@nitishagar.bsky.social
Your AI agents will be compromised.
The question isn’t “if,” but “what happens next.”
In Part 2 of my Zero-Trust for AI Agents series, I cover:
🔹 Micro-segmentation to limit lateral movement
🔹 Runtime containment to stop blast radius spread
#AIsecurity #ZeroTrust #CloudNative #AIOps
t.co/sBTsmTEoHE
The question isn’t “if,” but “what happens next.”
In Part 2 of my Zero-Trust for AI Agents series, I cover:
🔹 Micro-segmentation to limit lateral movement
🔹 Runtime containment to stop blast radius spread
#AIsecurity #ZeroTrust #CloudNative #AIOps
t.co/sBTsmTEoHE
https://medium.com/p/a-zero-trust-blueprint-for-ai-agents-part-2-of-3-9d55d2b18580?source=social.tw
t.co
November 4, 2025 at 7:44 AM
Your AI agents will be compromised.
The question isn’t “if,” but “what happens next.”
In Part 2 of my Zero-Trust for AI Agents series, I cover:
🔹 Micro-segmentation to limit lateral movement
🔹 Runtime containment to stop blast radius spread
#AIsecurity #ZeroTrust #CloudNative #AIOps
t.co/sBTsmTEoHE
The question isn’t “if,” but “what happens next.”
In Part 2 of my Zero-Trust for AI Agents series, I cover:
🔹 Micro-segmentation to limit lateral movement
🔹 Runtime containment to stop blast radius spread
#AIsecurity #ZeroTrust #CloudNative #AIOps
t.co/sBTsmTEoHE
Your security stack wasn't built for AI agents. It's time for a Zero-Trust approach.
I'm starting a series on securing AI agents. Part 1 is all about the foundation: IDENTITY.
#AI #Cybersecurity #ZeroTrust #DevSecOps #AIAgents
Link: medium.com/p/zero-trust...
I'm starting a series on securing AI agents. Part 1 is all about the foundation: IDENTITY.
#AI #Cybersecurity #ZeroTrust #DevSecOps #AIAgents
Link: medium.com/p/zero-trust...
Zero-Trust Blueprint for AI Agents (Part 1 of 3)
Learn why traditional IAM fails for AI agents and how to implement a Zero-Trust architecture starting with workload identity.
medium.com
October 12, 2025 at 5:43 PM
Your security stack wasn't built for AI agents. It's time for a Zero-Trust approach.
I'm starting a series on securing AI agents. Part 1 is all about the foundation: IDENTITY.
#AI #Cybersecurity #ZeroTrust #DevSecOps #AIAgents
Link: medium.com/p/zero-trust...
I'm starting a series on securing AI agents. Part 1 is all about the foundation: IDENTITY.
#AI #Cybersecurity #ZeroTrust #DevSecOps #AIAgents
Link: medium.com/p/zero-trust...
Meta's LLaMA training failed every 3 hours across 16,384 GPUs. GitHub Copilot missed critical security bugs. Yet they recovered.
In my deep dive I look at How OpenAI, Anthropic & Notion build evals that actually work with failures, fixes & frameworks you can use today.
#AIEvals #MLOps #AI
In my deep dive I look at How OpenAI, Anthropic & Notion build evals that actually work with failures, fixes & frameworks you can use today.
#AIEvals #MLOps #AI
AI Evaluation Engineering: Building Reliable Evaluation Systems
The landscape of AI evaluation has transformed dramatically as companies deploy large language models at scale. This technical analysis…
nitishagar.medium.com
September 27, 2025 at 1:48 AM
Reposted
#pyconau @nitishagar.bsky.social Building Production-Ready MCP Servers: From Protocol to Patterns http://youtu.be/Lrk-ZlaBYfY
"Building Production-Ready MCP Servers: From Protocol to Patterns" - Nitish (PyCon AU 2025)
The Model Context Protocol (MCP) is an open standard for connecting AI assistants to the systems where data lives, including content repositories, business tools, and development environments. This talk explores practical implementation patterns for building robust MCP servers in Python, covering architecture decisions, error handling strategies, and real-world deployment considerations. You'll
youtu.be
September 23, 2025 at 3:03 AM
#pyconau @nitishagar.bsky.social Building Production-Ready MCP Servers: From Protocol to Patterns http://youtu.be/Lrk-ZlaBYfY
REST APIs are dying for AI applications.
It's not just about speed, it's about enabling AI agents that can maintain state, recover from failures, and coordinate complex multi-tool workflows in real-time.
#LLM #Streaming #AIEngineering #MCPNews
Full Story: nitishagar.medium.com/the-streamin...
It's not just about speed, it's about enabling AI agents that can maintain state, recover from failures, and coordinate complex multi-tool workflows in real-time.
#LLM #Streaming #AIEngineering #MCPNews
Full Story: nitishagar.medium.com/the-streamin...
