● NamTech SMT Assistant · Prototype

Find the right passage.
Check the next step.

A document assistant for Vietnamese SMT engineers. Find relevant technical passages, open the original source, and review troubleshooting evidence before taking action.

Explore the prototype ↗

SMT engineering / Technical documents / Human review

From question to source
01
Choose the documentsText-based PDF, TXT and Markdown
↓
02
Find the relevant passageSearch your selected sources
↓
03
Check the original sourceOpen the exact page or line

Retrieval works in the local prototype. Live AI troubleshooting is under development.

For SMT engineering teams

Keep the technical evidence
close to the decision.

Documents

Search a focused document set

Import text-based PDF, TXT and Markdown. Choose the sources for each search and retrieve relevant passages from that document set.

Sources

Open the page behind the result

Each result retains its source document and page or line location. Engineers can inspect the original passage before relying on it.

Reports

Review a troubleshooting report

The Demo mode illustrates symptom analysis and exports a report from the current result. These sample analyses are simulated; the live AI layer is being implemented.

Inside the local prototype

See the passage.
Then check its source.

Actual screenshots from the independently checked local M2 prototype, captured on 8 October 2026. The interface is in Vietnamese. The documents shown are synthetic test fixtures, not factory data or official machine manuals.

Vietnamese SMT Assistant interface showing selected synthetic documents and a matching solder-paste passage on page 2
Find a relevant passageSearch selected documents and keep the page location beside the result. Preview cropped from the full screenshot; select it to open the original capture.
Source viewer highlighting the matched passage on page 1 of a synthetic ten-page PDF
Verify the original locationThe viewer highlights the matching physical page. This capture uses a synthetic page-marker file to check page selection.

Demo analysis is separate from document retrieval. It illustrates the report format using simulated output.

Download a sample Demo report (.md) ↗
Development status · 8 October 2026

A working local prototype.
A measured path to live AI.

Checked locally

Document retrieval

M2 was independently accepted on synthetic fixtures: import, selected-source search, source locations and persistence.

Available in Demo mode

Analysis and reports

Simulated troubleshooting output and snapshot report export demonstrate the review flow. They are not live AI results.

In development

Live AI with evidence

M3 adds AI analysis and evidence validation. Live AI acceptance and Claude API integration have not yet been confirmed.

Early-stage research prototype. Scanned PDFs without selectable text are not supported yet. Factory-data validation and production release are pending. Engineers must verify recommendations against approved procedures and actual line conditions.

About NamTech

Built for technical work
in Vietnam.

NamTech Agents is an independent project founded by Dinh Van Nam in Vietnam. Our first product, NamTech SMT Assistant, focuses on technical document retrieval and troubleshooting support for SMT engineers.

We start with a practical problem: finding the right evidence in technical documents while investigating a production symptom. Our approach keeps source material visible and the engineer responsible for the final decision.

The application currently runs locally. This website presents the prototype; it does not provide public access to the assistant.

Contact

Working with SMT documents?

Ask about the prototype, share a workflow challenge, or discuss a demonstration.

Email the founder ↗