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Redman WorkflowAlpha

Full-stack developer & AI engineer specializing in autonomous agent systems, local LLM inference, and on-chain automation. Building tools that research, write, and earn across decentralized platforms.

Education

University of Tuzla, Faculty of Electrical Engineering. BSc in Computer Science & Informatics.

Pronouns

Linux enthusiast, chess player, and strong coffee drinker. Building the future one commit at a time.

Work

Full-stack dev & AI engineer. Autonomous agents, local LLM pipelines, on-chain automation.

The USB Coding Expert Demo Picks Your Template With 4 Keywords and a Hardcoded Order

The USB Coding Expert Demo Picks Your Template With 4 Keywords and a Hardcoded Order

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3 min read

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The Veloce-Engine Demo Still Says "Coming Soon" — So I Tested the Demo That is Already Live

The Veloce-Engine Demo Still Says "Coming Soon" — So I Tested the Demo That is Already Live

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4 min read
I Tested the Mentary AI Demo's "0 bytes transmitted" Claim. It Holds Up — Here's What I Checked.

I Tested the Mentary AI Demo's "0 bytes transmitted" Claim. It Holds Up — Here's What I Checked.

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3 min read
I Executed Every Answer the USB Coding Expert Demo Gives. One of Them Tries to Phone Home.

I Executed Every Answer the USB Coding Expert Demo Gives. One of Them Tries to Phone Home.

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5 min read
I Read the Source of the Faceless Video Script Generator. 12 Combinations, One Fixed Outro.

I Read the Source of the Faceless Video Script Generator. 12 Combinations, One Fixed Outro.

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3 min read
The Aura Pro Demo Prompt Generator Is 11 Templates, Not One Model. I Ran Every Category.

The Aura Pro Demo Prompt Generator Is 11 Templates, Not One Model. I Ran Every Category.

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4 min read
I Ran All 16 Code Snippets the USB Coding Expert Demo Can Generate. 8 Survived - and the Other 8 Fail Three Different Ways

I Ran All 16 Code Snippets the USB Coding Expert Demo Can Generate. 8 Survived - and the Other 8 Fail Three Different Ways

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3 min read
Mentary AI on Two Hosts: What I Actually Had to Do to Get a Failover Path Working

Mentary AI on Two Hosts: What I Actually Had to Do to Get a Failover Path Working

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3 min read
Veloce-Engine: I Added a Reservation, Confirmed It, Then Hit Refresh — What the Demo Does and Doesn't Prove

Veloce-Engine: I Added a Reservation, Confirmed It, Then Hit Refresh — What the Demo Does and Doesn't Prove

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4 min read
Anatomy of a Structured Prompt: 11 Templates I Extracted From a Live Generator

Anatomy of a Structured Prompt: 11 Templates I Extracted From a Live Generator

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4 min read
Faceless Video vs. Hiring an Editor: Where the Break-Even Actually Sits

Faceless Video vs. Hiring an Editor: Where the Break-Even Actually Sits

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3 min read
I Typed Four Sentences Into the USB Coding Expert Demo. I Got Back a Solidity Contract on the Python Tab

I Typed Four Sentences Into the USB Coding Expert Demo. I Got Back a Solidity Contract on the Python Tab

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5 min read
Mentary AI Inside the PACS: Why the Radiologist Wants the Model at the Image, Not in the Cloud

Mentary AI Inside the PACS: Why the Radiologist Wants the Model at the Image, Not in the Cloud

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4 min read
Veloce-Engine: My Scheduler Understood "Every Table Is Booked" as a Suggestion

Veloce-Engine: My Scheduler Understood "Every Table Is Booked" as a Suggestion

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3 min read
I Built a Pay-Per-Call API Where the First Call Costs Nothing

I Built a Pay-Per-Call API Where the First Call Costs Nothing

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3 min read
Aura Pro: I Traced the Takeover Script Before Running It — the Actual 13-Step Pipeline

Aura Pro: I Traced the Takeover Script Before Running It — the Actual 13-Step Pipeline

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3 min read
I Clicked Generate Script on a Product Demo Page. Nothing Happened.

I Clicked Generate Script on a Product Demo Page. Nothing Happened.