The Streaming LLMs: Reshaping API Design
The transition from batch to streaming Large Language Model (LLM) interactions represents a fundamental architectural shift comparable to…
nitishagar.medium.com
September 20, 2025 at 12:54 PM
REST APIs are dying for AI applications.
It's not just about speed, it's about enabling AI agents that can maintain state, recover from failures, and coordinate complex multi-tool workflows in real-time.
#LLM #Streaming #AIEngineering #MCPNews
Full Story: nitishagar.medium.com/the-streamin...
It's not just about speed, it's about enabling AI agents that can maintain state, recover from failures, and coordinate complex multi-tool workflows in real-time.
#LLM #Streaming #AIEngineering #MCPNews
Full Story: nitishagar.medium.com/the-streamin...
Just wrapped up my talk at PyCon AU 25 on "Building Production-Ready MCP Servers" 🎯
We're moving from "every AI needs custom integration" to "build once, connect everywhere."
Huge thanks to the @pyconau.bsky.social
community for the engaging discussions!
#PyConAU25 #AI #MCP #Python #TechTalks
We're moving from "every AI needs custom integration" to "build once, connect everywhere."
Huge thanks to the @pyconau.bsky.social
community for the engaging discussions!
#PyConAU25 #AI #MCP #Python #TechTalks
September 17, 2025 at 5:34 AM
Just wrapped up my talk at PyCon AU 25 on "Building Production-Ready MCP Servers" 🎯
We're moving from "every AI needs custom integration" to "build once, connect everywhere."
Huge thanks to the @pyconau.bsky.social
community for the engaging discussions!
#PyConAU25 #AI #MCP #Python #TechTalks
We're moving from "every AI needs custom integration" to "build once, connect everywhere."
Huge thanks to the @pyconau.bsky.social
community for the engaging discussions!
#PyConAU25 #AI #MCP #Python #TechTalks
The problem: Requirements get lost in translation Business need. In my article below I look at AI first requirements as code tools to solve this.
#SoftwareEngineering #AIinDevelopment #TechnicalLeadership #DevOps #AgileTransformation #DeveloperProductivity
Full guide: medium.com/p/the-markdo...
#SoftwareEngineering #AIinDevelopment #TechnicalLeadership #DevOps #AgileTransformation #DeveloperProductivity
Full guide: medium.com/p/the-markdo...
The Markdown Revolution: Why Specifications Are King
How one-page Markdown specs eliminate rework, turn AI into a feature delivery system, and help teams ship the right thing in days, not…
medium.com
September 11, 2025 at 10:52 AM
The problem: Requirements get lost in translation Business need. In my article below I look at AI first requirements as code tools to solve this.
#SoftwareEngineering #AIinDevelopment #TechnicalLeadership #DevOps #AgileTransformation #DeveloperProductivity
Full guide: medium.com/p/the-markdo...
#SoftwareEngineering #AIinDevelopment #TechnicalLeadership #DevOps #AgileTransformation #DeveloperProductivity
Full guide: medium.com/p/the-markdo...
🐍✨ Excited to present on Model Context Protocol (MCP) at #PyConAU2025!
Join me as we explore MCP patterns for better AI tool integration and making LLMs more powerful.
🎟️ Get your tickets here: pretix.eu/pyconau/2025...
See you in 🇦🇺!
#Python #AI #MCP #MachineLearning #Conference
Join me as we explore MCP patterns for better AI tool integration and making LLMs more powerful.
🎟️ Get your tickets here: pretix.eu/pyconau/2025...
See you in 🇦🇺!
#Python #AI #MCP #MachineLearning #Conference
Voucher redemption :: PyCon AU 2025
pretix.eu
July 30, 2025 at 4:16 AM
🐍✨ Excited to present on Model Context Protocol (MCP) at #PyConAU2025!
Join me as we explore MCP patterns for better AI tool integration and making LLMs more powerful.
🎟️ Get your tickets here: pretix.eu/pyconau/2025...
See you in 🇦🇺!
#Python #AI #MCP #MachineLearning #Conference
Join me as we explore MCP patterns for better AI tool integration and making LLMs more powerful.
🎟️ Get your tickets here: pretix.eu/pyconau/2025...
See you in 🇦🇺!
#Python #AI #MCP #MachineLearning #Conference
Tired of state management hell in your AI agents? The solution has been hiding in your toolchain all along. A blueprint for building truly stateful LLMs using the power of continuations.
#AI #SystemDesign #LLM #DeveloperExperience
nitishagar.medium.com/the-architec...
#AI #SystemDesign #LLM #DeveloperExperience
nitishagar.medium.com/the-architec...
The Architect’s Missing Blueprint for Stateful AI
Why the principle of continuations reborn in Python and modern frameworks are key to building resilient, debuggable LLM agents.
nitishagar.medium.com
July 29, 2025 at 5:18 AM
Tired of state management hell in your AI agents? The solution has been hiding in your toolchain all along. A blueprint for building truly stateful LLMs using the power of continuations.
