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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
How I Debug AI Hallucinations: A 5-Step Workflow

How I Debug AI Hallucinations: A 5-Step Workflow

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3 min read

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Stop Feeding Your Entire Codebase to AI: A File Selection Strategy

Stop Feeding Your Entire Codebase to AI: A File Selection Strategy

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3 min read
The Prompt Changelog: Why I Version-Control Every Prompt I Ship

The Prompt Changelog: Why I Version-Control Every Prompt I Ship

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3 min read
7 Signs Your AI Prompt Is Too Long (and How to Fix Each One)

7 Signs Your AI Prompt Is Too Long (and How to Fix Each One)

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3 min read
I Gave My AI Assistant a Style Guide — It Changed Everything

I Gave My AI Assistant a Style Guide — It Changed Everything

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3 min read
The Debug-First AI Workflow: Why I Make My Assistant Break Things on Purpose

The Debug-First AI Workflow: Why I Make My Assistant Break Things on Purpose

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4 min read
Context Windows Are Lying to You: How to Actually Use 128K Tokens

Context Windows Are Lying to You: How to Actually Use 128K Tokens

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Why I Stopped Using AI for Boilerplate (and What I Use It For Instead)

Why I Stopped Using AI for Boilerplate (and What I Use It For Instead)

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The 5-File AI Project Setup That Saves Me Hours Every Week

The 5-File AI Project Setup That Saves Me Hours Every Week

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I Reviewed 50 AI Pull Requests — Here Are the 7 Mistakes I Keep Seeing

I Reviewed 50 AI Pull Requests — Here Are the 7 Mistakes I Keep Seeing

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The Pre-Flight Prompt: 5 Checks Before You Let AI Touch Production Code

The Pre-Flight Prompt: 5 Checks Before You Let AI Touch Production Code

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Stop Copy-Pasting Into ChatGPT: Build a Prompt Pipeline Instead

Stop Copy-Pasting Into ChatGPT: Build a Prompt Pipeline Instead

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

3 AI Pair Programming Rules I Follow After 100 Sessions

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The 10-Minute AI Onboarding: How I Get a New Assistant Up to Speed on Any Project

The 10-Minute AI Onboarding: How I Get a New Assistant Up to Speed on Any Project

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Why Your AI Assistant Forgets Everything (and How to Fix It With Seed Files)

Why Your AI Assistant Forgets Everything (and How to Fix It With Seed Files)

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AI Code Review That Actually Catches Bugs: A 3-Step Prompt Chain

AI Code Review That Actually Catches Bugs: A 3-Step Prompt Chain

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The One-File AI Workspace: How I Keep Context Across Sessions

The One-File AI Workspace: How I Keep Context Across Sessions

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Prompt Contracts v2: Add Validation Rules to Your AI Prompts (Template Included)

Prompt Contracts v2: Add Validation Rules to Your AI Prompts (Template Included)

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5 AI Coding Mistakes That Waste Hours (and the Prompts That Fix Them)

5 AI Coding Mistakes That Waste Hours (and the Prompts That Fix Them)

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

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

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Scaffolded Test-First Prompting: Get Correct Code From the First Run

Scaffolded Test-First Prompting: Get Correct Code From the First Run

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

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

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

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

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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

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

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

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A Prompt Debugging Checklist: 9 Questions When AI Output Goes Off the Rails

A Prompt Debugging Checklist: 9 Questions When AI Output Goes Off the Rails

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4 min read
Spec-First Prompting: The 1-Page Brief I Write Before Asking AI for Code

Spec-First Prompting: The 1-Page Brief I Write Before Asking AI for Code

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4 min read
Verification Loops for AI Coding: Make the Model Test Before You Review

Verification Loops for AI Coding: Make the Model Test Before You Review

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Acceptance Criteria for AI Tasks: A Simple Template That Cuts Rework

Acceptance Criteria for AI Tasks: A Simple Template That Cuts Rework

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How to Write a Prompt Contract That Stops Context Drift

How to Write a Prompt Contract That Stops Context Drift

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LLM Observability: Log, Trace, and Score Your AI Calls Like an API

LLM Observability: Log, Trace, and Score Your AI Calls Like an API

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5 min read
Checklist-Driven Code Reviews: Faster, Safer PRs With Small Automations

Checklist-Driven Code Reviews: Faster, Safer PRs With Small Automations

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5 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)

