Automation

3 of the 49 write-ups here are tagged Automation. Every figure quoted below is in the figures table with the sentence it came from.

The figures

• 1000-token — Still, I’d say the Pi base framework’s 1000-token limit seems overstated. →
• 1000 tokens — Its initial system prompt and tool description total under 1000 tokens. →
• 15 minutes — “Order hot or iced coffee for pickup within 15 minutes, 7 a.m. to 8 p.m., at 3 locations in this district, with member pricing applied at checkout” matches a request, and it also happens to tell the assistant that member pricing exists, which is how a brand agent like the one Luckin Coffee and KFC connected to keeps its loyalty economics visible instead of getting flattened into a generic listing. →
• 5 minutes — Pairing WorkBuddy with BrowserAct gets a competitor pricing table in roughly 5 minutes and a product-opportunity report in about 7; a free WorkBuddy account carries 100 credits a day against roughly 10 credits per complex task, which leaves room for around 10 research runs daily before money enters the conversation at all. →
• 20% — The efficiency target one operator set for themselves is specific and aggressive: compress delivery time to 20% of what it was. →

All figures, 408 rows

The write-ups

AI Side Hustle: Stop Selling Hours, Start Selling Plans

The most honest numbers I have seen attached to an AI side hustle are small enough that nobody would put them in a headline: one operator, Xiaomin, clears about 3,873 yuan a month generating images…

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Stop Doing Manual DevOps: How I Use /loop and /hook to Automate My Daily Indie Hacker Tasks

As a solo developer shipping products alone, manual DevOps and repetitive data processing tasks are the silent killers of your side-project momentum, but configuring raw AI agents often creates mor…

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When the AI Picks for the Customer, You Become a Supplier

WeChat’s Xiaowei agent went into closed testing this year, and Qwen’s brand agents already have Luckin Coffee and KFC connected to them.

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All 49 write-ups

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