12 min read
AI Prompt Engineering Blog
Expert guides, tutorials, and insights to master the art of prompt engineering for ChatGPT, Claude, Gemini, and beyond.
Latest Articles
Page 14 of 23reflexionprompt engineering
Reflexion Prompting Guide: Verbal Self-Reflection After Failures (2026)
How reflexion prompting works — the agent writes a reflection after each failed attempt, accumulating episodic memory that guides later retries.
Replit AgentAI coding agent
Replit Agent Prompting Guide (2026)
How to prompt Replit Agent — product-brief prompts for full-stack scaffolding, iteration patterns, and the run-observe-refine loop.
11 min read
RAGretrieval augmented
The 4 Reusable RAG Prompt Patterns: A Named-Patterns Reference (2026)
Four named, reusable prompt patterns that make RAG actually work — explicit citation, groundedness framing, chunk formatting, and negative handling — plus the failure modes and tests for each.
11 min read
self-refineprompt engineering
Self-Refine Prompting: Critique and Revise in One Loop (2026)
How self-refine prompting works — the model produces, critiques, and revises. When this single-model loop helps, when it hurts, and how to prompt for it.
10 min read
semantic cachingprompt caching
Semantic Caching vs Prompt Caching: Different Caches, Different Jobs (2026)
Semantic caching skips the model on similar queries; prompt caching skips compute on repeated prefixes. Both cut cost but solve different problems — and most production systems use both.
11 min read
spec-drivenAI coding agents
Spec-Driven AI Coding: Writing Specs Agents Execute Well (2026)
How to write specs agents execute well — user story, acceptance criteria, out-of-scope, constraints. The spec is the prompt when agents run autonomously.
11 min read
system promptuser prompt
System Prompt vs User Prompt: What Goes Where (2026)
The difference between system prompts and user prompts — stable persona vs dynamic task — and why the split matters for caching, attention, and consistency.
11 min read
token economicsLLM costs
Token Economics Guide (2026): Making AI Cheap Enough to Ship
Token economics for production LLM apps — input vs output pricing, caching amortization, model tiering, and the trade-offs that decide what's affordable.
10 min read
tool usefunction calling
Tool Use Prompting Patterns: Getting Reliable Tool Calls (2026)
Prompt patterns that make tool use reliable — clear tool descriptions, tool-forcing vs tool-permitting, error recovery, and handling malformed arguments.
12 min read
v0Vercel
v0 Prompting Guide: How to Prompt Vercel v0 (2026)
How to prompt Vercel v0 for production-quality UI. Component-level prompts, screenshot-to-UI, iteration patterns, and what v0 is (and isn't) good at.
10 min read
WindsurfCodeium
Windsurf AI Prompting Guide (2026)
How to prompt Windsurf — Codeium's AI-first IDE. Cascade agentic mode, flow-based context awareness, and when to trust vs. constrain auto-context.
11 min read
contractslegal AI
AI Contract Analysis: How to Prompt AI to Review Contracts Like a Senior Associate
Step-by-step guide to using AI for contract analysis. Prompt templates for clause extraction, risk flagging, liability analysis, and comparison against standard terms.
13 min read
legal researchcase law
Legal Research with AI: Prompts for Case Law, Statutes, and Regulatory Analysis
AI prompt templates for legal research — case law analysis, statutory interpretation, and regulatory compliance. Includes critical guidance on verifying AI output and avoiding hallucinated citations.
10 min read
AI modelsmodel comparison
Which AI Model Should You Use? A Decision Framework for 2026
A practical decision framework for choosing between Claude, ChatGPT, Gemini, and other AI models based on your task, budget, and workflow.
20 min read
teamsbudgeting
AI Prompt Budgeting for Teams: How to Manage Costs Without Limiting Productivity
Set up AI token budgets, monitoring, and template-based workflows that keep costs predictable without throttling your team's productivity.
16 min read
complianceGDPR
AI Prompts for Compliance: GDPR, SOC 2, and Regulatory Framework Analysis
AI prompt templates for compliance work — GDPR assessments, SOC 2 audit prep, privacy policy review, risk assessment, and gap analysis across regulatory frameworks.
10 min read
financefinancial analysis
AI Prompts for Finance: Templates for Analysis, Reporting, and Risk Assessment
Practical AI prompt templates for finance professionals. Ratio analysis, trend identification, quarterly reporting, investor updates, and risk scenario modeling.
12 min read
legallawyers
AI Prompts for Lawyers: 20 Templates for Legal Research, Drafting, and Review
Practical AI prompt templates for legal professionals. Contract analysis, legal research, brief drafting, due diligence, and compliance checking with jurisdiction-specific formatting.
10 min read