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Prompt Engineering Blog

Tips, tutorials, and insights on prompt engineering for ChatGPT, Claude, Gemini, and more.

Temperature vs Top‑P: The Two Knobs That Quietly Rewrite Your Model's Personality
Prompt Tips•9 min

Temperature vs Top‑P: The Two Knobs That Quietly Rewrite Your Model's Personality

Temperature and top‑p both change how tokens are sampled-but in different ways. Here's how they reshape reliability, diversity, and failure modes.

Mar 04, 2026
How to Reduce AI Hallucinations with Better Prompts (Without Pretending Prompts Are Magic)
Prompt Tips•10 min

How to Reduce AI Hallucinations with Better Prompts (Without Pretending Prompts Are Magic)

A practical prompting playbook to cut hallucinations: clarify, constrain, demand evidence, and force uncertainty-plus when to stop prompting and add retrieval.

Mar 03, 2026
Fine-Tuning vs Prompt Engineering: Which Is Better (and When Each Wins)
Prompt Tips•9 min

Fine-Tuning vs Prompt Engineering: Which Is Better (and When Each Wins)

A practical, opinionated way to decide between prompting, fine-tuning, and the hybrid middle ground-without burning weeks on the wrong lever.

Mar 03, 2026
Prompt Injection: What It Is, Why It Works, and How to Prevent It in Real LLM Apps
Prompt Tips•10 min

Prompt Injection: What It Is, Why It Works, and How to Prevent It in Real LLM Apps

Prompt injection is the #1 OWASP risk for LLM apps. Here's how it actually breaks agents-and the defenses that hold up in production.

Mar 03, 2026
The Prompt That Moves Your Memory From ChatGPT to Claude in 60 Seconds
Prompt Tips•7 min

The Prompt That Moves Your Memory From ChatGPT to Claude in 60 Seconds

Anthropic built a one-prompt migration path from ChatGPT to Claude. Here is the exact prompt, how to use it, what transfers, and what gets lost.

Mar 02, 2026
AI Prompts for Market Research: The Workflow I Use to Go From "Vibes" to Evidence
Prompt Tips•10 min

AI Prompts for Market Research: The Workflow I Use to Go From "Vibes" to Evidence

A practical prompt workflow for market research: scoping, sourcing, synthesizing, simulating, and stress-testing insights without fooling yourself.

Mar 02, 2026
Prompt Engineering Salary and Career Guide (2026): What's Actually Getting Paid Now
Prompt Tips•9 min

Prompt Engineering Salary and Career Guide (2026): What's Actually Getting Paid Now

A 2026 career map for "prompt engineering": real job titles, compensation signals, and the skills that survive the hype cycle.

Mar 02, 2026
Best AI Prompts for Customer Support Chatbots: Templates That Actually Reduce Tickets
Prompt Tips•10 min

Best AI Prompts for Customer Support Chatbots: Templates That Actually Reduce Tickets

A practical prompt library for support chatbots-triage, clarify, resolve, and escalate-grounded in LLM research and battle-tested patterns.

Mar 02, 2026
How to Automate Workflows with Prompt Templates (Without Creating a Prompt Spaghetti Monster)
Prompt Tips•10 min

How to Automate Workflows with Prompt Templates (Without Creating a Prompt Spaghetti Monster)

A practical guide to turning prompts into reusable, testable workflow components-using templates, structured outputs, and orchestration patterns.

Mar 01, 2026
AI Prompts for Project Management and Planning: How to Get Better Plans (Not Longer Chats)
Prompt Tips•10 min

AI Prompts for Project Management and Planning: How to Get Better Plans (Not Longer Chats)

A practical prompt playbook for scoping, scheduling, risk, and stakeholder comms-grounded in planning research and structured-output reliability.

Mar 01, 2026
How to Build a Prompt Library for Your Team (That Doesn't Rot in Two Weeks)
Prompt Tips•8 min

How to Build a Prompt Library for Your Team (That Doesn't Rot in Two Weeks)

A practical, engineering-minded way to standardize, version, and evaluate prompts so your whole team can reuse what works.

Mar 01, 2026
February 2026 AI Prompt Digest: Context Engineering, Visual AI Prompts, and the Technique Explosion
AI Digest•9 min

February 2026 AI Prompt Digest: Context Engineering, Visual AI Prompts, and the Technique Explosion

February's biggest shift: prompt engineering split into advanced techniques, visual AI prompting, and practical industry templates. Plus, context engineering officially replaced 'just write better prompts' as the default advice.

Feb 28, 2026
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