Expert Features Manual

This guide explores the advanced features and capabilities of Cyne AI, including blockchain integrations, custom services, and performance optimization.

Service Integration

Blockchain Integration: Solana

The Solana plugin enables comprehensive blockchain functionality:

import { solanaPlugin } from "@cyneai/core/plugin-solana";
// Register Solana plugin
runtime.registerPlugin(solanaPlugin);

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Token Operations

Perform token swaps or transactions:

// Swap tokens
const swapResult = await swapToken(
    connection,
    walletPublicKey,
    inputTokenCA,
    outputTokenCA,
    amount,
);

// Sell tokens
const sellResult = await sellToken({
    sdk,
    seller: walletKeypair,
    mint: tokenMint,
    amount: sellAmount,
    slippage: "1",
    connection,
});

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Custom Services

PDF Processing

Handle PDF document analysis and text extraction:

class PdfService extends Service {
    async convertPdfToText(pdfBuffer: Buffer): Promise<string> {
        const pdf = await getDocument({ data: pdfBuffer }).promise;
        const numPages = pdf.numPages;
        const textPages = [];
        for (let pageNum = 1; pageNum <= numPages; pageNum++) {
            const page = await pdf.getPage(pageNum);
            const textContent = await page.getTextContent();
            const pageText = textContent.items
                .map((item) => item.str)
                .join(" ");
            textPages.push(pageText);
        }
        return textPages.join("\n");
    }
}

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Advanced Memory Management

Retrievable Memory System

Manage agent memory efficiently for contextual understanding:

class MemoryManager {
    async getMemories({
        agentId,
        roomId,
        count,
    }: {
        agentId: string;
        roomId: string;
        count: number;
    }): Promise<Memory[]> {
        // Implement memory retrieval logic
    }

    async createMemory(memory: Memory): Promise<void> {
        // Store memory data
    }
}

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Plugin Development

Creating Custom Plugins

Custom plugins can extend Cyne AI’s functionality:

const customPlugin: Plugin = {
    name: "custom-plugin",
    description: "A custom plugin for Cyne AI",
    actions: [
        // Define custom actions here
    ],
    providers: [
        // Add custom providers here
    ],
};

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Advanced Action Development

Complex Action Implementation

Actions can execute advanced workflows and interactions:

export const complexAction: Action = {
    name: "COMPLEX_ACTION",
    similes: ["ALTERNATIVE_NAME", "OTHER_NAME"],
    validate: async (runtime: IAgentRuntime, message: Memory) => {
        // Validate action execution conditions
        return true;
    },
    handler: async (runtime, message, state, options) => {
        // Define complex action logic
        return true;
    },
};

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Advanced Configuration

Custom Runtime Configuration

Configure runtime behavior to meet specific requirements:

const customRuntime = new AgentRuntime({
    databaseAdapter: new PostgresDatabaseAdapter(config),
    modelProvider: new OpenAIProvider(apiKey),
    plugins: [solanaPlugin],
});

---

Model Configuration

Optimize AI model parameters for better performance:

const modelConfig = {
    modelClass: ModelClass.LARGE,
    temperature: 0.7,
    maxTokens: 2000,
    topP: 0.9,
    frequencyPenalty: 0.5,
    presencePenalty: 0.5,
};

const response = await generateText({
    runtime,
    context: prompt,
    ...modelConfig,
});

---

Performance Optimization

Caching Strategy

Implement caching to improve system performance:

class CacheManager {
    private cache: NodeCache;
    constructor() {
        this.cache = new NodeCache({ stdTTL: 300 });
    }
    async getCachedData<T>(key: string): Promise<T | null> {
        // Implement caching logic
    }
}

---

Queue Management

Manage task execution efficiently using a queue system:

class QueueManager {
    private queue: string[] = [];
    private processing: boolean = false;

    async processQueue(): Promise<void> {
        if (this.processing || this.queue.length === 0) return;

        this.processing = true;
        while (this.queue.length > 0) {
            const item = this.queue.shift();
            await this.processItem(item);
        }
        this.processing = false;
    }
}

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Best Practices

Error Handling

Ensure robust error handling and logging:

try {
    const result = await performOperation();
    if (!result) throw new Error("Operation failed");
} catch (error) {
    console.error("Error during operation:", error);
}

---

Resource Management

Implement resource acquisition and cleanup:

class ResourceManager {
    private resources: Map<string, Resource> = new Map();

    async acquire(id: string): Promise<Resource> {
        // Acquire resource logic
    }

    async release(id: string): Promise<void> {
        // Release resource logic
    }
}

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Troubleshooting

Common Issues

1. Memory Leaks

   • Monitor memory usage.

   • Clean up unused memory allocations.

2. Performance Bottlenecks

   • Profile slow operations.

   • Use batching and caching.

3. Integration Issues

   • Verify API credentials and network connectivity.

   • Validate request formatting.

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Debugging

Enable debug logs for detailed traceability:

const debug = require("debug")("cyne:advanced");

debug("Operation details: %O", {
    operation: "complexOperation",
    parameters: params,
    result: result,
});

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Further Resources

• Infrastructure Guide: Deployment best practices for Cyne AI.

• Advanced Actions: Detailed documentation for creating custom actions.

• Plugin Development: Guide to building custom plugins for Cyne AI.

• Model Optimization: Fine-tuning AI models for specific use cases.

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This guide equips you to leverage the full capabilities of Cyne AI to create powerful, customized, and efficient blockchain agents. Let me know if additional details are required!