# The Factory That Dreams: 39 AI Agents, No Framework - Rushabh Doshi, Machinecraft

Source: [YouTube](https://www.youtube.com/watch?v=jtzh-GBXBWc)  
Feed7 permalink: https://feed7.dev/p/the-factory-that-dreams-39-ai-agents-no-framework-rushabh-doshi-machinec-1fwhanr  
Published: Unknown  
Trust: Source Linked (source_linked)

## Why Included

A 100-person factory built a multi-agent sales system around organized company memory, specialist roles, and human approval. The useful pattern is retrieval and governance, not custom model training.

## Source Summary

A **100-person factory** built a system described in the transcript as **36 specialist agents**, backed by vector, graph, and CRM stores rather than a trained model. It exposes **213 tools** and handles nine go-to-market jobs while keeping outbound actions human-approved.

## Practical Implication

Treat company history as engineered memory: ingest private records, separate working facts from episodes and relationships, gate what is retained, and make corrections outrank conflicts. Keep agents narrow, cross-check sources, and preserve the rule that the system drafts while a person sends.

## Agent-Ready Context

A **100-person factory** built a system described in the transcript as **36 specialist agents**, backed by vector, graph, and CRM stores rather than a trained model. It exposes **213 tools** and handles nine go-to-market jobs while keeping outbound actions human-approved.

Treat company history as engineered memory: ingest private records, separate working facts from episodes and relationships, gate what is retained, and make corrections outrank conflicts. Keep agents narrow, cross-check sources, and preserve the rule that the system drafts while a person sends.

The claimed build cost was **about $30,000**, versus a $230,000 agency quote, with a few thousand dollars in monthly running costs. No measured accuracy or business outcomes are given, and the title’s 39-agent count conflicts with the transcript’s 36.

## Context Map

- Layer: agent
- Domains: coding, data
- Topics: multi-agent, agent-memory, harness-engineering

## Uncertainty

- The claimed build cost was **about $30,000**, versus a $230,000 agency quote, with a few thousand dollars in monthly running costs. No measured accuracy or business outcomes are given, and the title’s 39-agent count conflicts with the transcript’s 36.

## Agent Instruction

Use this item as source-backed context. Do not invent claims beyond the linked source. If this item conflicts with another source, call out the conflict.