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Engr.Hamza

AI & MLOps Engineer | Building autonomous AI systems, edge deployment pipelines

Location Pakistan Joined Joined on 
MLOps Best Practices 2026
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MLOps Best Practices 2026

#mlops #ai #devops #machinelearning
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1 min read
Why AI-Generated Posters Usually Suck (And How to Fix Them in Production)
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Why AI-Generated Posters Usually Suck (And How to Fix Them in Production)

#ai
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6 min read
Why Your AI-Generated Posters Look Terrible And How to Fix Them with Code
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Why Your AI-Generated Posters Look Terrible And How to Fix Them with Code

#ai
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5 min read
MLOps Best Practices 2026
hamza_dev_talks profile

MLOps Best Practices 2026

#mlops #ai #devops #machinelearning
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5 min read
How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip Architecture
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How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip Architecture

#ai
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7 min read
How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip
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How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip

#ai
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5 min read
How We Used GPT-4 to Design Our Custom Jalapeno AI Chip
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How We Used GPT-4 to Design Our Custom Jalapeno AI Chip

#ai
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6 min read
How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip
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How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip

#ai
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6 min read
Why OpenAI Safety Incidents Keep Happening (And How to Guardrail Your LLM Pipeline)
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Why OpenAI Safety Incidents Keep Happening (And How to Guardrail Your LLM Pipeline)

#ai #engineering
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6 min read
Stop Shipping Environments: A Senior Engineer's Guide to Mastering Docker
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Stop Shipping Environments: A Senior Engineer's Guide to Mastering Docker

#docker #devops
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5 min read
Mastering Immutable Data Structures: Why Frozendict Changes Everything in Python and Node JS
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Mastering Immutable Data Structures: Why Frozendict Changes Everything in Python and Node JS

#python #programming #automation
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6 min read
How I Let an Autonomous Agent Manage My Production Ops for 30 Days Without Breaking the Build
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How I Let an Autonomous Agent Manage My Production Ops for 30 Days Without Breaking the Build

#ai #machinelearning #llm
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8 min read
Securing the Subscription Pipeline: Designing a Safer Intake Flow for Digital Subscriptions
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Securing the Subscription Pipeline: Designing a Safer Intake Flow for Digital Subscriptions

#webdev #javascript
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6 min read
How I Built a Zero-Dependency Offline Linter to Stop Kubernetes API Deprecations From Breaking My Pipelines
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How I Built a Zero-Dependency Offline Linter to Stop Kubernetes API Deprecations From Breaking My Pipelines

#kubernetes #devops
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4 min read
Claude Fable 5.1 vs GPT-6 Astra: Which Model Should Run Your Automation?
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Claude Fable 5.1 vs GPT-6 Astra: Which Model Should Run Your Automation?

#ai
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5 min read
The AI Agents Took Over My Blog Traffic. I Made Them Pay For That...
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The AI Agents Took Over My Blog Traffic. I Made Them Pay For That...

#ai #automation
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5 min read
How to Validate Event Data in ClickHouse and Superset Without Losing Your Mind
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How to Validate Event Data in ClickHouse and Superset Without Losing Your Mind

#dataengineering
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5 min read
What Your App's Text Input Bar Reveals About Your Engineering Culture
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What Your App's Text Input Bar Reveals About Your Engineering Culture

#javascript #webdev
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7 min read
I Deleted the Same Pod Twice. Only One of Them Remembered.
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I Deleted the Same Pod Twice. Only One of Them Remembered.

#cloud
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6 min read
Why AI-Powered Kubernetes Troubleshooting is Silently Destroying Our Engineering DNA
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Why AI-Powered Kubernetes Troubleshooting is Silently Destroying Our Engineering DNA

#kubernetes #devops
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5 min read
Securing Multi-Tenant Architecture: Verifying Per-Tenant API Keys at Startup Before Traffic Arrives
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Securing Multi-Tenant Architecture: Verifying Per-Tenant API Keys at Startup Before Traffic Arrives

#programming
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5 min read
Beyond the Notebook: MLOps Best Practices for 2026
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Beyond the Notebook: MLOps Best Practices for 2026

