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Practical prompt engineering -- every post includes real prompts you can copy and adapt.

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Few-Shot Prompting Is Dead Weight in 2026: When Zero-Shot With Constraints Outperforms Examples

Mar 28, 2026 •6 min

Few-Shot Prompting Is Dead Weight in 2026: When Zero-Shot With Constraints Outperforms Examples

The counterintuitive cases where removing examples improves output quality

few-shot prompting

How Accountants Are Using AI to Draft Client Advisory Letters in Half the Time

Mar 28, 2026 •6 min

How Accountants Are Using AI to Draft Client Advisory Letters in Half the Time

The prompts that turn raw financials into client-ready advisory letters, and the judgment calls AI can't make for you

Prompts for Product Managers: From User Research Synthesis to PRD Generation

Mar 28, 2026 •6 min

Prompts for Product Managers: From User Research Synthesis to PRD Generation

The PM prompt toolkit that replaces 6 hours of synthesis work with 20 minutes

product management

Healthcare Prompting Done Right: Clinical Decision Support Without Liability Landmines

Mar 28, 2026 •6 min

Healthcare Prompting Done Right: Clinical Decision Support Without Liability Landmines

Prompt guardrails for medical applications that regulators and clinicians can trust

healthcare AI prompting

Legal Document Review Prompting: Clause Extraction Without Hallucinated Citations

Mar 28, 2026 •7 min

Legal Document Review Prompting: Clause Extraction Without Hallucinated Citations

The grounding techniques that keep LLMs honest with legal text

legal prompting

Prompting for Financial Analysis: Extract Insights From Earnings Calls and SEC Filings

Mar 28, 2026 •7 min

Prompting for Financial Analysis: Extract Insights From Earnings Calls and SEC Filings

Structured prompts that turn 100-page filings into actionable intelligence

financial analysis

Test Generation Prompts That Produce Tests Worth Keeping

Mar 28, 2026 •6 min

Test Generation Prompts That Produce Tests Worth Keeping

Why most AI-generated tests are useless and the prompt structure that fixes it

test generation

Prompting for Database Migrations: Generate Safe, Reversible Schema Changes

Mar 28, 2026 •7 min

Prompting for Database Migrations: Generate Safe, Reversible Schema Changes

The constraint-heavy prompt template that prevents destructive migrations

prompt engineering

The System Prompt Architecture for Coding Agents: What Claude Code and Cursor Get Right

Mar 28, 2026 •6 min

The System Prompt Architecture for Coding Agents: What Claude Code and Cursor Get Right

Reverse-engineering the prompt patterns behind production coding agents

Agentic Code Review: Prompts That Catch Bugs Static Analysis Misses

Mar 28, 2026 •7 min

Agentic Code Review: Prompts That Catch Bugs Static Analysis Misses

The code review prompt chain that finds logic errors, not just style violations

Building Prompt Guardrails: Input Filtering and Output Validation for LLM-Powered Apps

Mar 28, 2026 •8 min

Building Prompt Guardrails: Input Filtering and Output Validation for LLM-Powered Apps

The defense-in-depth prompt security stack every AI app needs

Prompting for Threat Modeling: STRIDE Analysis With an LLM Co-Pilot

Mar 28, 2026 •6 min

Prompting for Threat Modeling: STRIDE Analysis With an LLM Co-Pilot

Turn architecture diagrams into threat models in 15 minutes

prompt engineering