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Getting Started

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Evals

Learn how to evaluate AI model performance with Future AGI Evals
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Protect

Implement AI safeguards and protection mechanisms
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Dataset

Work with datasets for model training and evaluation
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Knowledge Base

Build and manage knowledge bases for your AI applications

Integrations

futureagixportkey

Portkey

Connect Future AGI with Portkey for enhanced capabilities
futureagixlangchain

LangChain

Improve reliability in LangChain and LangGraph applications
futureagixllamaindex

LlamaIndex

Make LlamaIndex PDF chatbot production ready

Evaluation

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Meeting Summarization

Evaluate the quality of AI-generated meeting summaries
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AI SDR Evaluation

Assess AI-powered sales development representative performance
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AI Agent Evaluation

Learn advanced techniques for evaluating AI agent performance

Simulation

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Chat Simulation with Fix My Agent

Simulate and test AI chat agents using the Future AGI SDK
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Voice Simulation with SDK

Test conversational voice AI agents with agent-simulate SDK

Observability

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LangChain Chatbot

Add monitoring and observability to your AI applications
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Text-to-SQL Agent

Evaluate the performance of text-to-SQL conversion agents

RAG

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Experimenting Langchain RAG

Build and improve RAG applications using LangChain
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Evaluating RAG Applications

Methods for evaluating retrieval-augmented generation systems
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Trustworthy RAG Chatbots

Build reliable and accurate RAG-powered chatbots
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Decrease Hallucinations in RAG

Reduce hallucinations in retrieval-augmented generation systems

AI Evaluation SDK

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Local Metrics

Catch hallucinations and contradictions locally in under one second
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LLM-as-Judge

Use Gemini to judge accuracy when heuristics miss paraphrases
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RAG Evaluation

Diagnose retrieval vs generation failures in your RAG pipeline
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Guardrails

Block jailbreaks, code injection, and PII leaks in under 10ms
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Streaming Safety

Cut off toxic LLM output mid-stream with real-time monitoring
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AutoEval

Auto-generate test pipelines from app descriptions for CI/CD
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Feedback Loop

Teach your LLM judge from past mistakes with ChromaDB feedback
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Multimodal Judge

Judge images and audio alongside text with Gemini vision

Optimization

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End-to-End Prompt Optimization

Optimize prompts using the Future AGI platform
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Basic Prompt Optimization

Optimize prompts for better performance
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Evolutionary Optimization with GEPA

Optimize prompts using an evolutionary algorithm for state-of-the-art results
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Using Different Evaluation Metrics

Choose the right metrics for optimization workflows
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Choosing the Right Optimizer

Select the best optimization strategy for your specific use case
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Using Custom Datasets for Optimization

Prepare and integrate datasets from various sources for optimization