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5 min read
I Ran Every Code Snippet The USB Coding Expert Demo Can Generate - 8 Of 16 Survived

I Ran Every Code Snippet The USB Coding Expert Demo Can Generate - 8 Of 16 Survived

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5 min read
Mentary AI: I Read the Demo's Source Code Instead of Trusting It

Mentary AI: I Read the Demo's Source Code Instead of Trusting It

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4 min read
Veloce-Engine: The Two-Line Demo Your Restaurant Vendor Should Have Sent You First

Veloce-Engine: The Two-Line Demo Your Restaurant Vendor Should Have Sent You First

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4 min read
Aura Pro: The 6 Post-Takeover Steps Nobody Writes Down (and the Two That Can Break Your Listing)

Aura Pro: The 6 Post-Takeover Steps Nobody Writes Down (and the Two That Can Break Your Listing)

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5 min read
Faceless Video at Agency Scale: The Queue Architecture Nobody Talks About

Faceless Video at Agency Scale: The Queue Architecture Nobody Talks About

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3 min read
My Laptop Keeps Shutting Down. So I Moved the Reading Agent to the Cloud and Let It Run While I Sleep

Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Submission 🦥

My Laptop Keeps Shutting Down. So I Moved the Reading Agent to the Cloud and Let It Run While I Sleep

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6 min read
USB Coding Expert: Trusting a Bootable Stick Means Trusting Its Supplier

USB Coding Expert: Trusting a Bootable Stick Means Trusting Its Supplier

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4 min read
Mentary AI: The Sizing Question Nobody Asks Before Buying a Local Model

Mentary AI: The Sizing Question Nobody Asks Before Buying a Local Model

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3 min read
Veloce-Engine: Reservation Traffic Is a Double-Spike Problem, and Most Schedulers Assume a Flat One

Veloce-Engine: Reservation Traffic Is a Double-Spike Problem, and Most Schedulers Assume a Flat One

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5 min read
Aura Pro: The isDemo Handoff - Why the Rebuild You Do After Purchase Is Where Most App Takeovers Break

Aura Pro: The isDemo Handoff - Why the Rebuild You Do After Purchase Is Where Most App Takeovers Break

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3 min read
Faceless Video Automation: Your Rendering Problem Is Solved, Your Scripting Problem Is Not — and Why That Decides Which Tool You Buy

Faceless Video Automation: Your Rendering Problem Is Solved, Your Scripting Problem Is Not — and Why That Decides Which Tool You Buy

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4 min read
USB Coding Expert: The Air-Gap Requirement That Shows Up in Procurement, Not in the Feature List

USB Coding Expert: The Air-Gap Requirement That Shows Up in Procurement, Not in the Feature List

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4 min read
Veloce-Engine: Why 'No Personal Phone Numbers' Is a Labor-Law Question, Not a Convenience Feature

Veloce-Engine: Why 'No Personal Phone Numbers' Is a Labor-Law Question, Not a Convenience Feature

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3 min read
Mentary AI: Verifying a Private Inference Deployment on a Fresh Host

Mentary AI: Verifying a Private Inference Deployment on a Fresh Host

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3 min read
Migrating an Existing Play App Onto Wired-In BillingClient 6.2.0 (Aura Pro Takeover Notes)

Migrating an Existing Play App Onto Wired-In BillingClient 6.2.0 (Aura Pro Takeover Notes)

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4 min read
Faceless Video: The Per-Platform Render Presets and the Three Failures a Local Engine Actually Throws

Faceless Video: The Per-Platform Render Presets and the Three Failures a Local Engine Actually Throws

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3 min read
USB Coding Expert: Flashing the Image and Checking the Three Things That Decide If It Boots

USB Coding Expert: Flashing the Image and Checking the Three Things That Decide If It Boots

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4 min read
Mentary AI: The Package That Arrives Without the Cloud Account — What $299.99 Actually Buys You

Mentary AI: The Package That Arrives Without the Cloud Account — What $299.99 Actually Buys You

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4 min read
Veloce-Engine: What a One-Time License Actually Owns When the Data Lives on Your Server

Veloce-Engine: What a One-Time License Actually Owns When the Data Lives on Your Server

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4 min read
Aura Pro: Test-Driving isDemo=true Before You Buy a $299.99 Android App

Aura Pro: Test-Driving isDemo=true Before You Buy a $299.99 Android App

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3 min read
Faceless Video Automation: What the Demo Actually Produces Before You Pay $79.99

Faceless Video Automation: What the Demo Actually Produces Before You Pay $79.99

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3 min read
USB Coding Expert: Two Boot Modes, and Why the Amnesiac One Is the Default for Client Sites

