fix: Update profile image links to use a consistent URL format across documentation

sumansaurabh · sumansaurabh · commit e668d3b75bf6 · 2025-05-01T15:17:58.000+05:30
diff --git a/docs/Amazon-to-Scrap-Local-Alexa-Processing.md b/docs/Amazon-to-Scrap-Local-Alexa-Processing.md
@@ -5,7 +5,7 @@ description: "Explore the implications of Amazon's decision to eliminate local A
 keywords: amazon alexa, cloud voice processing, AI privacy concerns, voice assistant security, generative AI, amazon echo, smart home privacy, amazon voice recordings, alexa local processing, smart assistant AI, privacy-first technology, AI-driven voice recognition, echo device limitations, voice data security, cloud-based AI, amazon echo show, amazon prime subscription, AI-powered voice assistants, amazon voice recognition, amazon privacy policy
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 ![Penify code docs](../public/images/docstring-banner.png)
diff --git a/docs/Streamline-LLM-Applications-with-LiteLLM.md b/docs/Streamline-LLM-Applications-with-LiteLLM.md
@@ -5,7 +5,7 @@ description: "Want to simplify Large Language Model (LLM) integration? LiteLLM P
 keywords: LiteLLM Proxy, LLM applications, streamline LLM, LLM integration, API standardization, OpenAI format, error handling, logging LLM, token tracking, streaming LLM, developer productivity, software engineering, AI middleware, Docker LLM, cloud deployment, performance optimization, secure LLM, scalable LLM apps
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # How to Streamline LLM Applications with LiteLLM Proxy: A Simple Guide
diff --git a/docs/automated-source-code-documentation.md b/docs/automated-source-code-documentation.md
@@ -5,7 +5,7 @@ description: "Explore a decade of progress in automated source code documentatio
 keywords: automated code documentation, source code summarization, deep learning for code, software engineering, natural language processing, code2vec, AST-based models, machine learning in software development, Java documentation, Python documentation, code comment generation, method name prediction, neural networks for code analysis, transformer models in coding, software maintenance, developer productivity, code understanding, AI in software engineering, automatic programming, code2seq
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 ![Penify code docs](../public/images/docstring-banner.png)
diff --git a/docs/azureml-hyperdrive.md b/docs/azureml-hyperdrive.md
@@ -5,7 +5,7 @@ description: "Compare Azure ML's HyperDrive and AutoML to determine the best app
 keywords: Azure Machine Learning, HyperDrive, AutoML, Hyperparameter Tuning, Machine Learning Optimization, Automated Machine Learning, AI Model Training, Data Science Automation, ML Model Selection, Cloud AI Tools, Deep Learning Optimization, AI in Azure, ML Workflow Automation, AI for Developers, Model Training in Azure
 author: Suman Saurabh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 Azure Machine Learning provides two powerful features for model training and optimization: **HyperDrive** and **Automated Machine Learning (AutoML)**. While both aim to enhance model performance, they serve different purposes and target different levels of expertise. Here’s a breakdown of the key differences:
diff --git a/docs/building-cursor-like-ai-code-assistant.md b/docs/building-cursor-like-ai-code-assistant.md
@@ -9,7 +9,7 @@ tags:
 layout: doc
 author: Suman Saurabh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # Building a Cursor-like AI Code Assistant: A Comprehensive Implementation Guide
diff --git a/docs/chain-of-draft.md b/docs/chain-of-draft.md
@@ -5,7 +5,7 @@ description: "Discover how Chain of Draft (CoD) enhances LLM reasoning efficienc
 keywords: Chain of Draft, CoD, Chain of Thought, CoT, large language models, LLM reasoning, efficient prompting, token reduction, latency optimization, AI reasoning strategies, human-inspired AI, arithmetic reasoning, commonsense reasoning, symbolic reasoning, GPT-4o, Claude 3.5 Sonnet, real-time AI applications, cost-effective AI, concise reasoning, Zoom Communications, AI efficiency, machine learning prompting, practical AI deployment
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # Chain of Draft: Thinking Faster with Less
diff --git a/docs/code-documentation-with-cli.md b/docs/code-documentation-with-cli.md
@@ -5,7 +5,7 @@ description: "Discover how Penify-CLI, an AI-powered command-line tool, can tran
 keywords: Penify-CLI, code documentation, automation, AI-powered documentation, developer tools, command-line interface, Git integration, software development, code maintainability, documentation best practices, time-saving tools, continuous integration
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # Automate Code Documentation with Penify-CLI
diff --git a/docs/command-line-tricks-developer-should-know.md b/docs/command-line-tricks-developer-should-know.md
@@ -5,7 +5,7 @@ description: "Master Git with these 20 command-line tricks that every developer
 keywords: Git, Git commands, command line, version control, developer tools, software development, Git tricks, Git tips, coding productivity, workflow optimization
 author: Suman Saurabh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # 20 Essential Git Command-Line Tricks for Developers
diff --git a/docs/commit-summary-with-cli.md b/docs/commit-summary-with-cli.md
@@ -5,7 +5,7 @@ description: "Learn how to use Penify-CLI's Commit Summary Generator to automate
 keywords: Penify-CLI, commit summary generator, semantic commit messages, Git workflow, automated commits, AI-powered commits, developer tools, version control, commit message consistency, code documentation, time-saving tools, Git best practices
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # Simplify Git Commits with Penify-CLI's Commit Summary Generator
diff --git a/docs/common-docstring-format-in-python.md b/docs/common-docstring-format-in-python.md
@@ -8,7 +8,7 @@ isPublished: true
 keywords: Python docstrings, PEP-8 style guide, PEP-257, Google docstring format, Epytext format, reStructuredText (rST), NumPy docstring format, code documentation, Python best practices, PEP-8
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # Four Common Docstring format in Python according to PEP-8 Style Guide
diff --git a/docs/comparative-anlaysis-of-langchain-semantic-kernel-autogen.md b/docs/comparative-anlaysis-of-langchain-semantic-kernel-autogen.md
@@ -5,7 +5,7 @@ description: "Explore the key differences and features of popular frameworks for
 keywords: LangChain, Semantic Kernel, AutoGen, OpenAI Assistant API, Large Language Models, LLM frameworks, AI application development, multi-agent systems, code integration, machine learning in software development, natural language processing, AI agents, software engineering, developer productivity, AI-powered applications, LangGraph, LangSmith, deep learning for code, automatic programming
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 # A Comparative Overview of LangChain, Semantic Kernel, AutoGen and More
 
