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Ryan Cole

Software engineer working on AI. I run slowly, cook without measuring, and spend too long picking a movie. Always up for a good sci-fi book.

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Running GLM-5.3-Flash Locally: Memory Budgets, Runtime Choices, and Working Commands

Running GLM-5.3-Flash Locally: Memory Budgets, Runtime Choices, and Working Commands

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9 min read
Building Short Videos with Sora 2’s Native Audio

Building Short Videos with Sora 2’s Native Audio

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7 min read
Building Short Midjourney V1 Videos with an Image-to-Video API

Building Short Midjourney V1 Videos with an Image-to-Video API

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6 min read
How I’d Choose Between GPT-Image-2.5 and Nano Banana 2 for Production

How I’d Choose Between GPT-Image-2.5 and Nano Banana 2 for Production

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9 min read
Free ChatGPT for Students: What I’d Check Before Paying for Plus

Free ChatGPT for Students: What I’d Check Before Paying for Plus

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5 min read
Building a Resilient Multi-Model AI Stack in 2026

Building a Resilient Multi-Model AI Stack in 2026

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6 min read
How to Use Midjourney on Discord in 2026

How to Use Midjourney on Discord in 2026

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6 min read
How to Update Gemini CLI to the Latest Version: Complete Guide, New Features & Pro Tips

How to Update Gemini CLI to the Latest Version: Complete Guide, New Features & Pro Tips

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9 min read
Claude Sonnet 5: What the Leaks Mean for Developers

Claude Sonnet 5: What the Leaks Mean for Developers

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7 min read
Integrating GPT-5.6: API Access, Real Costs, and Fallback Design

Integrating GPT-5.6: API Access, Real Costs, and Fallback Design

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6 min read
One OpenAI Client, Multiple Models: What I Check Before Shipping

One OpenAI Client, Multiple Models: What I Check Before Shipping

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7 min read
Gemini 4 Pro’s Leaked Scores: What I’d Check Before Switching Models

Gemini 4 Pro’s Leaked Scores: What I’d Check Before Switching Models

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7 min read
Claude Opus 5 Rumors: What I’d Evaluate Before Switching Models

Claude Opus 5 Rumors: What I’d Evaluate Before Switching Models

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6 min read
Claude Fable 5.1 Benchmark Results: The Gains Are Mostly in Execution

Claude Fable 5.1 Benchmark Results: The Gains Are Mostly in Execution

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9 min read
Choosing a Replicate Alternative Starts With the Workload

Choosing a Replicate Alternative Starts With the Workload

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6 min read
Claude Opus 5 Integration Notes: Endpoints, Token Budgets, and Routing

Claude Opus 5 Integration Notes: Endpoints, Token Budgets, and Routing

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6 min read
How I Would Choose a Production Video API in August 2026

How I Would Choose a Production Video API in August 2026

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7 min read
Muse Spark 1.2: Evaluate the Coding Agent, Not Just the Model

Muse Spark 1.2: Evaluate the Coding Agent, Not Just the Model

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8 min read
ChatGPT Images 2.5: Where Free Creation Ends and API Billing Starts

ChatGPT Images 2.5: Where Free Creation Ends and API Billing Starts

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7 min read
Integrating Claude Fable 5.1 Without Breaking Your Agent Workflow

Integrating Claude Fable 5.1 Without Breaking Your Agent Workflow

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9 min read
DeepSeek Harness vs Claude Code: Choosing an Agent Runtime, Not Just a Model

DeepSeek Harness vs Claude Code: Choosing an Agent Runtime, Not Just a Model

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7 min read
Claude Opus 5.2: What the Claude Code Gray-Scale Tests Actually Suggest

Claude Opus 5.2: What the Claude Code Gray-Scale Tests Actually Suggest

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7 min read
Testing GPT-6 Astra Without an Upfront API Bill

Testing GPT-6 Astra Without an Upfront API Bill

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7 min read
Qwen-Image-3.0: Where I’d Use It for Text-Heavy Images and Editing

Qwen-Image-3.0: Where I’d Use It for Text-Heavy Images and Editing

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9 min read
GPT-Image-2.5 in Production: Default to Flare, Escalate to Sunburst

GPT-Image-2.5 in Production: Default to Flare, Escalate to Sunburst

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9 min read
GPT-6 Astra vs GPT-5.6 Sol: Choosing by Completed Work, Not Model Age

GPT-6 Astra vs GPT-5.6 Sol: Choosing by Completed Work, Not Model Age

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10 min read
How I’d Build a Production Image Generation Queue with One API

How I’d Build a Production Image Generation Queue with One API

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3 min read
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