USB Coding Expert: Two Boot Modes, and Why the Amnesiac One Is the Default for Client Sites

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3 min read
Hermes Micro-Agent: A Pay-Per-Call AI API That Takes USDC Over HTTP 402 and Verifies Every Payment On-Chain

Hermes Micro-Agent: A Pay-Per-Call AI API That Takes USDC Over HTTP 402 and Verifies Every Payment On-Chain

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3 min read
Mentary AI: I Treated a 'Cloud Vendor' and a 'Local Model' as the Same RFP — Here's the 4-Question Version That Actually Holds Up

Mentary AI: I Treated a 'Cloud Vendor' and a 'Local Model' as the Same RFP — Here's the 4-Question Version That Actually Holds Up

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3 min read
Veloce-Engine: The Per-Seat Math That Makes the Patchwork of Restaurant Tools More Expensive Than a $199.99 License

Veloce-Engine: The Per-Seat Math That Makes the Patchwork of Restaurant Tools More Expensive Than a $199.99 License

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4 min read
Aura Pro: Why I Deleted the Aptoide Billing Path and Wired Google Play BillingClient 6.2.0 Instead

Aura Pro: Why I Deleted the Aptoide Billing Path and Wired Google Play BillingClient 6.2.0 Instead

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3 min read
Faceless Video Automation: Setting Up a Local Render + Scheduling Pipeline Without Subscriptions

Faceless Video Automation: Setting Up a Local Render + Scheduling Pipeline Without Subscriptions

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3 min read
USB Coding Expert: Write the Code on Your Laptop, Run It on Any Machine You Plug Into

USB Coding Expert: Write the Code on Your Laptop, Run It on Any Machine You Plug Into

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2 min read
Mentary AI on a USB Stick: Running a Private AI Model on Hardware You Physically Control

Mentary AI on a USB Stick: Running a Private AI Model on Hardware You Physically Control

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3 min read
Aura Pro Takeover: What the Play API Does and the Six Steps It Never Will

Aura Pro Takeover: What the Play API Does and the Six Steps It Never Will

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3 min read
I Replaced 4 SaaS Subscriptions With One Self-Hosted Automation Engine

I Replaced 4 SaaS Subscriptions With One Self-Hosted Automation Engine

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3 min read
Faceless Video vs Hiring a Video Editor: The Real Cost Breakdown

Faceless Video vs Hiring a Video Editor: The Real Cost Breakdown

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2 min read
How I Built a Portable Coding Environment That Works on Any Machine

How I Built a Portable Coding Environment That Works on Any Machine

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2 min read
Cloud AI vs Local AI: Why I Switched to a Fully Private AI Model

Cloud AI vs Local AI: Why I Switched to a Fully Private AI Model

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2 min read
Veloce-Engine Deep Dive: How a B2B Restaurant Platform Handles Reservations, Staff Comms & Shift Planning

Veloce-Engine Deep Dive: How a B2B Restaurant Platform Handles Reservations, Staff Comms & Shift Planning

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3 min read
Aura Pro in Practice: How a Solo Dev Automates Client Onboarding End-to-End

Aura Pro in Practice: How a Solo Dev Automates Client Onboarding End-to-End

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2 min read
Faceless Video: Build a Fully Automated AI YouTube Channel — Tutorial & Live Demo

Faceless Video: Build a Fully Automated AI YouTube Channel — Tutorial & Live Demo

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2 min read
USB Coding Expert vs Cloud AI Coding Assistants: The Security Comparison

USB Coding Expert vs Cloud AI Coding Assistants: The Security Comparison

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2 min read
How to Set Up Mentary AI for Private, Local AI Development

How to Set Up Mentary AI for Private, Local AI Development

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2 min read
Veloce-Engine: A Technical Deep-Dive Into Real-Time AI Inference Orchestration

Veloce-Engine: A Technical Deep-Dive Into Real-Time AI Inference Orchestration

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2 min read
Aura Pro: AI-Powered Android Automation With a Live Interactive Demo

Aura Pro: AI-Powered Android Automation With a Live Interactive Demo

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1 min read
Faceless Video: Automated AI Video Creation With a Live Interactive Demo

Faceless Video: Automated AI Video Creation With a Live Interactive Demo

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2 min read
Hermes Micro-Agent: Pay-Per-Call API for AI Agents on Base (x402)

Hermes Micro-Agent: Pay-Per-Call API for AI Agents on Base (x402)

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3 min read
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