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Heng-Shiou Sheu

HireableTier 2 (Warm)Unclaimed Profile

@heng-xiu

@FCU-IoT-Homework Taiwan 36 followers 170 stars On GitHub since 2013
r23456999@gmail.com @HengSheu https://r23456999.medium.com/

Analyzed just now

LLM Providers

3

Models Detected

3

AI Repos

3

Est. Monthly Cost

$82.05

AI Sophistication
83%

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

GoogleHuggingFaceOpenAI

Models

gemini-2.5-prollama-3.3-70b
Provider Usage Across Repos
Google1 repo
virtual-tryon
HuggingFace1 repo
build-taiwan-llm-from-scratch
OpenAI1 repo
Model Diversity
3 models

Google

gemini-2.5-pro(1)

Meta

llama-3.3-70b(1)

OpenAI

gpt-4o(1)
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

gemini-2.5-pro pricing

Input: $1.25/1M tokens  ·  Output: $10/1M tokens

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

gpt-4o

Frameworks

LangChain

Vector Stores

Chroma

Embeddings

OpenAI Tokenizer
class_langchain