Mohit Goyal (Harness arc)

Our #neatHack submission Everyone goes on about tokenmaxxxing. But what about when you are on a budget? There have been countless incidents where devs have gone at par with their expected credits budget. That's why we introduce: Tally, the CFO for your AI Agents. Just do: npm install -g tally-agents, and it runs in your terminal. You can do it yourself or just let your agent handle the hassle 👀 Built with: @arithecfo: helped frame Tally’s business around cost per verified task, making agent spending and potential savings measurable. Tally reads the monthly budget, records actual spend by model tier, and sends attempt reports to Ari for cost analysis and hypothetical model comparisons. @EntireHQ: to track our work while building Tally and save checkpoints of important changes. Tally also uses Entire’s code graph to understand which files a task may affect. If a worker hits its budget limit, checkpoint information helps the next worker continue from where it stopped. When the graph finds no matches, Tally searches the repository instead. @neatlogs: to track which model Tally chose, how much it spent, and whether each task succeeded. Tally uses those past results to help choose models for future tasks. The traces also helped us debug workers starting or stopping incorrectly. Our latest parallel run automatically recorded both Tally’s decisions and the workers’ activity. @useOrchestrator: to coordinate the coding agents building Tally, each in its own branch and workspace. Tally also uses it to launch workers on selected models, monitor their token usage, and stop them at budget limits. @crustdata: We used CrustData to research potential customers for Tally, looking for software companies with 20–500 employees. We reviewed 10 returned companies and kept six as possible prospects for the business plan. links in comments :) teapawt.net/bettersayAJ/status/210…