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Work notes on AI, ads, and digital systems for business owners and teams.
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The price per token does not tell you the bill. Use a 4-part token formula, check the cache and the 272,000-token line, then calculate the cost per successful task in rupiah with the JISDOR rate.
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Jev writes no text. It answers typed questions and returns choices, scores, and confidence. We pointed it at our own Agentic CRM: 227 sessions, 1,100 decisions, 20.8 seconds, 0.0094 USD. Here is how to wire it, and what it found.
Every WhatsApp API reply above 1,000 messages per business number now costs Rp356.65 in Indonesia. This guide gives 7 steps to send fewer messages per resolution, move chats into the free 72 hour window, and choose an AI reply engine, with data from our own number.
We opened the Meta Ad Library page of Alex Hormozi on 19 September 2026, then walked every destination page. The result: 4 message angles, 5 offer rungs, and 1 layer that is never advertised. This article gives 7 steps to check it yourself.
Eight decision points you can hand to a decision model: a chat turn guard, lead triage, a claim guard, intent routing, ad review, article quality, search re-ranking, and an agent step guard.
A Rp350,000 daily budget may become Rp612,500 on 1 day and Rp2,450,000 in 1 week. This article explains the Meta rules, shows 1 week of data from our own account, and gives 7 steps to check and cap the spend.
Jev returns typed decisions, a generative LLM returns text. Here is the difference in output, cost, and how code reads them, plus 6 questions that tell you which tool you need.
Claude Cowork calls MCP from Anthropic cloud, not from the laptop. This article locks the public URL, who presses Add, and when write tools must stay off.
OpenAI introduced Sponsored Agents, prompt-based campaign management, AI creative tools, and HubSpot and Shopify integrations. This is an operational checklist for Indonesian teams.
Jev bills input tokens only, at 0.042 USD per 1M, and output tokens are free. Here is the 3 line formula, the real figures from our audit of 227 conversations, and 4 ways to cut the bill.
Jev is an AI model from TypeSafe that generates no text. It answers typed questions and returns choices, scores, probabilities, and confidence that your code can read directly.
The cost of an AI marketing consultant has 3 parts: the consultant fee, the ad budget, and tool costs. This guide explains 5 price models, the Rama Digital price list, hidden costs, and 5 steps to calculate payback before you pay.
A meat proxy forwards AI output without checking it. Learn the term’s history, inspect an order-report example, and use a checklist before sending an answer.
Hermes Agent 0.21.3 was released on September 14, 2026, to fix remote-session failures during refresh bursts and duplicate state.db writer handles. Here is the impact, scope, and safe upgrade plan.
An AI agent finishes the feature in 1 day. This article gives a 6-day plan to break that feature on purpose: dead dependencies, corrupt data, expired tokens, then a game day. It includes a multi-agent Claude Code workflow and data from DORA, METR, and Stack Overflow 2025.
Many founders call "subscription" their business model. It is a revenue model, 1 of 9 canvas blocks. This article separates the two, compares 8 revenue model types, prices 1 dummy product 3 ways, and gives 5 steps to choose.
A 10–15 slide deck for a 15–20 minute pitch, and a 7-folder data room ready before the term sheet. These 7 steps use the YC slide order, a bottom-up market size, an 18–24 month use of funds, and the YC data room checklist. The 6-week schedule uses dummy data.
EMQ is Meta's 0-to-10 score for matching server events to Meta accounts. This guide reads the score in Events Manager, explains what a higher score gives you, and shows 5 ways to raise it with screenshots.
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