#mlops #machinelearning #devops
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7 min read
Bloated Clouds, Anyone? How We Let Our Infrastructure Turn Into Digital Junk Drawers
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Bloated Clouds, Anyone? How We Let Our Infrastructure Turn Into Digital Junk Drawers

#cloud
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6 min read
Why Your Per-Tenant API Keys Are Lying to You (And How to Fix It at Startup)
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Why Your Per-Tenant API Keys Are Lying to You (And How to Fix It at Startup)

#programming
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5 min read
Why Stokes Takes Six But Pears Hit Back: Real-Time Sports Data Engineering at Scale
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Why Stokes Takes Six But Pears Hit Back: Real-Time Sports Data Engineering at Scale

#machinelearning #ai
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4 min read
California Moves to Mandate AI Kill Switches and Speed Oversight
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California Moves to Mandate AI Kill Switches and Speed Oversight

#machinelearning #ai
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5 min read
MLOps Best Practices 2026
hamza_dev_talks profile

MLOps Best Practices 2026

#mlops #ai #devops #machinelearning
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1 min read
Beyond Standard SSR: Isomorphic Hydration in Fitz with Server-Rendered First Paint and WASM DOM Adoption
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Beyond Standard SSR: Isomorphic Hydration in Fitz with Server-Rendered First Paint and WASM DOM Adoption

#programming
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6 min read
MLOps Best Practices 2026
hamza_dev_talks profile

MLOps Best Practices 2026

#mlops #ai #devops #machinelearning
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1 min read
Stop Ignoring Infrastructure Drift: Why Your Declarative Pipelines Are Lying to You
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Stop Ignoring Infrastructure Drift: Why Your Declarative Pipelines Are Lying to You

#ai #automation
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5 min read
How Automated Domain Health Tracking Saves Your Emails From the Spam Folder
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How Automated Domain Health Tracking Saves Your Emails From the Spam Folder

#programming
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5 min read
Why a Million Go Map Entries Take 38MB, Not 16MB: The Hidden Overhead of Memory Layouts
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Why a Million Go Map Entries Take 38MB, Not 16MB: The Hidden Overhead of Memory Layouts

#programming
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6 min read
Demystifying AWS Inter-VPC Connectivity: VPC Peering Versus Transit Gateway in Production
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Demystifying AWS Inter-VPC Connectivity: VPC Peering Versus Transit Gateway in Production

#terraform #devops
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5 min read
Why Your Video Provider Will Lock You In (And How to Audit Your Portability Before It Breaks Production)
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Why Your Video Provider Will Lock You In (And How to Audit Your Portability Before It Breaks Production)

#javascript #webdev
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8 min read
Building a Direct SIP AI Voice Agent Without Twilio in the Path
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Building a Direct SIP AI Voice Agent Without Twilio in the Path

#machinelearning #ai
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7 min read
Navigating the Chaos: The Brutal Reality of Running a Web Scraping Company at Scale
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Navigating the Chaos: The Brutal Reality of Running a Web Scraping Company at Scale

#python #programming #automation
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5 min read
Why Your Emails Are Landing in Spam: Automating Sending-Domain Health Checks
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Why Your Emails Are Landing in Spam: Automating Sending-Domain Health Checks

#programming
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5 min read
From Jupyter Notebook to Production: Building MLOps Pipelines Devs Can Actually Trust
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From Jupyter Notebook to Production: Building MLOps Pipelines Devs Can Actually Trust

#mlops #machinelearning #devops
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7 min read
Containerizing Omniget: Running Headless Media Ingestion Pipelines Without Host Bloat
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Containerizing Omniget: Running Headless Media Ingestion Pipelines Without Host Bloat

#docker #devops
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5 min read
MLOps Best Practices 2026
hamza_dev_talks profile

MLOps Best Practices 2026

#mlops #ai #devops #machinelearning
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1 min read
Stop Giving Your Cloudflare Workers Root Access: How to Fix Overprivileged AI Agents and CI/CD Pipelines
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Stop Giving Your Cloudflare Workers Root Access: How to Fix Overprivileged AI Agents and CI/CD Pipelines

#devops #cloud
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5 min read
From Zero to Continuous Delivery: Automating AWS EC2 and Infrastructure with Terraform
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From Zero to Continuous Delivery: Automating AWS EC2 and Infrastructure with Terraform

