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ED

Ed Donner

Tier 1 (Hot)Unclaimed Profile

@ed-donner

Co-Founder and CTO at AI startup Nebula.io

Nebula.io New York 3,223 followers 11,236 stars On GitHub since 2021
edwarddonner.com

Analyzed 3m ago

LLM Providers

5

Models Detected

4

AI Repos

8

Est. Monthly Cost

$326.86

AI Sophistication
100%

Basic API

Direct LLM API calls

Frameworks

Using LLM frameworks (LangChain, etc.)

Embeddings

Embedding models for semantic search

RAG

Retrieval-augmented generation with vector stores

Agents

Autonomous agent frameworks

Multi-Provider

Using 3+ LLM providers

Architecture Overview

LLM Providers

OpenAIGoogleAnthropicHuggingFaceGroq
Provider Usage Across Repos
OpenAI8 repos
llm_engineeringagentstech2aiagenticchoose_llmoutsmartconnectearlier_version_of_outsmart
Anthropic7 repos
llm_engineeringagentstech2aichoose_llmoutsmartconnect
Model Diversity
4 models

OpenAI

gpt-4o(8)

Google

gemini-2.5-pro(3)

Anthropic

claude-4-sonnet(7)

Meta

llama-3.3-70b(5)
Interactive Cost Calculator

Estimate costs using published model pricing and your own volume inputs.

Model

Daily API Calls

1,000
10100K

Avg Tokens per Request

1,000
10010,000

gpt-4o pricing

Input: $2.5/1M tokens  ·  Output: $10/1M tokens

These estimates use published model pricing. Actual costs depend on your call volume, prompt length, and response size.

Models

gpt-4ogemini-2.5-proclaude-4-sonnetllama-3.3-70b

Frameworks

LangChainSemantic KernelLiteLLM

Agent Frameworks

LangGraph

Vector Stores

ChromaFAISS

Embeddings

OpenAI Tokenizer

Observability

W&BLangSmith
earlier_version_of_outsmart
Groq4 repos
tech2aichoose_llmoutsmartconnect
Google3 repos
llm_engineeringtech2aioutsmart
HuggingFace1 repo
agents