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Vision-in-the-Loop: When the AI Rewrites Its Own Prompts from the Generated Frame

Vision-in-the-Loop: When the AI Rewrites Its Own Prompts from the Generated Frame

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7 min read
The Plan Gate Contradiction Chain: When a Planner Is Blind to Its Own Grading Criteria

The Plan Gate Contradiction Chain: When a Planner Is Blind to Its Own Grading Criteria

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7 min read
Six Phases: Diagnosing an Ad Generator's Regression Against Its Own Corpus

Six Phases: Diagnosing an Ad Generator's Regression Against Its Own Corpus

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5 min read
The Critic Panel: Teaching an AI Pipeline to Check Its Own Work

The Critic Panel: Teaching an AI Pipeline to Check Its Own Work

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10 min read
The Hallucinating Camera: Directing a Model That Has No Lens

The Hallucinating Camera: Directing a Model That Has No Lens

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5 min read
Prompt Engineering with Claude: Getting Reliable JSON Output in TypeScript

Prompt Engineering with Claude: Getting Reliable JSON Output in TypeScript

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8 min read
Building A Prompt Template That Works Without You In The Room

Building A Prompt Template That Works Without You In The Room

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4 min read
Reusing A Prompt System Across Clients Without Turning It Into A One Size Fits All Failure

Reusing A Prompt System Across Clients Without Turning It Into A One Size Fits All Failure

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4 min read
Maintaining A Government Custom GPT After The Training Ends Is A Different Job Than Building It

Maintaining A Government Custom GPT After The Training Ends Is A Different Job Than Building It

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4 min read
A personal context layer, part 2: Memory is not history

A personal context layer, part 2: Memory is not history

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6 min read
Seedance 2.5 Prompting: A Practical Guide to Better AI Videos

Seedance 2.5 Prompting: A Practical Guide to Better AI Videos

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8 min read
How to Stop an Image Model From Ignoring Your Reference Image

How to Stop an Image Model From Ignoring Your Reference Image

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6 min read
Token Optimization: What We Learned the Hard Way

Token Optimization: What We Learned the Hard Way

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5 min read
A news-watch bot, an 8,900-character prompt, and three rules that never reached the model

A news-watch bot, an 8,900-character prompt, and three rules that never reached the model

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8 min read
Six prompt-optimization frameworks: what matters when you run them on the same task

Six prompt-optimization frameworks: what matters when you run them on the same task

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3 min read
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