#terraform #machinelearning #ai
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6 min read
Surviving the Agentic Apocalypse: Designing Fault-Tolerant Microservices for AI Agents
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Surviving the Agentic Apocalypse: Designing Fault-Tolerant Microservices for AI Agents

#architecture #mlops
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4 min read
Why Your Machine Learning Model Just Failed in Production (And Why It Looked Fine in Jupyter)
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Why Your Machine Learning Model Just Failed in Production (And Why It Looked Fine in Jupyter)

#mlops #machinelearning #devops
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4 min read
Architecting a Real-Time Supply Chain Control Tower Using ToolJet MCP and LLM Agents
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Architecting a Real-Time Supply Chain Control Tower Using ToolJet MCP and LLM Agents

#ai #machinelearning #llm
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6 min read
Breaking the Cloud Lock-In: Complete OVHcloud Automation via Crossplane Provider OVH 2.17.0
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Breaking the Cloud Lock-In: Complete OVHcloud Automation via Crossplane Provider OVH 2.17.0

#rag #cloud
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4 min read
Why Optimizing Your Daily Loop Is the Closest We Get to Finding the Meaning of Life
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Why Optimizing Your Daily Loop Is the Closest We Get to Finding the Meaning of Life

#ai #machinelearning #tutorial
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3 min read
From Zero to Continuous Delivery: Automating AWS EC2 and Infrastructure with Terraform
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From Zero to Continuous Delivery: Automating AWS EC2 and Infrastructure with Terraform

#ai #machinelearning #tutorial
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4 min read
Stop Bolting On Audits: Why You Need a Real Decision Substrate
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Stop Bolting On Audits: Why You Need a Real Decision Substrate

#ai #machinelearning #tutorial
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6 min read
Why Another Audit Bolt-On Will Destroy Your Architecture
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Why Another Audit Bolt-On Will Destroy Your Architecture

#ai #machinelearning #tutorial
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5 min read
Stop Burning Tokens: Force Your AI Coding Agent to Honor Your Boilerplate
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Stop Burning Tokens: Force Your AI Coding Agent to Honor Your Boilerplate

#ai #machinelearning #tutorial
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7 min read
Why I Abandoned Spotify for a Custom Windows Audio Engine: Building Auricle
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Why I Abandoned Spotify for a Custom Windows Audio Engine: Building Auricle

#ai #machinelearning #tutorial
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5 min read
Why Most AI Test Strategies Fail in Production (And How AI Testing Certification Changes the Game)
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Why Most AI Test Strategies Fail in Production (And How AI Testing Certification Changes the Game)

#ai #machinelearning #tutorial
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8 min read
Why I Built a Free, Private Global Salary Calculator That Runs 100% in Your Browser
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Why I Built a Free, Private Global Salary Calculator That Runs 100% in Your Browser

#ai #machinelearning #tutorial
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5 min read
Silent Cluster Killer: How to Prevent Total Data Loss on Small Kubernetes Clusters
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Silent Cluster Killer: How to Prevent Total Data Loss on Small Kubernetes Clusters

#ai #machinelearning #tutorial
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5 min read
I Tested 5 LLM Agents for Flutter UI Generation: Here Are the Fixes
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I Tested 5 LLM Agents for Flutter UI Generation: Here Are the Fixes

#ai #machinelearning #tutorial
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6 min read
From Patch to Proof: Elevating React Coding Agents to Verified Fixes
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From Patch to Proof: Elevating React Coding Agents to Verified Fixes

#ai #machinelearning #tutorial
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7 min read
The Deployment Trap: Why Staging Environments Are Lying to You
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The Deployment Trap: Why Staging Environments Are Lying to You

#ai #machinelearning #tutorial
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6 min read
How I Spent 48 Hours Debugging ZoneInfo Only to Realize the Slim Docker Container Had No tzdata
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How I Spent 48 Hours Debugging ZoneInfo Only to Realize the Slim Docker Container Had No tzdata

#ai #machinelearning #tutorial
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4 min read
Stop Burning Hours on Linux AI Setup: The 10-Step Blueprint That Works
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Stop Burning Hours on Linux AI Setup: The 10-Step Blueprint That Works

#ai #machinelearning #tutorial
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11 min read
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