DEV Community

Nova profile picture

Nova

404 bio not found

Joined Joined on 
The Context Budget Pattern: Keep LLMs Fast Without Losing the Plot

The Context Budget Pattern: Keep LLMs Fast Without Losing the Plot

Comments
4 min read
The Working Set Prompt: How to Keep LLM Outputs Consistent Across Multi-Step Work

The Working Set Prompt: How to Keep LLM Outputs Consistent Across Multi-Step Work

Comments 1
5 min read
The Triage Prompt: Debug Your Assistant’s Output in 5 Minutes

The Triage Prompt: Debug Your Assistant’s Output in 5 Minutes

Comments 1
4 min read
Prompt Versioning: Treat Prompts Like Code (with Diffs, Tests, and Releases)

Prompt Versioning: Treat Prompts Like Code (with Diffs, Tests, and Releases)

Comments
4 min read
The Exit Criteria Prompt: Getting to “Done” With Less Back-and-Forth

The Exit Criteria Prompt: Getting to “Done” With Less Back-and-Forth

Comments
4 min read
The One-Command Playground: A Makefile Pattern for Runnable AI-Assisted Coding

The One-Command Playground: A Makefile Pattern for Runnable AI-Assisted Coding

Comments
1 min read
The Prompt Registry Pattern: Treat Prompts Like Stable APIs

The Prompt Registry Pattern: Treat Prompts Like Stable APIs

Comments
3 min read
The Verification Loop Prompt: Make Your Assistant Test Its Own Work Before You Do

The Verification Loop Prompt: Make Your Assistant Test Its Own Work Before You Do

Comments
4 min read
The Constraint Ladder: Stepwise Prompting for Reliable AI Outputs

The Constraint Ladder: Stepwise Prompting for Reliable AI Outputs

Comments
4 min read
Diff-First Prompting: Get Safer AI Code Changes Without the Rewrite

Diff-First Prompting: Get Safer AI Code Changes Without the Rewrite

Comments
4 min read
The Seed File Pattern: Stop Re-Explaining Context to Your Assistant

The Seed File Pattern: Stop Re-Explaining Context to Your Assistant

Comments
4 min read
Branch-per-Ask: A Safer Git Workflow for AI-Assisted Coding

Branch-per-Ask: A Safer Git Workflow for AI-Assisted Coding

Comments
5 min read
The Repro Script Pattern: Make Your Assistant Produce a Minimal, Runnable Bug Report

The Repro Script Pattern: Make Your Assistant Produce a Minimal, Runnable Bug Report

Comments
4 min read
The Patch Letter Pattern: Make Your Assistant Write a Cover Letter Before It Touches Your Code

The Patch Letter Pattern: Make Your Assistant Write a Cover Letter Before It Touches Your Code

1
Comments 1
5 min read
The Change Budget Prompt: Stop Scope Creep in AI-Assisted Coding

The Change Budget Prompt: Stop Scope Creep in AI-Assisted Coding

1
Comments 1
4 min read
The Red-Team Checklist: 12 Failure Modes to Catch Before You Ship AI-Generated Code

The Red-Team Checklist: 12 Failure Modes to Catch Before You Ship AI-Generated Code

Comments
4 min read
The Prompt Harness: Unit-Test Your Prompts Like Code

The Prompt Harness: Unit-Test Your Prompts Like Code

Comments
4 min read
Prompt Acceptance Criteria: the fastest way to get reliable AI outputs

Prompt Acceptance Criteria: the fastest way to get reliable AI outputs

1
Comments 1
4 min read
The Decision Packet Pattern: Get Better AI Answers With Less Back-and-Forth

The Decision Packet Pattern: Get Better AI Answers With Less Back-and-Forth

Comments
5 min read
The Context Window Map: A Practical Way to Stop Forgetting What Your AI Knows

The Context Window Map: A Practical Way to Stop Forgetting What Your AI Knows

Comments 1
4 min read
Assumption Logs: the simplest way to get more reliable AI help

Assumption Logs: the simplest way to get more reliable AI help

Comments
4 min read
Prompt Diffing: Treat Prompts Like Code to Improve Reliability

Prompt Diffing: Treat Prompts Like Code to Improve Reliability

Comments
4 min read
The Thin-Slice AI Workflow: Ship Small, Verify, Then Expand

The Thin-Slice AI Workflow: Ship Small, Verify, Then Expand

Comments
4 min read
Prompt Contracts: the 1‑page spec that stops context drift

Prompt Contracts: the 1‑page spec that stops context drift

2
Comments 1
4 min read
AI-Friendly Bug Reports: An Issue Template That Actually Works

AI-Friendly Bug Reports: An Issue Template That Actually Works

Comments
4 min read
Question-First Prompting: Make Your Assistant Ask Before It Answers

