3. Data, Science & AI

Tracks and optimizes AI agent specialization during methodology development, capturing evolution of agent sets and meta-agents for systematic cross-experiment learning.

Builds text and voice AI agents with multi-agent workflows, structured outputs, and guardrails using OpenAI Agents SDK, deployable to Cloudflare and Next.js.

Enables stateful AI agent development with persistent reasoning using OpenAI's Responses API, enhancing multi-turn performance and cache efficiency.

Runs LLMs, image generation, and embeddings on Cloudflare Workers AI with RAG support, streaming, and AI Gateway for cost management.

Generates high-dimensional embeddings for vector search, enabling RAG systems, semantic search, and document clustering using Google's Gemini API.

SDK for building autonomous AI agents with JSON schema validation, plugins, and event-driven workflows for coding, SRE, and security applications.

Generates evidence-based clinical decision support reports with statistical analysis, biomarker stratification, and regulatory compliance for pharmaceutical research.

Builds document Q&A and searchable knowledge bases using Google Gemini File Search with automatic RAG, chunking, and embeddings for 100+ file formats.

Integrates Google Gemini API (v1.27+) for text, multimodal (images/video/audio/PDFs), function calling, and thinking mode with error handling.

Generates publication-quality scientific diagrams (neural networks, biological pathways) via AI with iterative refinement and quality review.

Builds stateful chatbots with OpenAI Assistants API v2, enabling RAG, Code Interpreter, and File Search for troubleshooting common AI integration issues.

Builds semantic search with Cloudflare Vectorize V2, covering migration from V1, async mutations, and performance improvements (5M vectors, 31ms latency).

Builds conversational AI voice agents with ElevenLabs, supporting RAG knowledge bases, multi-voice, and real-time speech-to-text via SDKs.

Creates annotation workflows for AI applications, enabling log analysis, evaluation data extraction, and LLM-as-a-judge systems.

Searches and analyzes X (Twitter) data using xAI Grok 4 via OpenRouter, providing real-time insights on trends, hashtags, and user engagement.

Retrieves HR profile data from ServiceNow, enabling access to employee information for HR processes and reporting.

Provides tools for querying, analyzing, and managing time series data stored in ServiceNow MetricBase for monitoring and operational insights.

Computes aggregate statistics (e.g., sum, average) on ServiceNow tables for data analysis and reporting.

Diagnoses and optimizes AI skill execution issues including context explosion, data flow disruption, and agent coordination failures.

Creates production-ready Osiris ETL components (extractors, writers, processors) with validation, healthchecks, and E2B cloud compatibility.

Provides external AI validation for code architecture and decisions using OpenAI Codex CLI, generating structured JSON outputs for comparative analysis.

Manages knowledge graphs to represent and query entities and relationships across multiple projects, enhancing data connectivity and insights.

Converts ML Product Requirements Documents (PRDs) into structured prd.json format for ML-Ralph integration.

Annotates AI agent prompts with XML tags to analyze structure, detect gaps, and extract reusable components for better prompt engineering and agent comparison.