AI Knowledge Hub

Your AI bible for learning, best practices, and trusted links for building with modern AI tools.

What's Inside

A robust AI section with curated resources, implementation guides, practical tools, and downloadable templates.

Resources

28

Guides

8

Tools

15

Downloads

5

AI Best Practices

A practical checklist for responsible, high-quality AI workflows.

Define outcomes before prompts

Start with clear success criteria (format, tone, constraints, and quality bar) before writing any prompt.

Ground outputs in trusted context

Provide source data and ask for citations to reduce hallucinations and improve factual reliability.

Evaluate with real edge cases

Test prompts and workflows against noisy, incomplete, and adversarial inputs before shipping.

Protect sensitive information

Avoid sending secrets, private user data, and regulated information to models unless policy allows it.

Keep a human review loop

Use human approval for high-impact outputs (legal, financial, medical, and production changes).

Version prompts and measure changes

Track prompt versions and monitor quality metrics so improvements are repeatable and auditable.

AI Quick Start

Use this flow when launching an AI feature.

  1. Document your use case, risks, and measurable success criteria.
  2. Choose models based on quality, latency, and cost constraints.
  3. Design prompts with explicit output schemas and examples.
  4. Add guardrails for unsafe or non-compliant requests.
  5. Log prompts/responses and evaluate quality continuously.

AI Resources Library

Browse trusted links for learning, prompting, building, evaluation, safety, and AI community updates.

OpenAI API Docs

Free

Official API guides and reference for building AI-powered products.

Building & APIs

Anthropic Prompt Engineering

Free

Prompt engineering techniques and safety-focused guidance.

Prompt Engineering

Google AI Studio Docs

Free

Guidance for prototyping and shipping with Gemini models.

Building & APIs

Hugging Face Course

Free

Comprehensive free course covering modern NLP and LLM foundations.

Learning

DeepLearning.AI Short Courses

Free

Practical AI courses on prompting, RAG, agents, and evaluation.

Learning

LangChain Documentation

Free

Framework docs for building retrieval, agents, and LLM applications.

Building & APIs

Vercel AI SDK

Free

Production-focused TypeScript SDK for chat, streaming, and tool calling.

Building & APIs

Prompt Engineering Guide

Free

Community-maintained prompt strategy examples and references.

Prompt Engineering

OpenAI Evals

Free

Framework and patterns for evaluating model outputs reliably.

Evaluation

Weights & Biases Weave

Free

Tracing and evaluation tooling for LLM applications.

Evaluation

OWASP Top 10 for LLM Apps

Free

Common AI security risks and mitigations for production systems.

Safety & Governance

NIST AI Risk Management Framework

Free

Framework for governing and managing AI risk.

Safety & Governance

Partnership on AI

Free

Research and guidance on responsible AI development and deployment.

Safety & Governance

LMSYS Chatbot Arena

Free

Community benchmark and model comparison leaderboard.

Community

Papers with Code

Free

Research papers linked with implementations and benchmarks.

Learning

Latent Space

Free

Community newsletter and interviews on applied AI engineering.

Community

Hugging Face Daily Papers

Free

Daily AI paper highlights and trend tracking.

Community

Model Spec

Free

Guidelines for safe and helpful model behavior.

Safety & Governance

Google AI Essentials

Foundational AI literacy course for practical workplace applications.

Learning

Microsoft Learn AI Skills

Free

Hands-on paths for AI concepts, copilots, and responsible AI.

Learning

Cohere Docs

Free

Developer documentation for text generation, embeddings, and search.

Building & APIs

OpenRouter Docs

Free

Unified API access and routing across multiple model providers.

Building & APIs

Arize Phoenix

Free

Open-source observability and evaluation for LLM applications.

Evaluation

RAGAS

Free

Automated evaluation framework for retrieval-augmented generation systems.

Evaluation

EU AI Act Overview

Free

High-level compliance orientation for teams shipping AI in the EU.

Safety & Governance

OECD AI Principles

Free

Internationally recognized policy principles for trustworthy AI.

