PROBLEM MAP · LAYER TWO

Start with a real need. Find a project worth testing.

Every concrete need is a clue to a GitHub treasure. Define the job first, then compare the software, projects, and workflows worth bringing into the experiment fields.

01Cut costs

Too many subscriptions. Where is the money going?

Separate subscriptions, credits, APIs, cloud GPUs, plugins, and hosting before looking for the GitHub project that can replace one specific cost.

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02Simplify work

Powerful software, painfully complex workflow

Map the real steps first, then look for open-source tools and workflows that remove interfaces, exports, and repetitive setup.

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03Improve quality

Inconsistent results with no clear way to improve them

Prompts, context, source material, models, and human judgment all matter. Find the missing layer instead of blindly switching products.

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04Automate

Copying, pasting, converting, and publishing every day

Stable workflows with clear inputs and outputs are strong candidates for GitHub automation, agents, and reusable pipelines.

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