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Nova Elvaris

Building Nova Press. Writing about AI automation, prompt engineering, and the tools that actually deliver. Practical patterns, no hype.

Location San Francisco, CA Joined Joined on  Personal website https://getnovapress.gumroad.com
Token Budgets for Real Projects: How I Keep AI Costs Under $50/Month
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Token Budgets for Real Projects: How I Keep AI Costs Under $50/Month

#ai #productivity #programming #beginners
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3 min read

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Why Your AI Code Review Misses Logic Bugs (and a 4-Step Fix)
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Why Your AI Code Review Misses Logic Bugs (and a 4-Step Fix)

#ai #programming #productivity #codequality
2
Comments
3 min read
The 3-File Context Kit: Everything Your AI Needs to Understand Your Project
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The 3-File Context Kit: Everything Your AI Needs to Understand Your Project

#ai #productivity #programming #beginners
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3 min read
I Tracked Every AI Suggestion for a Week — Here's What I Actually Shipped
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I Tracked Every AI Suggestion for a Week — Here's What I Actually Shipped

#ai #programming #productivity #promptengineering
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2 min read
The AI Pair Programming Anti-Patterns: 5 Habits That Slow You Down
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The AI Pair Programming Anti-Patterns: 5 Habits That Slow You Down

#ai #programming #productivity #beginners
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2 min read
The Pre-Flight Checklist: 7 Things I Verify Before Sending Any Prompt to Production
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The Pre-Flight Checklist: 7 Things I Verify Before Sending Any Prompt to Production

#ai #programming #productivity #beginners
Comments
2 min read
The Scope Lock: A One-Line Prompt Addition That Prevents AI Scope Creep
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The Scope Lock: A One-Line Prompt Addition That Prevents AI Scope Creep

#ai #productivity #beginners #programming
Comments
2 min read
5 Signs Your AI Workflow Needs a Circuit Breaker (Before It Costs You)
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5 Signs Your AI Workflow Needs a Circuit Breaker (Before It Costs You)

#ai #programming #productivity #beginners
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2 min read
The Checkpoint Prompt: Save Your AI's Progress So You Never Lose Work
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The Checkpoint Prompt: Save Your AI's Progress So You Never Lose Work

#ai #productivity #programming #beginners
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2 min read
Why Your AI Prompts Work on Monday and Fail on Friday
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Why Your AI Prompts Work on Monday and Fail on Friday

#ai #productivity #programming
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2 min read
The Blast Radius Check: Measure How Much Damage One AI Change Can Do
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The Blast Radius Check: Measure How Much Damage One AI Change Can Do

#ai #programming #productivity #beginners
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2 min read
The Rollback Prompt: Undo AI Changes Safely Without Losing Context
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The Rollback Prompt: Undo AI Changes Safely Without Losing Context

#ai #programming #productivity #prompts
Comments
2 min read
Why Most AI Code Reviews Miss the Same 3 Bugs (and a Prompt That Catches Them)
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Why Most AI Code Reviews Miss the Same 3 Bugs (and a Prompt That Catches Them)

#ai #programming #productivity #prompts
Comments
3 min read
The Token Audit: A 10-Minute Checklist to Cut Your AI Costs by 40%
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The Token Audit: A 10-Minute Checklist to Cut Your AI Costs by 40%

#ai #productivity #programming #prompts
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2 min read
5 AI Debugging Questions That Save Me an Hour Every Day
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5 AI Debugging Questions That Save Me an Hour Every Day

#ai #productivity #programming #beginners
Comments
2 min read
The Dependency Firewall: Isolate AI Changes So One Bad Prompt Can't Break Your Build
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The Dependency Firewall: Isolate AI Changes So One Bad Prompt Can't Break Your Build

#ai #programming #productivity #beginners
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2 min read
The Blast Radius Check: Estimate AI Code Impact Before You Merge
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The Blast Radius Check: Estimate AI Code Impact Before You Merge

#ai #programming #productivity #beginners
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2 min read
Why Your AI Prompts Break After One Edit (and the Versioning Fix)
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Why Your AI Prompts Break After One Edit (and the Versioning Fix)

#ai #productivity #programming #promptengineering
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2 min read
The Scope Lock Prompt: Stop AI From Refactoring Code You Didn't Ask It to Touch
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The Scope Lock Prompt: Stop AI From Refactoring Code You Didn't Ask It to Touch

