August 2024 Release Notes

New Features

Prompt Studio: Multi-variants

• Variant Creation: Design and test multiple prompt versions simultaneously to identify the most effective approach

• Side-by-Side Comparison: View outputs from different prompt variants in a comparative interface for easy evaluation

• Performance Metrics: Track response quality, generation time, and token usage across variants

• Template Sharing: Save successful variants as templates for future use or team collaboration

• Variant Branching: Create new variants based on existing ones to refine and iterate your prompts methodically

Workflow Builder

Document Parser Node

• Multi-format Support: Process documents in various formats including PDF, DOCX, TXT, and more

• Intelligent Extraction: Automatically identify and extract key information from structured and unstructured documents

• Custom Parsing Rules: Define specific rules for extracting data based on document layout or content patterns

• Metadata Handling: Extract and utilize document metadata in your workflows

• OCR Integration: Convert image-based text to machine-readable format for processing

Loop Node

• Iterative Processing: Process items sequentially through workflow segments

• Collection Handling: Automatically iterate through arrays and collections of data

• Conditional Loops: Set specific exit conditions to control loop execution

• Loop Counters: Track iteration numbers and use them within your processing logic

• Batch Processing: Handle large datasets efficiently by processing in manageable chunks

Parallel Node

• Concurrent Execution: Process multiple tasks simultaneously for improved efficiency

• Fork and Join: Split workflow execution and merge results when all parallel tasks complete

• Load Balancing: Distribute processing load across multiple parallel executions

• Error Handling: Configure how errors in parallel branches should affect overall workflow execution

• Resource Management: Control the maximum number of concurrent executions to optimize performance

AI Helpers

Model Setting Advisor

• Parameter Optimization: Receive intelligent recommendations for temperature, top_p, and other model parameters

• Use Case Matching: Get parameter suggestions based on your specific workflow requirements

• Cost-Performance Balancing: Find the optimal balance between model performance and token usage

• Interactive Guidance: Answer questions about your needs to receive tailored setting recommendations

• Setting Explanations: Learn about each parameter's impact on model behavior through clear explanations

Model Advisor

• Task-Based Recommendations: Get suggestions for the most suitable AI model based on your specific task

• Comparative Analysis: View side-by-side comparisons of different models' strengths and weaknesses

• Budget Considerations: Receive recommendations that account for your cost constraints

• Performance Metrics: Make informed decisions based on speed, quality, and cost metrics for each model

• Specialized Capabilities: Identify models with particular strengths in areas like code generation, creative writing, or factual responses

Variable Generator

• Automatic Detection: Identify potential variables in your prompts and workflows automatically

• Naming Conventions: Generate consistent and descriptive variable names following best practices

• Type Inference: Automatically detect and suggest appropriate data types for each variable

• Default Values: Provide sensible default values based on variable context and usage

• Documentation: Automatically generate descriptions for each variable to improve workflow clarity

These enhancements to Lleverage provide more powerful tools for prompt experimentation, document processing, complex workflow logic, and AI-assisted configuration. The multi-variant testing in Prompt Studio enables faster optimization, while the new workflow nodes handle more sophisticated data processing scenarios. Our AI helpers streamline configuration decisions, making it easier to get the most out of your AI models and workflows.

The Lleverage Team

Posted: August 15, 2024 Version: 0.2.0