Technical Expertise Library

Keyword-rich guides (~750 words each) on LLMs (Claude, GPT-4o, Gemini, LLaMA 3, Mistral, Mixtral, Cohere, Falcon, BLOOM), agent frameworks (LangChain, LangGraph, AutoGen, CrewAI, Assistants API, MCP, Semantic Kernel), vector DBs (Pinecone, Weaviate, Chroma, pgvector, FAISS), RAG, fine-tuning, LangSmith, W&B, Hugging Face, languages (TypeScript, Python, SQL), React, Next.js, FastAPI, AWS, Docker, Stripe, Twilio, and more—written by Sound Software Development.

AI / LLM platforms & models

• Anthropic Claude (Claude 3) LLM Integration & Enterprise Software
• OpenAI GPT-4o API Integration & Multimodal Application Development
• OpenAI GPT-4 / GPT-4 Turbo Integration & Backend Services
• OpenAI GPT-3.5 Turbo Integration & Cost-Optimized LLM Features
• Google Gemini 1.5 Pro Integration & Vertex AI / Google AI Studio Apps
• Meta LLaMA 3 Open-Weights Integration & On-Prem / VPC Deployment
• Mistral AI Models Integration | Mistral Large, Small & Codestral APIs
• Mixtral MoE (8x7B) Integration | Open-Weights & API Deployment
• Cohere Command R+ Integration | Enterprise Retrieval & RAG APIs
• Falcon LLM Integration | TII Open Models & Private Inference
• BLOOM BigScience LLM Integration | Multilingual Research & Batch NLP

Agent frameworks & tool orchestration

• LangChain Integration & Production Agent Development
• LangGraph Multi-Agent Workflows & Stateful Graph Orchestration
• Microsoft AutoGen Multi-Agent Systems & Group Chat Orchestration
• CrewAI Agent Teams & Role-Based Task Automation
• OpenAI Assistants API Integration | Threads, Files & Tool Calls
• Anthropic Tool Use & Function Calling Integration
• Model Context Protocol (MCP) Integration & Tool Servers
• Microsoft Semantic Kernel Integration | .NET & Python AI Orchestration

Embeddings & vector databases

• OpenAI Embeddings API Integration | text-embedding-3 & Similarity Search
• Sentence Transformers Embeddings | Local & Self-Hosted Semantic Models
• Pinecone Vector Database Integration | Serverless & Pod Indexes
• Weaviate Vector Search Integration | GraphQL & Hybrid Retrieval
• Chroma Vector Database Integration | Embedded & Client-Server RAG
• pgvector PostgreSQL Integration | SQL-Native Vector & RAG Backends
• FAISS Similarity Search Integration | Batch & GPU Indexing

AI infrastructure, RAG & MLOps

• Prompt Engineering Services | Templates, Evals & Production PromptOps
• RAG (Retrieval-Augmented Generation) Architecture & Implementation
• LoRA / PEFT Fine-Tuning & Custom LLM Adaptation
• LangSmith Observability Integration | Traces, Datasets & Regression Tests
• Weights & Biases (W&B) MLOps Integration | Experiments & Model Registry
• Hugging Face Hub Integration | Models, Datasets & Inference Endpoints

Programming languages

• JavaScript & TypeScript (ES2015+) Application Development
• Python 3.x Development for AI, APIs & Data Pipelines
• SQL Development & Performance Tuning for Analytics & OLTP
• Bash / Shell Automation for DevOps & CI/CD
• HTML5 Semantic, Accessible Markup & SEO-Friendly Structure
• CSS3, SCSS & Tailwind CSS Design Systems
• R Statistical Computing Integration & Reporting Pipelines
• MATLAB Integration for Engineering & ASU-Style Coursework Pipelines

Frontend frameworks & UI

• React 18 Development | Concurrent Features & Modern Hooks
• Next.js 14 Application Development | App Router & SSR
• Vue 3 Composition API Development & Pinia State
• Tailwind CSS Framework Expertise | Utility-First UI Systems
• ShadCN/UI + Radix React Component Integration
• Vite Frontend Tooling & Fast HMR Development
• Webpack Module Bundler Configuration for Enterprise Frontends

Backend APIs & services

• Node.js & Express API Development | REST & Middleware
• FastAPI Python API Development | Async & OpenAPI
• Flask Microservices & Lightweight Python APIs
• Django REST Framework (DRF) API Development
• tRPC End-to-End TypeScript APIs with React & Next.js
• GraphQL API Schema Development | Apollo, Relay Patterns
• REST API Design, Versioning & Integration Best Practices

Automation, bots & schedulers

• Puppeteer Browser Automation & Headless Chrome Scraping
• Playwright Testing & Cross-Browser Automation
• Selenium WebDriver Automation & Legacy Browser Support
• n8n Workflow Automation & Self-Hosted Integration
• Make (Integromat) Scenario Automation & Data Routing
• Zapier Integration Expertise & Zaps for SMB Automation
• Robocorp RPA & Python Robot Automation
• PyAutoGUI Desktop GUI Automation (Python)
• Cron & Linux Job Schedulers for Batch AI & Data Jobs

Databases & data stores

• PostgreSQL Database Development | Migrations, Performance & pgvector
• MySQL Database Services | InnoDB, Replication & Tuning
• MongoDB NoSQL Development | Atlas, Aggregations & Search
• Supabase Backend Integration | Auth, Realtime & Postgres
• Firebase & Firestore Integration | Mobile & Web Sync
• Redis Caching, Queues & Rate Limiting for High-Traffic APIs
• SQLite Embedded Database for Edge, Desktop & Tests

Cloud, containers & CI/CD

• AWS Lambda, S3, EC2, RDS & SES Cloud Architecture
• Vercel Serverless Deployment for Next.js & Edge Functions
• Railway Cloud Hosting for Containers & Databases
• Render Web Services & Background Workers Deployment
• Docker Containerization & Compose for Dev/Prod Parity
• GitHub Actions CI/CD Pipelines | Tests, Deploy & LLM Eval Gates

SaaS APIs & integrations

• Gmail API Integration | OAuth, Labels & Automation
• Google Calendar & Google Drive API Integration
• Twilio SMS, Voice & WhatsApp API Integration
• Stripe Payments API Integration | Billing, Connect & Webhooks
• HubSpot CRM API Integration | Deals, Contacts & Workflows
• Salesforce API Integration | REST, Bulk & Event-Driven Sync
• DocuSign API Integration | eSignature & Contract Workflows
• QuickBooks Online API Integration | Accounting Automation
• SendGrid Transactional Email API Integration

Discuss your stack