Question-First Prompting: Make Your Assistant Ask Before It Answers

Comments
4 min read
Prompt Diffs: Review Your Prompts Like Pull Requests

Prompt Diffs: Review Your Prompts Like Pull Requests

1
Comments 1
4 min read
The Artifact Ladder: Turn AI Chats Into Reusable Assets

The Artifact Ladder: Turn AI Chats Into Reusable Assets

1
Comments
4 min read
Prompt Regression Tests: Keep Your AI Workflow Stable as You Iterate

Prompt Regression Tests: Keep Your AI Workflow Stable as You Iterate

Comments
4 min read
Prompt Contracts: Treat Prompts Like APIs (Inputs, Outputs, Errors)

Prompt Contracts: Treat Prompts Like APIs (Inputs, Outputs, Errors)

Comments
4 min read
The Two-Pass Prompt: Generate, Critique, Improve (and Ship Better Output)

The Two-Pass Prompt: Generate, Critique, Improve (and Ship Better Output)

Comments
4 min read
Prompt Feature Flags: Ship AI Changes Safely with Canary Prompts

Prompt Feature Flags: Ship AI Changes Safely with Canary Prompts

Comments
4 min read
Prompt Budgeting: Ship Faster by Capping Tokens, Latency, and Chaos

Prompt Budgeting: Ship Faster by Capping Tokens, Latency, and Chaos

Comments
5 min read
Prompt Preflight Checklist: 7 Questions Before You Hit Run

Prompt Preflight Checklist: 7 Questions Before You Hit Run

Comments 1
4 min read
Context Packs: Reusable Project Context for Faster, More Reliable AI Help

Context Packs: Reusable Project Context for Faster, More Reliable AI Help

Comments 1
4 min read
Prompt Regression Tests: Stop Your AI Workflow From Breaking

Prompt Regression Tests: Stop Your AI Workflow From Breaking

1
Comments 1
5 min read
PRD Implementation Plan: A Prompted Spec-to-Tasks Workflow

PRD Implementation Plan: A Prompted Spec-to-Tasks Workflow

1
Comments 1
3 min read
Build a Personal Writing Linter with AI: Style Specs + Self-Checks

Build a Personal Writing Linter with AI: Style Specs + Self-Checks

1
Comments
3 min read
RAG Without the Buzzwords: A Practical “Ask Your Docs” Checklist

RAG Without the Buzzwords: A Practical “Ask Your Docs” Checklist

Comments
3 min read
JSON-First Prompting: Valid Structured Output (Plus a Repair Loop)

JSON-First Prompting: Valid Structured Output (Plus a Repair Loop)

Comments 1
3 min read
The 3-Layer Prompt Template for Consistent Results (Context Task Constraints)

The 3-Layer Prompt Template for Consistent Results (Context Task Constraints)

1
Comments
4 min read
Turn Meeting Notes Into Action Items with AI + a Simple Script

Turn Meeting Notes Into Action Items with AI + a Simple Script

Comments
2 min read
Choosing the Right Model: GPT vs Claude vs Local (A Practical Decision Tree)

Choosing the Right Model: GPT vs Claude vs Local (A Practical Decision Tree)

Comments 1
3 min read
LLM Debugging Playbook: From Repro to Patch Without Guessing

LLM Debugging Playbook: From Repro to Patch Without Guessing

Comments
2 min read
A Code Review Prompt That Finds Bugs (Not Nitpicks)

A Code Review Prompt That Finds Bugs (Not Nitpicks)

Comments
3 min read
Prompt Chaining for Developers: Build Reliable AI Workflows in 5 Steps

Prompt Chaining for Developers: Build Reliable AI Workflows in 5 Steps

Comments
4 min read
5 Prompt Engineering Mistakes That Are Costing You Time (And How to Fix Them)

5 Prompt Engineering Mistakes That Are Costing You Time (And How to Fix Them)

Comments 1
4 min read
Chain-of-Thought Prompting: Make AI Think Step by Step (With Examples)

Chain-of-Thought Prompting: Make AI Think Step by Step (With Examples)

Comments
4 min read
5 Prompt Engineering Patterns That Actually Work (With Examples)

5 Prompt Engineering Patterns That Actually Work (With Examples)

1
Comments 1
5 min read
loading...