#ai #programming #productivity #promptengineering
Comments
2 min read
5 Prompt Mistakes That Make AI Generate Worse Code (With Fixes)
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5 Prompt Mistakes That Make AI Generate Worse Code (With Fixes)

#ai #llm #productivity #programming
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2 min read
The Canary Test: Run AI-Generated Code in a Sandbox Before It Touches Your Repo
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The Canary Test: Run AI-Generated Code in a Sandbox Before It Touches Your Repo

#ai #programming #productivity #beginners
Comments
2 min read
The Rollback Prompt: Undo AI Changes Safely Without Losing Context
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The Rollback Prompt: Undo AI Changes Safely Without Losing Context

#beginners
Comments 1
2 min read
Why Most AI Code Reviews Miss the Same 3 Bugs (and a Prompt That Catches Them)
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Why Most AI Code Reviews Miss the Same 3 Bugs (and a Prompt That Catches Them)

#beginners
Comments
2 min read
The Token Audit: A 10-Minute Checklist to Cut Your AI Costs by 40%
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The Token Audit: A 10-Minute Checklist to Cut Your AI Costs by 40%

#beginners
Comments
2 min read
5 AI Debugging Questions That Save Me an Hour Every Day
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5 AI Debugging Questions That Save Me an Hour Every Day

#beginners
Comments
2 min read
The Dependency Firewall: Isolate AI Changes So One Bad Prompt Can't Break Your Build
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The Dependency Firewall: Isolate AI Changes So One Bad Prompt Can't Break Your Build

#beginners
Comments
2 min read
The One-Shot Migration Prompt: Move Legacy Code Without Breaking Tests
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The One-Shot Migration Prompt: Move Legacy Code Without Breaking Tests

#ai #programming #productivity #beginners
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2 min read
Prompt Canaries: Early Warning Signs Your AI Workflow Is Degrading
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Prompt Canaries: Early Warning Signs Your AI Workflow Is Degrading

#ai #programming #productivity #prompts
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2 min read
The Exit Criteria Pattern: Know When to Stop Iterating with AI
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The Exit Criteria Pattern: Know When to Stop Iterating with AI

#ai #programming #productivity #beginners
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3 min read
5 Context Window Tricks That Cut My Token Usage in Half
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5 Context Window Tricks That Cut My Token Usage in Half

#ai #programming #productivity #llm
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3 min read
The Rubber Duck Prompt: Debug AI Output by Making It Explain Every Decision
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The Rubber Duck Prompt: Debug AI Output by Making It Explain Every Decision

#ai #programming #productivity #promptengineering
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3 min read
The Rubber Duck Prompt: Debug AI Output by Making It Explain Every Decision
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The Rubber Duck Prompt: Debug AI Output by Making It Explain Every Decision

#ai #programming #productivity #prompts
2
Comments
2 min read
The 3-Prompt Rule: Why Limiting AI Turns Produces Better Code
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The 3-Prompt Rule: Why Limiting AI Turns Produces Better Code

#ai #programming #productivity #beginners
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3 min read
The Review Gate Pattern: Auto-Check AI Output Before It Hits Your Branch
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The Review Gate Pattern: Auto-Check AI Output Before It Hits Your Branch

#ai #programming #testing #productivity
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3 min read
Error Budget Prompting: Set Failure Thresholds for AI-Generated Code
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Error Budget Prompting: Set Failure Thresholds for AI-Generated Code

#ai #programming #productivity #devops
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3 min read
The Context Handshake: How to Onboard AI to a Legacy Codebase in 10 Minutes
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The Context Handshake: How to Onboard AI to a Legacy Codebase in 10 Minutes

#ai #programming #productivity #beginners
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3 min read
Prompt Unit Tests: 3 Bash Scripts That Catch Regressions Before Deploy
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Prompt Unit Tests: 3 Bash Scripts That Catch Regressions Before Deploy

#ai #testing #programming #productivity
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3 min read
The Checkpoint Pattern: Save and Resume Long AI Coding Sessions
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The Checkpoint Pattern: Save and Resume Long AI Coding Sessions

#ai #productivity #programming #beginners
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2 min read
Your AI Context Window Is a Cache — Treat It Like One
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Your AI Context Window Is a Cache — Treat It Like One

#ai #programming #productivity #promptengineering
1
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4 min read
How I Review AI-Generated Pull Requests (A Step-by-Step Checklist)
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How I Review AI-Generated Pull Requests (A Step-by-Step Checklist)

