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Upload a sample PDF, get a drafted accessibility template.
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We tried drafting accessibility templates without an LLM first.
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I burned 39% of a weekly Codex quota in four and a half hours.
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After a 14-hour Codex run, I want long agent tasks controlled by a queue with a clear finish line and reviewable evidence.
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AI agents increase code output faster than teams increase review capacity.
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Claude Fable 5 refused a defensive review of our own SaaS application twice, including a prompt that explicitly banned exploit guidance.
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DocEngine now runs veraPDF after processing a document and reports PDF/UA-1 conformance and failed checks in the same workflow.
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My son wanted a hanging solar bulb on his desk, so we used an AI agent, parametric CAD, and a 3D printer to make a stand.
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I added Windows support to a tool that exports local coding-agent history.
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I built a prototype of Warp as an ACP client, with Warp handling the terminal UI and a local process owning the agent runtime.
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An AI interface should create a table, dashboard, or task board when chat is the wrong way to inspect the work.
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The same government foreword used 37.4% to 67.5% more tokens in Norwegian Bokmål than in English, despite fewer characters.
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AI helps a capable builder move faster.
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Chat works for commands.
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Agents can inspect stale bugs, duplicate issues, old PRs, and half-finished ideas without getting bored.
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For DocEngine, I want a shared issue-to-PR process with repository instructions, automated checks, and explicit human approval.
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I use AI for uncertain classification, deterministic code for final writes, and human review when a mistake is hard to reverse.
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AI can produce a convincing first version quickly.
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OpenClaw helped investigate and fix its own bug.
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An agent should prove what it completed, report failures, and record the lesson so the same mistake does not return next week.
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X exported my tweets and media, but not 1,174 Grok conversations.
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I used AI to classify 1,388 password-manager entries.
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I built a local Android SMS Gateway skill so OpenClaw can send texts, receive replies, and export inbox data over Tailscale.
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UA1.dev checks PDFs against PDF/UA-1 in a web interface or through a JSON API for CI, scripts, and agents.
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What long-term CCM work with Gjensidige taught me about technical memory, trust, accessibility, and controlled communication.
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Checking one PDF by hand proves little.
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Long-running CCM work builds knowledge of templates, integrations, business rules, production windows, and the cost of a wrong change.
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A CCM platform connects business rules, customer data, legal text, templates, delivery, and archives each time an organization sends a document.
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Why I started writing about CCM, document systems, AI tools, and the engineering behind them.