AI landscape, LLM concepts, model strengths and limits
Use-case discovery lab and safe AI handling
Start AI Use-Case Audit
Responsible AI, privacy, bias, hallucinations, human review
Workflow mapping and automation opportunity scoring
Submit AI Use-Case Audit
Prompt patterns for summary, extraction, classification
Prompt templates, variables, examples, and constraints
Start Business Prompt Library
Structured prompting, output formats, rubrics
Evaluation loops, edge cases, prompt versioning
Submit Business Prompt Library
Python setup, notebooks, variables, control flow
Functions, files, errors, packages, and environments
Start AI Utility Notebook
Working with text, CSV, Excel, JSON, and PDFs
API requests, logging, reusable helper functions
Build automation helper scripts
AI APIs, model parameters, cost awareness
Structured outputs, validation, retries, batch workflows
Submit Structured Extraction Workflow
Embeddings, chunking, metadata, similarity search
Vector database setup and document preparation
Start Document Search Prototype
Search evaluation, ranking, retrieval failure modes
Citation checks and answer grounding
Submit Document Search Prototype
RAG architecture and context assembly
Knowledge Q&A assistant build lab and evaluation
Submit Policy or Knowledge Q&A Assistant
Function calling, tool schemas, validation
Connect AI to files, calculators, APIs, and business rules
Start Tool-Calling Agent
Planning loops, error recovery, human approval
Agent debugging, logs, traces, and guardrail tests
Submit Tool-Calling Agent
Workflow mapping, triggers, actions, approvals
Zapier/Make plus Python automation patterns
Start Business Automation System
Orchestration, memory, monitoring, audit trails
Production-readiness checklist and stakeholder demo
Submit Business Automation System
Demo app structure, user flow, failure states
Deploy or package AI Workflow Demo App
Submit AI Workflow Demo App
GitHub portfolio, README, architecture notes
Mock interviews, CV, LinkedIn, and project defense
Submit Agentic AI Portfolio Pack