diff --git a/docs/current-strongest-model-that-fits-on-a-single-GPU.md b/docs/current-strongest-model-that-fits-on-a-single-GPU.md
@@ -5,7 +5,7 @@ description: "Discover Google's Gemma 3 AI models, built on Gemini technology. L
 keywords: "Gemma 3, AI model, single GPU AI, multimodal AI, Google AI, Gemini AI, AI benchmarks, Ollama AI, AI chatbot, NLP, machine learning, text generation, deep learning, artificial intelligence"
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # **Gemma 3: The Most Powerful AI Model for Single-GPU Deployment in 2025/March**
diff --git a/docs/extending-duck-db-for-distributed-data-processing.md b/docs/extending-duck-db-for-distributed-data-processing.md
@@ -5,7 +5,7 @@ description: "Explore how DeepSeek’s smallpond transforms DuckDB into a distri
 keywords: DeepSeek AI, smallpond, DuckDB, Distributed Computing, Big Data Processing, Ray Core, 3FS, Data Engineering, AI Workflows, Scalable Analytics, Lightweight Frameworks, Cloud Data Processing, Python Data Tools, Analytical Databases, Distributed File Systems, Machine Learning Data Prep
 author: Suman Saurabh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 
diff --git a/docs/penify-genesis.md b/docs/penify-genesis.md
@@ -9,7 +9,7 @@ tags:
 layout: doc
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 In the ever-evolving world of software development, the need for efficient and accurate tools is paramount. Today, I would like share a groundbreaking development in this space - an Automatic Documentation Generator for repositories.
diff --git a/docs/run-hyperdrive-using-azure.md b/docs/run-hyperdrive-using-azure.md
@@ -4,7 +4,7 @@ title: "Run HyperDrive Using Azure"
 keywords: Azure Machine Learning, HyperDrive, AutoML, Hyperparameter Tuning, Machine Learning Optimization, Automated Machine Learning, AI Model Training, Data Science Automation, ML Model Selection, Cloud AI Tools, Deep Learning Optimization, AI in Azure, ML Workflow Automation, AI for Developers, Model Training in Azure
 author: Suman Saurabh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # Run HyperDrive Using Azure
diff --git a/docs/semantic-commit-messages.md b/docs/semantic-commit-messages.md
@@ -5,7 +5,7 @@ description: "Discover how Semantic Commit Messages can transform your developme
 keywords: Semantic Commit Messages, Git best practices, Code documentation, Version control, Commit conventions, Automated changelog, Code review process, Software development workflow, Commitizen, semantic-release, commitlint
 author: Suman Sauarbh
 linkedInUrl: https://www.linkedin.com/in/ssumansaurabh/
-image: https://media.licdn.com/dms/image/v2/D5603AQEDru6Q4UkzEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681498321113?e=1730332800&v=beta&t=PM0PsCMZs4Ar0TIweuSdqU-P7kuWLm9gmEZ_spGFDsw
+image: https://www.penify.dev/_next/static/media/suman.1cf25c09.webp
 ---
 
 # The Power of Semantic Commit Messages: Elevating Your Code Quality and Collaboration
