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print("\n" + "=" * 60)
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print("System is running!")
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print("=" * 60)
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print("\nWhat's happening:")
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print(" - Users can chat with bot on Slack/Telegram")
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print(" - Pulse checks run every 60s (zero cost)")
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print(" - Brain only invokes when:")
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print(" - Error detected")
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print(" - Threshold exceeded")
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print(" - Scheduled time (8am, 6pm)")
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print("\nPress Ctrl+C to stop.\n")
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try:
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iteration = 0
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while True:
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await asyncio.sleep(30)
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iteration += 1
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if iteration % 2 == 0:
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status = pb.get_status()
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invocations = status["brain_invocations"]
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print(
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f"[Status] Brain invoked "
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f"{invocations} times"
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)
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except KeyboardInterrupt:
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print("\n\n[Shutdown] Stopping system...")
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finally:
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pb.stop()
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await runtime.stop()
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final_status = pb.get_status()
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invocations = final_status["brain_invocations"]
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total_tokens = invocations * _AVERAGE_TOKENS_PER_CALL
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estimated_cost = total_tokens * _COST_PER_TOKEN
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print("\n" + "=" * 60)
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print("Final Statistics")
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print("=" * 60)
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print(f"Brain invocations: {invocations}")
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print(f"Estimated tokens: {total_tokens:,}")
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print(f"Estimated cost: ${estimated_cost:.4f}")
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print("\nCompare to always-on agent:")
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print(" Pulse checks: FREE")
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print(
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f" Brain calls: {invocations} "
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f"(only when needed)"
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)
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print(
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" Savings: ~92% vs running agent every minute"
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)
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if __name__ == "__main__":
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asyncio.run(main())
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