Safety & Governance

Towards AI

Free

Practical tutorials and explainers across applied AI workflows.

Community

Full Stack Deep Learning

Free

Community and curriculum for shipping ML and AI systems.

Community

AI Guides

Ready-to-use playbooks for planning, shipping, and governing AI workflows.

Prompt Design Playbook

Beginner

A practical framework for writing clear prompts with context, constraints, and output format.

Audience: Content, marketing, operations, and product teams

promptsqualityoutput format

Production AI Launch Checklist

Intermediate

A release guide covering reliability, evaluations, guardrails, and monitoring before launch.

Audience: Product managers and engineering teams

launchqualitymonitoring

RAG System Blueprint

Advanced

A blueprint for retrieval pipelines, chunking strategy, embedding quality, and answer grounding.

Audience: Developers building support or internal knowledge assistants

ragretrievalgrounding

AI Evaluation Framework

Intermediate

How to define test sets, acceptance criteria, and automated scoring for repeatable quality checks.

Audience: AI engineers and QA owners

evalsmetricstesting

Prompt Security & Safety Guide

Advanced

Defensive patterns for prompt injection resistance, data protection, and risky-output controls.

Audience: Security-conscious teams deploying AI externally

securitysafetypolicy

AI Workflow Automation Guide

Beginner

Map repetitive tasks to AI-assisted workflows and define success metrics per automation lane.

Audience: Operations and growth teams

automationopsroi

Executive AI Adoption Brief

Beginner

A leadership-level guide for prioritizing use cases, governance, and team enablement.

Audience: Founders and department leaders

strategygovernanceadoption

Multimodal Content Workflow

Intermediate

A repeatable process for combining text, image, and video tools into one production pipeline.

Audience: Creative teams and agencies

contentimagevideo

AI Tools Directory

Curated tools for assistants, coding, automation, writing, media generation, and research.

ChatGPT

Free Tier

General-purpose assistant for writing, reasoning, planning, and ideation.

Best for: Everyday business and creative workflows

Assistants

Claude

Free Tier

Long-context assistant for writing, analysis, and nuanced instruction following.

Best for: Long-form analysis and documentation

Assistants

Gemini

Free Tier

Google assistant ecosystem for multimodal reasoning and productivity tasks.

Best for: Google Workspace-aligned productivity

Assistants

Zapier AI

Free Tier

Automation workflows powered by AI and app integrations.

Best for: No-code workflow orchestration

Automation

Make

Free Tier

Visual automation builder for connecting AI steps into business processes.

Best for: Complex multi-step automation

Automation

Notion AI

Paid

AI-powered drafting, summarization, and knowledge management inside Notion.

Best for: Internal documentation and project notes

Writing

Jasper

Paid

Marketing-focused AI writing platform for campaigns and brand content.

Best for: Brand-aligned marketing copy

Writing

GitHub Copilot

Free Tier

Code completion and coding assistant integrated with popular IDEs.

Best for: Developer productivity

Coding

Cursor

Free Tier

AI-native code editor for implementation, refactoring, and codebase navigation.

Best for: Agentic coding workflows

Coding

Replit AI

Free Tier

Cloud coding workspace with AI-assisted development and deployment support.

Best for: Rapid prototyping and collaboration

Coding

Canva Magic Studio

Free Tier

AI-assisted creative suite for design, presentations, and social assets.

Best for: Fast marketing creative production

Image & Video

Runway

Free Tier

AI video generation and editing platform for content teams.

Best for: Video ideation and post-production

Image & Video

Perplexity

Free Tier

AI-powered answer engine optimized for cited web research.

Best for: Fast cited research and discovery

Research

Elicit

Free Tier

Research assistant for literature review and evidence extraction.

Best for: Evidence-backed research workflows

Research

Consensus

Free Tier

Academic search tool focused on evidence-based answers from studies.

Best for: Scientific and academic research summaries

Research

Downloads

Download practical AI templates and worksheets to operationalize your workflows.