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The Artifact Ladder: Turn AI Chats Into Reusable Assets

The Artifact Ladder: Turn AI Chats Into Reusable Assets

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The Prompt Handoff Pattern: Make AI Work Survive Session Resets and Team Handoffs

The Prompt Handoff Pattern: Make AI Work Survive Session Resets and Team Handoffs

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Scaffolded Test-First Prompting: Get Correct Code From the First Run

Scaffolded Test-First Prompting: Get Correct Code From the First Run

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The Prompt README Pattern: Make AI Workflows Maintainable

The Prompt README Pattern: Make AI Workflows Maintainable

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The Triage Prompt: Turn a Messy Bug Backlog Into a Workable Plan

The Triage Prompt: Turn a Messy Bug Backlog Into a Workable Plan

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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

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The Prompt Sidecar: Instrument LLM Calls Without Breaking Your Workflow

The Prompt Sidecar: Instrument LLM Calls Without Breaking Your Workflow

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The Glossary-First Prompt: Align on Terms Before You Ask for Code

The Glossary-First Prompt: Align on Terms Before You Ask for Code

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The Dependency Map Prompt: Understand a Codebase in 20 Minutes (Before You Touch Anything)

The Dependency Map Prompt: Understand a Codebase in 20 Minutes (Before You Touch Anything)

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Prompt Regression Testing: Ship AI Workflows Without Surprises

Prompt Regression Testing: Ship AI Workflows Without Surprises

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Checklist Prompting: Make Your Assistant Self-Review Before You Read

Checklist Prompting: Make Your Assistant Self-Review Before You Read

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Prompt Preflight: A 10‑Minute Checklist for Reliable LLM Workflows

Prompt Preflight: A 10‑Minute Checklist for Reliable LLM Workflows

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The Timeboxed Agent Loop: Use AI Without Letting It Eat Your Day

The Timeboxed Agent Loop: Use AI Without Letting It Eat Your Day

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Failing-Test-First Prompting: Make Your Assistant Write the Test Before the Fix

Failing-Test-First Prompting: Make Your Assistant Write the Test Before the Fix

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The Assumption Inventory Prompt: Catch Hidden Requirements Before You Code

The Assumption Inventory Prompt: Catch Hidden Requirements Before You Code

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Diff-First Prompting: Get Cleaner AI Code Changes by Asking for a Patch

Diff-First Prompting: Get Cleaner AI Code Changes by Asking for a Patch

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Spec-First Prompting: Write a One-Page Design Doc Before You Ask for Code

Spec-First Prompting: Write a One-Page Design Doc Before You Ask for Code

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Prompt Observability: Debug AI Workflows with Trace IDs, Structured Logs, and Golden Outputs

Prompt Observability: Debug AI Workflows with Trace IDs, Structured Logs, and Golden Outputs

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The Artifact Contract Prompt: Get Deliverables, Not Just Answers

The Artifact Contract Prompt: Get Deliverables, Not Just Answers

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The Minimal Repro Prompt: Turn “It’s Broken” Into a Runnable Bug Report

The Minimal Repro Prompt: Turn “It’s Broken” Into a Runnable Bug Report

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The Postmortem Prompt: Turn Bad Outputs Into Better Workflows (Template Included)

The Postmortem Prompt: Turn Bad Outputs Into Better Workflows (Template Included)

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The Postmortem Prompt: Turn Bad Outputs Into Better Workflows

The Postmortem Prompt: Turn Bad Outputs Into Better Workflows

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The Debugging Prompt Stack: A Repeatable 4-Step Template for Faster Fixes

The Debugging Prompt Stack: A Repeatable 4-Step Template for Faster Fixes

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The Prompt Regression Test: Stop Breaking Your AI Workflow by Accident

The Prompt Regression Test: Stop Breaking Your AI Workflow by Accident

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Shadow Mode Prompting: Let AI Suggest Changes Without Shipping Them

Shadow Mode Prompting: Let AI Suggest Changes Without Shipping Them

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The Output Contract Prompt: Make AI Deliver Exactly What You Can Ship

The Output Contract Prompt: Make AI Deliver Exactly What You Can Ship

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The Trust Boundary Prompt: Safer AI Workflows with Explicit Permissions

The Trust Boundary Prompt: Safer AI Workflows with Explicit Permissions

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