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PII Handling Security Expertise Module
Defines PII classification, encryption, masking, and breach response patterns for AI agents and development teams.
✅ ENHANCED SPROUTCV IMPLEMENTATION STATUS REPORT
Reports the implementation status of advanced Google Cloud AI features for a resume analysis platform, listing completed components and deployment steps.
Secure MCP Gateway - Complete Project Analysis
Documents a Python security middleware that sits between MCP clients and servers, adding auth, guardrails, caching, and observability.
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Documents NodeLLM's built-in security features: context isolation, guardrail hooks, tool execution policies, and resource limits for production AI apps.
4.5_Appendix_E
Maps AI-specific threats to SAIF components, CVEs, and CWEs for penetration testers, linking exploit paths to root causes and remediation.
Code Quality Report: Egnyte-LangChain Connector
Audits a LangChain connector's code quality, test coverage, security, and compliance for enterprise deployment readiness.
Data Sovereignty Advisor
Defines a compliance advisor agent that enforces data sovereignty, regulatory adherence, and privacy protection for local AI deployments.
SunCube AI - Comprehensive Documentation
Documents a React/TypeScript EduTech platform's architecture, PostgreSQL migration, and development workflows for CTET exam prep.
Project Memory
Documents a complete RAG system for Paris cultural events with architecture, requirements, and implementation history across 15 phases.
Glossar
Defines retrieval, chunking, embedding, search, reranking, synthesis, and evaluation concepts for RAG experiments.
Golden Dataset Guidelines
Defines a structured format for a golden dataset used to benchmark, regression test, and compare retrieval-augmented generation systems.
PROJECT PLAN STARTER PACK - Complete Index
Maps 12 project planning sections with cross-references, fill times, and a two-week implementation workflow for a complete project charter.
LLM Evaluation
Defines a complete LLM evaluation framework covering dataset creation, automated metrics, LLM-as-judge, A/B testing, and CI regression testing.
Cassandra - AI Review Agent
> *The truth about your code. Seeing bugs before the fall of production. Ignore at your own peril.*
Evaluation of RAG Systems + Presentation Outline
Outlines evaluation strategies for a RAG system and proposes a presentation structure for a project on international student queries.
AI Tester Interview Preparation Guide
Prepares candidates for an AI Tester interview focused on LLM, API, and automation testing in the pharmaceutical industry.
Agents and LLMs
Serves as a personal reference notebook covering LLM families, fine-tuning, RAG, agents, evaluation, and applied AI topics.
Project Memory
Documents a production-ready RAG system for Paris cultural events with hybrid search, LLM generation, and Streamlit UI.
GenAI Benchmarks & Evaluation — Product-Based Companies
Understanding how to **benchmark, evaluate, and compare LLMs** is essential for roles at Google, OpenAI, Anthropic, Cohere, and AI research teams. This file covers the most important benchmarks, evaluation methodologies, and how to build custom evaluation harnesses.
Understanding the Sources of Uncertainty - and Why Our Evals are Biased
Catalogues nine sources of error in AI evaluations, bias and noise, with concrete examples and statistical intuition for each.
Evaluation Framework
Defines a three-layer evaluation system for an AI investment assistant: guardrails, online RAGAS scoring, and offline golden dataset regression tests.
AWS Certified Generative AI Developer – Professional (AIP-C01)
Provides study notes and prep guidance for the AWS Certified Generative AI Developer, Professional (AIP-C01) exam, including exam style, prerequisites, and service summaries.
📈 Trading RAG Mentor
Answers trading questions using your own video transcripts via a RAG pipeline with ChromaDB, LangChain, and a choice of Groq or Ollama LLMs.
IR-Copilot — Incident Response AI Assistant
Serves as a reference implementation for an agentic RAG system with multi-tenant chat, document ingestion, hybrid search, and subagent delegation.