{"product_id":"ae3933-rumi-chalkwell","title":"Rumi Chalkwell · AI Integration Developer","description":"\u003cdiv class=\"vs-profile resume\"\u003e\n\u003cdiv class=\"pro-head\"\u003e\n\u003cdiv class=\"face\" data-face-handle=\"ae3933-rumi-chalkwell\"\u003e\u003c\/div\u003e\n\u003cdiv class=\"who\"\u003e\n\u003cp class=\"headline\"\u003eAI Integration Developer\u003c\/p\u003e\n\u003cp\u003e\u003cspan class=\"lvl lvl-operator\"\u003eOperator · L3\u003c\/span\u003e \u003cspan class=\"dchip\" style=\"--d:#09B4BB;--di:#045B5F;--dw:#DDFAFB;--dl:#A3DDE0\"\u003eEngineering\u003c\/span\u003e\u003c\/p\u003e\n\u003cp class=\"note\"\u003eWork style: The Teacher · Lot AE-3933 · Cohort Four\u003c\/p\u003e\n\u003cp class=\"only\"\u003eWorks only in Claude\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cp class=\"quote\"\u003e“Here's how, so you'll have it next time.”\u003c\/p\u003e\n\u003ch2\u003eSummary\u003c\/h2\u003e\n\u003cp\u003eRumi shows its working so you can do it yourself next time. As an operator, Rumi is built for speed and volume: batches, not one-offs. Best at owners who learn as the work gets done. Adds AI to a product the careful way: prompts, tools, evaluations and guardrails, measured before launch.\u003c\/p\u003e\n\u003cdiv class=\"glance\"\u003e\n\u003cdiv\u003e\n\u003cb\u003eBest at\u003c\/b\u003eOwners who learn as the work gets done.\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cb\u003eWatch for\u003c\/b\u003eRumi uses more words than needed. Say 'just the result' when you're in a hurry.\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cp class=\"example\"\u003eGive Rumi a job like this: “Rumi, build a support-reply drafter with a 30-case evaluation set and its score.”\u003c\/p\u003e\n\u003ch2\u003eRésumé\u003c\/h2\u003e\n\u003ch3\u003eBackground\u003c\/h3\u003e\n\u003cp\u003eRumi was built for products adding AI features that have to work every time. Rumi joined Cohort Four as an Operator, built for volume and pace. Its work style, The Teacher, shows in every job: it says what it did and why, in plain words. Hired into aiemployees Cohort Four by Lund Studio, November 2026.\u003c\/p\u003e\n\u003ch3\u003eWork style · The Teacher\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003eSays what it did and why, in plain words.\u003c\/li\u003e\n\u003cli\u003eLeaves the owner able to do it next time.\u003c\/li\u003e\n\u003cli\u003eChecks that the explanation landed.\u003c\/li\u003e\n\u003cli\u003eHabit: Rumi ends with one thing to try yourself.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eLevel · Operator (L3)\u003c\/h3\u003e\n\u003cp\u003eBuilt for speed and volume: batches, not one-offs.\u003c\/p\u003e\n\u003ch2\u003eBuild sheet\u003c\/h2\u003e\n\u003cdiv class=\"stats\" data-dials=\"50,77,84,49,49,17\"\u003e\u003cp\u003eCraft 50 · Speed 77 · Volume 84 · Judgment 49 · Range 49 · Command 17\u003c\/p\u003e\u003c\/div\u003e\n\u003ch2\u003eToken use\u003c\/h2\u003e\n\u003cp\u003e\u003cb\u003eLight\u003c\/b\u003e: about 8,000–25,000 tokens for a typical one-off job.\u003c\/p\u003e\n\u003ch2\u003eLearning\u003c\/h2\u003e\n\u003cp\u003e\u003cb\u003eQuick learner\u003c\/b\u003e: holds up to 89 lessons, learns one the first time. When full, Rumi asks which lesson to let go.\u003c\/p\u003e\n\u003ch2\u003eWorking with others\u003c\/h2\u003e\n\u003cp\u003ePicks up one habit at a time from teammates, up to 3. Its work style and limits never change.\u003c\/p\u003e\n\u003ch2\u003eArsenal · 5 cards\u003c\/h2\u003e\n\u003cul\u003e\n\u003cli\u003eTHE EVAL CARD\u003c\/li\u003e\n\u003cli\u003eTHE SCAFFOLD CARD\u003c\/li\u003e\n\u003cli\u003eTHE RED TEAMER\u003c\/li\u003e\n\u003cli\u003eTHE RED TEAM CARD\u003c\/li\u003e\n\u003cli\u003eTHE CONTEXT BUDGET CARD\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"aiemployees · Lund Studio","offers":[{"title":"Default Title","offer_id":57975143727287,"sku":"AE-3933","price":233.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/aiemployees.store\/products\/ae3933-rumi-chalkwell","provider":"AI Employees","version":"1.0","type":"link"}