MODEL LAYER
Foundation reasoning & multimodal intelligence powering structured workflows.
GPT-4oClaude 3GeminiLlamaHuggingFace
Used in multi-agent orchestration, structured RAG, and enterprise automation.
1.5+
Years of hands-on experience
AI Context Engineer
Praveen Jogi
AI Context Engineer specializing in production-grade agentic AI and enterprise automation. Designing scalable LLM architectures with MCP integrations and advanced RAG (Pinecone, Weaviate, Milvus). Transforming AI concepts into secure, business-aligned production systems.
Tech Stack
Languages & Runtimes
FastAPIFlaskREST ArchitectureOAuth 2.0
Agent Orchestration
LangGraphCrewAIAutoGenCustom Multi-Agent Systems
Vector DBs & RAG
ChromaDBPineconeWeaviateMilvus
Certifications
"The true logic of this world is in the calculus of probabilities."
— James Clerk Maxwell
Intelligence Architecture
API & INTEGRATION LAYER
Provider abstraction and multi-model switching via unified interfaces.
OpenAI APIAnthropic APIGemini API
Client → API Gateway → Model Provider
DATA & RETRIEVAL LAYER
Contextual grounding using vector search and structured retrieval pipelines.
ChromaDBPineconeWeaviateMilvusAdvanced RAG (Hybrid Search, Re-ranking, Memory)MongoDBRedisFirebase
User Query→Embed→Vector Search→Context Injection→Model
AGENT ORCHESTRATION
Stateful, multi-step reasoning systems with graph-based execution.
LangGraphCrewAIAutoGenCustom Multi-Agent SystemsMCP (Model Context Protocol)
Planner→Tools→Memory→Executor→Output
BACKEND & SECURITY
Authenticated, access-controlled, production-grade APIs.
JWTFirebase AuthAPI Access ControlSecure Secret Management
RBACRate LimitingSecure Token Handling
PERCEPTION & DEEP LEARNING
Vision pipelines and domain-specific model training.
Deep LearningPyMuPDF (PDF reading / thumbnails)Pillow (image processing)pypdf
CNNMultimodal ProcessingEdge Inference
DEPLOYMENT & MONITORING
Scalable deployment with logging, monitoring and CI/CD.
LoggingCI/CDAPI Monitoring
Latency · Error Rate · Throughput · Cost
CLOUD INFRASTRUCTURE
Elastic compute across cloud and serverless environments.
Docker ComposeKubernetesCI/CDLogging & ObservabilityAzureGoogle CloudVercelRender
Selected Projects
Apex SaaS Framework
Problem
Apex SaaS Framework is a comprehensive FastAPI boilerplate designed to eliminate the repetitive…
Solution
The framework follows a strict Clean Architecture pattern, ensuring separation of concerns and long-term…
Impact
Launch complete SaaS backends with auth and payments in minutes.; Built-in RBAC and multi-tenancy…
Click to view details and links
More projects
AI-Based Question Generation System
GPT-4 API
Developed a robust AI system for generating educational questions using GPT-4 API, reducing manual tasks by 80%. Enhanced scalability and optimized content quality for multiple educational platforms.
Tech
GPT-4 APILangChainFlask
Deep Dive Case Studies
Narratives of engineering journeys, from architectural decisions to deployment challenges.
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