Prompt Engineering

13 articles about prompt engineering.

Teaching AI Agents Taste Through Examples - Five Good, Five Bad

·3 min read

Showing examples works better than abstract guidelines for AI agents. Five good and five bad examples teach taste more effectively than pages of written rules.

ai-agentprompt-engineeringclaude-mdcode-qualitybest-practices

Building AI Agents Changed How I Think - Tools Matter More Than Prompts

·3 min read

After building AI agents, the biggest lesson is that tool design matters far more than prompt engineering. Better tools make mediocre prompts work. Great

ai-agenttool-designprompt-engineeringdeveloper-experiencelessonsllmdevs

I Designed My Claude Code Personality to Challenge Me

·2 min read

Setting up Claude Code with anti-agreeableness and selective pushback produces better results than a compliant agent. The best agent personality challenges

claude-codeagent-personalityprompt-engineeringdeveloper-toolsproductivity

CLAUDE.md Structure for Lossy Context Compression - Top and Bottom Wins

·2 min read

Context windows compress lossily. Structure your CLAUDE.md so critical instructions appear at the top and bottom - redundancy survives compression better

claude-mdcontext-windowprompt-engineeringai-agentmemory

Getting AI Models to Follow Instructions - Atomic Task Decomposition

·2 min read

When Sonnet refuses to follow directions, the fix is not a better prompt. Break tasks into atomic, verifiable steps that leave no room for interpretation or

prompt-engineeringai-agentstask-decompositionreliabilityinstructions

LLMs Forget Instructions Like ADHD Brains - Instruction Decay in Long Sessions

·3 min read

Instructions fade in long AI agent sessions the same way focus drifts in ADHD brains. Learn about instruction decay and practical mitigation strategies for

instruction-decaylong-sessionscontext-windowreliabilityprompt-engineeringartificial

Personality Is a Luxury Tax on AI Agents - How Trimming CLAUDE.md Improved Output

·2 min read

Personality is a luxury tax. Trimming CLAUDE.md personality instructions improved code output quality by reducing token waste and keeping the agent focused

claude-mdai-agentprompt-engineeringcode-qualityoptimization

Steal Prompt Structure Patterns, Not Content

·6 min read

The valuable part of a good prompt is not the words - it is the structure. How it decomposes tasks, what constraints it enforces, and how it handles edge cases. A guide to building a transferable prompt pattern library.

promptsprompt-engineeringpatternsstructureagent-design

Stripping Personality from AI Agent Config for 7 Days - The Token Cost of Personality

·2 min read

We removed all personality instructions from our AI agent for a week. The token savings were significant. Personality is a luxury tax on every single agent

ai-agenttoken-costoptimizationpersonalityprompt-engineering

How to Structure AI Agent Prompts for Long-Running Tasks

·3 min read

Techniques for maintaining coherence across multi-hour AI agent sessions. Checkpoints, context refreshes, and prompt structure that prevents drift over long

prompt-engineeringai-agentslong-running-taskscontext-managementproductivity

Why 200K Context Models Outperform 1M When You Aggressively Clear Context

·2 min read

The biggest quality jump in AI agent workflows is not upgrading to a larger context window - it is being more aggressive about clearing context between tasks.

context-window200k-context1m-contextai-agentsprompt-engineering

The Real AI Coding Skill Is Problem Decomposition, Not Prompt Engineering

·5 min read

The developers who get the most from AI coding tools are not better at prompting. They are better at decomposing problems. Here is the concrete workflow with examples that separate 2x from 10x AI-assisted developers.

ai-codingproblem-decompositionprompt-engineeringdeveloper-skillsproductivity

The Pottery Era of Software - When Your 20-Line Skill File Grows to 600+

·2 min read

AI skill files start small but evolve into hand-tuned masterpieces through daily iteration. This is the pottery era of software - shaping instructions

skill-filesclaude-mdprompt-engineeringai-workflowspottery-metaphor

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