#beginners #ai #programming #productivity
1
Comments 1
4 min read
Stop Tweaking Prompts: Build a Feedback Loop Instead
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Stop Tweaking Prompts: Build a Feedback Loop Instead

#ai #promptengineering #productivity #programming
1
Comments 1
3 min read
The Prompt Tax: Why Every AI Feature Costs More Than You Think
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The Prompt Tax: Why Every AI Feature Costs More Than You Think

#discuss #ai #programming #productivity
1
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3 min read
3 AI Coding Workflows I Use Daily (and 2 I Abandoned)
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3 AI Coding Workflows I Use Daily (and 2 I Abandoned)

#ai #productivity #programming #beginners
1
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3 min read
How I Debug AI Hallucinations: A 5-Step Workflow
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How I Debug AI Hallucinations: A 5-Step Workflow

#ai #programming #productivity #beginners
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3 min read
Stop Feeding Your Entire Codebase to AI: A File Selection Strategy
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Stop Feeding Your Entire Codebase to AI: A File Selection Strategy

#ai #programming #productivity #beginners
Comments
3 min read
The Prompt Changelog: Why I Version-Control Every Prompt I Ship
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The Prompt Changelog: Why I Version-Control Every Prompt I Ship

#llm #ai #productivity #programming
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3 min read
7 Signs Your AI Prompt Is Too Long (and How to Fix Each One)
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7 Signs Your AI Prompt Is Too Long (and How to Fix Each One)

#ai #productivity #programming #llm
Comments
3 min read
I Gave My AI Assistant a Style Guide — It Changed Everything
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I Gave My AI Assistant a Style Guide — It Changed Everything

#ai #productivity #programming #beginners
Comments
3 min read
The Debug-First AI Workflow: Why I Make My Assistant Break Things on Purpose
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The Debug-First AI Workflow: Why I Make My Assistant Break Things on Purpose

#ai #testing #programming #productivity
1
Comments
4 min read
Context Windows Are Lying to You: How to Actually Use 128K Tokens
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Context Windows Are Lying to You: How to Actually Use 128K Tokens

#ai #programming #productivity #wecoded
1
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3 min read
Why I Stopped Using AI for Boilerplate (and What I Use It For Instead)
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Why I Stopped Using AI for Boilerplate (and What I Use It For Instead)

#ai #programming #productivity #webdev
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3 min read
The 5-File AI Project Setup That Saves Me Hours Every Week
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The 5-File AI Project Setup That Saves Me Hours Every Week

#ai #productivity #programming #beginners
Comments
3 min read
I Reviewed 50 AI Pull Requests — Here Are the 7 Mistakes I Keep Seeing
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I Reviewed 50 AI Pull Requests — Here Are the 7 Mistakes I Keep Seeing

#ai #programming #productivity #codequality
1
Comments
3 min read
The Pre-Flight Prompt: 5 Checks Before You Let AI Touch Production Code
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The Pre-Flight Prompt: 5 Checks Before You Let AI Touch Production Code

#devops
Comments
4 min read
Stop Copy-Pasting Into ChatGPT: Build a Prompt Pipeline Instead
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Stop Copy-Pasting Into ChatGPT: Build a Prompt Pipeline Instead

#webdev
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4 min read
3 AI Pair Programming Rules I Follow After 100 Sessions
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3 AI Pair Programming Rules I Follow After 100 Sessions

#ai #codequality
1
Comments
3 min read
The 10-Minute AI Onboarding: How I Get a New Assistant Up to Speed on Any Project
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The 10-Minute AI Onboarding: How I Get a New Assistant Up to Speed on Any Project

#ai #productivity #programming #beginners
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3 min read
Why Your AI Assistant Forgets Everything (and How to Fix It With Seed Files)
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Why Your AI Assistant Forgets Everything (and How to Fix It With Seed Files)

#ai #productivity #beginners #programming
3
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3 min read
AI Code Review That Actually Catches Bugs: A 3-Step Prompt Chain
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AI Code Review That Actually Catches Bugs: A 3-Step Prompt Chain

#ai #codereview #programming #productivity
Comments
3 min read
The One-File AI Workspace: How I Keep Context Across Sessions
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The One-File AI Workspace: How I Keep Context Across Sessions

#ai #productivity #programming #tutorial
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3 min read
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