Module 03 — Knowledge Fabric

Tribal knowledge
that never retires.

Capture setup notes, machine tips, and process decisions in the flow of work. AI auto-tags, indexes, and surfaces expertise — so knowledge compounds instead of walking out the door.

Knowledge Fabric blueprint
Core Capabilities

Every trick, tip, and
lesson — preserved.

The difference between a shop that gets better every year and one that relearns the same lessons every turnover cycle.

01
In-Flow Knowledge Capture
Operators and machinists capture notes, photos, and process tips directly from the shop floor. No extra app — it's embedded in their daily workflow.
02
AI Auto-Tagging
Claude automatically classifies entries by machine, material, process, and part family. No manual taxonomy maintenance — the system learns your shop's vocabulary.
03
Semantic Search
Vector-powered search using pgvector finds relevant knowledge by meaning, not just keywords. Ask "how do we hold thin-wall aluminum?" and get real answers from your people.
04
Expert Profiles
Auto-generated expertise profiles per user track contributions by machine, material, and process. Know who your experts are — and where the knowledge gaps live.
05
Knowledge Decay Alerts
Entries that haven't been reviewed or verified in a configurable period trigger alerts. Knowledge stays fresh — not fossilized in a dusty binder.
06
Onboarding Pathways
Auto-generated learning paths for new hires based on their assigned machines and roles. They learn from the collective experience of every machinist who came before.
The Knowledge Problem

What retires when
your best machinist does?

The average US machinist is 44 years old. When they leave, decades of process knowledge vanishes overnight.

70%
of manufacturing knowledge is undocumented tribal knowledge
6 mo
average time for a new machinist to reach full productivity
$0
value of a retired expert's process notes if they were never captured
Need help implementing?

Our Knowledge Capture & AI Copilot service team can implement and customize this module to preserve your shop's institutional expertise.

Learn About the Service →
Open source is the starting line

Capture tribal knowledge. Then make it truly yours.

The Knowledge module captures and surfaces tribal expertise. Custom development takes it further — connecting it to your specific machines, processes, and the institutional memory that makes your shop irreplaceable. We build knowledge systems that understand your terminology, your workflows, and the nuances only your people know.

Talk to Our Team Learn About Custom Knowledge Capture & AI Copilot
Built in America, open to all

Make knowledge a
compounding asset.

Every entry captured today makes tomorrow's new hire faster and your next quote more accurate. American manufacturing expertise is too valuable to lose — this open-source module makes sure it compounds instead of retiring.