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Access interactive notes, code walk-throughs, and downloadable PDF worksheets curated for students and learners.
I'm Amol Shukla — an AI Developer, Trainer, and Agentic AI Expert with 2+ years of experience helping developers and data professionals master Python, machine learning, and generative AI.
As a full-time AI trainer at Ikigai School of AI, I design project-based curricula, mentor students through placements, and build production applications — from agentic AI pipelines to full-stack web products — in parallel.
2+ years training developers and data professionals in Python, machine learning, and generative AI.
Design ReAct-style agent pipelines, tool-calling systems, and safe production LLM workflows.
Hands-on LLM and GenAI training that takes learners from prompt engineering to deployment.
Ship end-to-end products with Next.js, React, TypeScript, Python, and FastAPI.
Amol Shukla's curated collection of production-tested system prompts, agentic ReAct patterns, and LLM optimization templates engineered for real-world applications.
Engineers an autonomous agent using the Reasoning + Acting (ReAct) paradigm with strict tool schemas, loop controls, and self-correction.
Transforms raw, ambiguous prompt requests into robust, structured XML system prompts with guardrails, few-shot examples, and edge case rules.
Performs deep code reviews identifying security vulnerabilities (OWASP), performance bottlenecks, type flaws, and delivers clean refactored code.
Simulates a multi-agent committee (Advocate, Critic, Synthesizer) to systematically eliminate bias, hallucinations, and oversights.
Guides LLMs through step-by-step statistical reasoning to uncover trends, outliers, data correlations, and actionable business insights.
Decomposes high-level user goals into a Directed Acyclic Graph (DAG) of executable subtasks with explicit dependencies and parallel nodes.
A track record of delivering AI training and building production software across companies and startups.
Showcasing impactful projects and technical achievements.
PersonalForged an immersive 3D Portfolio Card utilizing the prowess of Three.js and Blender, where art and technology converge in an interactive masterpiece.
PersonalAn LLM-based tutoring assistant designed to support learners in DSA, DBMS, and Python with context-aware answers.
PersonalAn AI-driven resume screening system that compares resumes against job descriptions and generates ATS-friendly suggestions.
Key skills that define my professional identity.
Build context-aware, reasoning applications with LLMs using flexible chains and agents.
Develop predictive models, classification systems, and regression pipelines using structured data.
Orchestrate multi-actor LLM applications with stateful, multi-agent workflows.
Debug, test, evaluate, and monitor LLM applications and agent actions.
Design workflow automation and AI agent pipelines with a node-based integration system.
Train neural networks, convolution architectures, and transformers for complex AI tasks.
Thoughts on AI, software engineering, and building in public.