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hilo — a factory's brain

An AI agent that runs the floor of a textile workshop: it quotes, buys, and tracks production.

Next.jsClaudeDrizzlePostgreSQLTelegram BotTypeScript

Overview

hilo is the nervous system of a Colombian textile workshop: it connects quoting with production, purchasing, and cash. On top lives an agent that captures information without friction and proposes the next step — always as a draft, never executing on its own.

Problem

In a garment workshop the information lives in people's heads and on paper: how much fabric each garment takes, what stage each order is in, what is owed to which supplier. Nobody has time to sit and fill in a system, so the system never reflects reality.

Solution

Drop the friction of data capture to zero and let an agent do the heavy lifting. You send a photo of an invoice over Telegram with a plain-language instruction and it proposes the entry; the operator scans a QR at their station and logs progress by quantity; the agent learns how much fabric each garment consumes by asking when it does not know.

Technical Architecture

1
Conversational captureChat and voice → projects, quotes, and invoice entries
2
Invoice OCRClaude reads the invoice and proposes the per-project split
3
QR shop floorPer-station screen, offline-first, operator PIN
4
Derived kardexStock is computed from movements, never written by hand
5
Role-scoped agentEvery tool declares who can call it — filtered in code, not in the prompt

Tech Stack

Next.jsClaudeDrizzlePostgreSQLTelegram BotTypeScript

Results

✓

Running in production against the company's real database

✓

Telegram bot live, with signed PDFs that open without login

✓

The floor reports progress by QR even when the internet drops

✓

The agent only proposes drafts and everything lands in the audit log

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I build production AI systems for clients worldwide.

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