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Prompt Engineering Blog

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

Prompt Patterns for AI Agents That Don't Break in Production
Prompt Tips•9 min

Prompt Patterns for AI Agents That Don't Break in Production

A pragmatic set of prompt patterns for building reliable, testable, and secure AI agents-grounded in real production lessons and current research.

Mar 06, 2026
System Prompts Decoded: What Claude 4.6, GPT‑5.3, and Gemini 3.1 Are Actually Told Behind the Scenes
Prompt Tips•10 min

System Prompts Decoded: What Claude 4.6, GPT‑5.3, and Gemini 3.1 Are Actually Told Behind the Scenes

A practical, evidence-based look at what "system prompts" really contain, why you can't reliably see them, and how to prompt around them.

Mar 05, 2026
How to Write Prompts for Cursor, Windsurf, and AI Code Editors in 2026
Prompt Tips•9 min

How to Write Prompts for Cursor, Windsurf, and AI Code Editors in 2026

A practical way to prompt AI code editors: treat prompts like specs, control context, request diffs, and iterate using error taxonomies.

Mar 05, 2026
Context Engineering in Practice: A Step-by-Step Migration From Prompt Engineering
Prompt Tips•9 min

Context Engineering in Practice: A Step-by-Step Migration From Prompt Engineering

Move from brittle, giant prompts to an engineered context pipeline with retrieval, memory, structure, and evaluation loops.

Mar 05, 2026
How to Write Prompts for GPT-5.3 (March 2026): The Practical Playbook
Prompt Tips•9 min

How to Write Prompts for GPT-5.3 (March 2026): The Practical Playbook

A prompt-writing approach for GPT-5.3 in March 2026-built around structure, testability, and output control, with real prompt templates.

Mar 05, 2026
How to Write Prompts for DeepSeek R1: A Practical Playbook for 2026
Prompt Tips•11 min

How to Write Prompts for DeepSeek R1: A Practical Playbook for 2026

A field-tested prompt structure for DeepSeek R1-built around planning, constraints, and failure-proof iteration for dev and product teams.

Mar 05, 2026
How to Test and Evaluate Your Prompts Systematically (Without Chasing Vibes)
Prompt Tips•9 min

How to Test and Evaluate Your Prompts Systematically (Without Chasing Vibes)

A practical workflow for prompt QA: define success, build a golden set, run regressions, and use judges carefully-plus stress testing for reliability.

Mar 05, 2026
Prompt Engineering Certification: Is It Worth It in 2026?
Prompt Tips•9 min

Prompt Engineering Certification: Is It Worth It in 2026?

Certifications can help, but only if they prove you can ship reliable LLM systems-not just write clever prompts.

Mar 05, 2026
Multimodal Prompting in Practice: Combining Text, Images, and Audio Without Chaos
Prompt Tips•10 min

Multimodal Prompting in Practice: Combining Text, Images, and Audio Without Chaos

A hands-on mental model for multimodal prompts-how to anchor intent in text, ground it in images, and verify it with audio.

Mar 04, 2026
What Are Tokens in AI (Really) - and Why They Matter for Prompts
Prompt Tips•8 min

What Are Tokens in AI (Really) - and Why They Matter for Prompts

Tokens are the units LLMs actually process. If you ignore them, you'll pay more, lose context, and get worse outputs.

Mar 04, 2026
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
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