OPEN
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KM.
GITHUBGH ↗ LINKEDININ ↗

Khaled Mahmud.

Khaled Mahmud
THAT'S ME · TAP ME

Useful AI needs more than a prompt. I build products and workflows that connect it to your business.

SEE HOW ↓
THE DIFFERENCE

khaled@os %direct: take everything. plan it. build it.

Prompt AI, get answers. Architect agents, get systems — connected to the work that needs doing.

SELECTED WORK · PRODUCTS & AUTOMATION

6COMPLETED BUILDS

FOUR FEATURED CASE STUDIES · TWO SUPPORTING WORKFLOWS

SaaSReFindLinkextension + dashboard
AICommerce assistantanonymous client project
SalesInbound + outboundseparate completed workflows
OpsData + emailsupporting automations

PROJECT DESCRIPTIONS AVAILABLE · DEMO MEDIA COMING NEXT

EXPLORE THE WORK ↓
THE WORK, ONE SYSTEM AT A TIME ↓

The systems

SELECTED WORK · HOVER, THEN OPENTAP TO OPEN

AI products, customer-facing assistants and business automation. Built work, explained through the problem it solves. Demo recordings and screenshots are coming next.

NO.01
ReFindLinkSave web content. Summarize it. Find it when it matters.
PUBLIC PRODUCTExtension + cloud dashboard
NO.02
AI Commerce AssistantTurn product questions and screenshots into assisted orders.
ANONYMOUS CLIENT PROJECTProduct discovery → order handling
NO.03
Inbound QualificationEvaluate form submissions and route the next action.
COMPLETED AUTOMATIONForm → qualification → CRM
NO.04
Outbound OutreachConnect prospect research to personalized, stateful follow-up.
INTERNAL AGENCY SYSTEMResearch → email → reply tracking

Supporting builds

FOCUSED WORKFLOWS · COMPLETED
Problem

Prospect information is scattered across sources and arrives in inconsistent formats. A useful outreach dataset needs relevant context and a consistent structure.

System

I built an n8n lead collection and enrichment workflow that aggregates prospect information, normalizes fields and filters records against an ideal customer profile.

Demo preview · COMING SOONCollect, normalize and filter prospect information.Media placeholder · recording not yet added
Lead Research & Enrichment · demo preview
Problem

Routine inbox processing competes with more useful work: identifying a message's purpose, applying labels and preparing a response.

System

I built email-management automations using n8n for classification, labeling, AI-assisted drafts and configured replies. These are supporting workflows, separate from the full outbound case study.

Demo preview · COMING SOONOrganize incoming email and assist the next response.Media placeholder · recording not yet added
Email Automation · demo preview
FROM INPUT TO BUSINESS ACTION ↓

The loop

INBOUND QUALIFICATION · WORKFLOW OVERVIEW

A submitted form is only the start. Follow a lead through qualification, response and routing. This is a workflow explanation, not a replay of customer data.

A lead submits the form.

Collect the business information and qualifying answers needed to evaluate fit.

WORKFLOW OVERVIEW · NO CUSTOMER DATA

INBOUND LEAD QUALIFICATION · ILLUSTRATIVE WORKFLOW

Inside the systems

SOFTWARE, AI & INTEGRATIONS

The interface is one part of the work. The connections behind it make the system useful.

01 · KNOWLEDGE

Capture to retrieval

ReFindLink connects browser capture, content extraction and AI processing to a searchable library.

SaveSummarizeFind
02 · COMMERCE

Conversation to action

The commerce assistant connects product questions and visual lookup to catalog information and order records.

AskRetrieveAct
03 · REVENUE

Two focused workflows

Inbound qualification routes form submissions. Outbound outreach connects prospect research to email and reply tracking. They are separate completed systems.

Intake / researchEvaluate / personalizeRoute / follow up

System notes

PRODUCTS, WORKFLOWS & INTEGRATIONS

Explore the main components of each completed system. Different business needs, different implementations.

SYSTEM NOTES · SELECTED WORK PROJECT VIEW

Products, AI assistants and workflow automation. Choose a project to see its components.

ASK ABOUT THE WORK ↓

Memory

SELECTED WORK, QUERYABLE

Ask about the completed projects and what they do. Answers come from the project notes, without a live AI model.

khaled@agentOS:~/memory no model · runs in your browser
$ ASK ME ANYTHING
▸LET'S DIRECT AI TOGETHER

Now sit in my chair.

Five illustrative engineering scenarios. Explore the tradeoffs and make the call. These are exercises, not client incident reports.

5 SCENARIOS · ILLUSTRATIVE EXERCISES · NO MODEL — RUNS IN YOUR BROWSER

the situation room
THE SILENT FAILURE THE FRIDAY DEPLOY THE HALLUCINATED DATA THE SECURITY ALERT THE SCOPE CREEP
?The agent fleet is live and dropping tasks silently. How do you direct the AI?

The world from Dhaka

ILLUSTRATIVE MAP · PERSONAL DETAILS TO FOLLOW
SAMPLE ROUTES · PERSONAL TRAVEL DETAILS TO FOLLOW

Map demonstration only. These routes are not a record of my travel.

I BUILD THIS INSIDE YOURS ↓

Consult

AI PRODUCTS & BUSINESS AUTOMATION

Bring the business problem. We can scope the product, assistant or workflow around what your team needs.

01 · SOFTWARE

AI products

Web applications, browser extensions and dashboards with AI built into the workflow.

02 · CUSTOMER EXPERIENCE

Sales & support

Assistants that connect customer questions to product information and operational actions.

03 · OPERATIONS

Workflow automation

Lead qualification, prospect research, outreach and email processing connected to your existing tools.

Start with one business problem. Build the system around it.

LINKEDIN
NEW MESSAGEKHALED OS · MAIL
khaledmahmud15523@gmail.comLOCKED
or email directly
▸ 01/06 KHALED MAHMUD · AI SYSTEMS FOR BUSINESS