Tag: ai-workflow
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AI coding workflows: Rescue patterns when an agent has gone off the rails
A field-tested take on rescue patterns when an agent has gone off the rails with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
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Writing acceptance tests first, agents second
The most reliable way to use a coding agent isn't a better prompt. It's writing the acceptance test first, so the agent has a target it can't argue with and you have a stopping condition.
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AI coding workflows: Treating diffs as the primary artefact, chat as exhaust
A field-tested take on treating diffs as the primary artefact, chat as exhaust with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
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The Freelancer's AI Stack — Run Your Whole Business From a MacBook
A complete AI stack for freelancers on a MacBook. Proposal drafting prompts, invoice automation with Shortcuts, local Whisper meeting transcription, contract review, and bookkeeping with LLM-generated pandas — with real time savings and costs.
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The AI Photography Workflow Pros Run on MacBook Pros
A professional AI photography workflow on MacBook Pro: AI culling tools, Lightroom AI masking and Denoise benchmarks on M-series chips, Topaz and DxO processing times, and where AI must stay out of pro work.
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I Tracked Every AI Query for a Month — The Results Changed My Setup
I logged every AI query for 30 days using Open WebUI logs and the llm CLI. The data showed 80% of queries run fine on a local model — here's the routing setup and cost savings that followed.
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AI coding workflows: Scorecard question: did this PR have to exist?
A field-tested take on the scorecard question: did this PR have to exist? with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
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The Podcast Production Stack That Runs Entirely on One MacBook
A complete AI podcast production workflow on Apple Silicon. Audio Hijack recording, AI voice isolation, Whisper transcription with timestamps, local LLM show notes and chapter markers, with prices and free alternatives for every step.
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AI coding workflows: Pair-with-AI rituals that survive a team of ten
A field-tested take on pair-with-AI rituals that survive a team of ten with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
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AI coding workflows: Daily shutdown routine that actually ships code
A field-tested take on a daily shutdown routine that actually ships code with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
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AI coding workflows: Small reversible steps instead of one heroic prompt
A field-tested take on small reversible steps instead of one heroic prompt with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
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AI coding workflows: Review cycle that keeps agent output honest
A field-tested take on the review cycle that keeps agent output honest with AI coding workflows: what it rewards, where it breaks, and how to keep the workflow honest.