#AI #SystemDesign #LLM #DeveloperExperience
nitishagar.medium.com/the-architec...
#AI #SystemDesign #LLM #DeveloperExperience
nitishagar.medium.com/the-architec...
In my recent article I explore how "SF BOLAA" pattern can be blueprint for AI microservices going forward. #AI #Microservices Link below:
medium.com/@nitishagar/...
medium.com/@nitishagar/...
The Microservices Pattern for AI: How to Build Smarter, Cheaper, and More Reliable LLM Agents
If you’re a developer who’s tinkered with LangChain or AutoGPT, you’ve felt the magic. You write a single prompt, and an LLM-powered…
medium.com
July 21, 2025 at 3:13 AM
In my recent article I explore how "SF BOLAA" pattern can be blueprint for AI microservices going forward. #AI #Microservices Link below:
medium.com/@nitishagar/...
medium.com/@nitishagar/...
The magic of your LLM demo wears off fast in production. 😟
Hallucinations, regressions, silent failures...
The answer isn't just better prompts—it's a better process. It's time for LLM Evals in your CI/CD pipeline.
nitishagar.medium.com/from-magic-t...
#LLM #AI #MLOps #CICD #DevOps #GenAI
Hallucinations, regressions, silent failures...
The answer isn't just better prompts—it's a better process. It's time for LLM Evals in your CI/CD pipeline.
nitishagar.medium.com/from-magic-t...
#LLM #AI #MLOps #CICD #DevOps #GenAI
From Magic to Metrics: A Practical Guide to LLM Evals in Your CI/CD Pipeline
How to tame the unpredictability of Large Language Models and build reliable AI-powered features with deterministic testing.
nitishagar.medium.com
July 1, 2025 at 1:21 PM
Stop writing every line of code, start conducting it. My latest article breaks down the practical agentic workflow that turns AI into your junior dev, making you a true 10x engineer.
#AICoding #SoftwareEngineering #DeveloperProductivity #FutureOfWork
#AICoding #SoftwareEngineering #DeveloperProductivity #FutureOfWork
The New 10x Engineer: A Practical Guide to AI-Assisted Coding
The myth of the 10x engineer is becoming a reality, but the engineer isn’t human. It’s an AI agent, and your job is to become its…
nitishagar.medium.com
June 17, 2025 at 7:32 AM
Stop writing every line of code, start conducting it. My latest article breaks down the practical agentic workflow that turns AI into your junior dev, making you a true 10x engineer.
#AICoding #SoftwareEngineering #DeveloperProductivity #FutureOfWork
#AICoding #SoftwareEngineering #DeveloperProductivity #FutureOfWork
Building in AI? Decide if you're shipping the "picks & shovels" (MCP server platform) or the "gold" (AI Agent) – your strategy depends on it! #AI #ProductStrategy #MCP #AIAgents #TechInnovation
MCP Servers vs AI Agents: Are We Overthinking Our AI Infrastructure?
A few weeks back, I was talking with a colleague, and the conversation went something like this:
nitishagar.medium.com
June 4, 2025 at 5:50 AM
Building in AI? Decide if you're shipping the "picks & shovels" (MCP server platform) or the "gold" (AI Agent) – your strategy depends on it! #AI #ProductStrategy #MCP #AIAgents #TechInnovation
Wrote an article on lightweight models that can run on standard hardware, significantly reducing complexity from a DevOps and infrastructure standpoint.
#infra #ai #tech
Why Smaller, Efficient Models Are a Game Changer for DevOps & Infra medium.com/@nitishagar/...
#infra #ai #tech
Why Smaller, Efficient Models Are a Game Changer for DevOps & Infra medium.com/@nitishagar/...
Why Smaller, Efficient Models Are a Game Changer for DevOps & Infra
For the past few years, the Artificial Intelligence narrative has been dominated by images of massive, power-hungry GPU clusters churning away in hyperscale data centers. The perception? Serious AI…
medium.com
April 24, 2025 at 12:59 PM
Wrote an article on lightweight models that can run on standard hardware, significantly reducing complexity from a DevOps and infrastructure standpoint.
#infra #ai #tech
Why Smaller, Efficient Models Are a Game Changer for DevOps & Infra medium.com/@nitishagar/...
#infra #ai #tech
Why Smaller, Efficient Models Are a Game Changer for DevOps & Infra medium.com/@nitishagar/...
DeepSeek: A Disruptor in the AI Cost Equation
The article examines how DeepSeek serves as a catalyst for companies to explore cost disruption through AI tools and augmentation.
#ai #ai-strategy #aws #software-strategy
The article examines how DeepSeek serves as a catalyst for companies to explore cost disruption through AI tools and augmentation.
#ai #ai-strategy #aws #software-strategy
DeepSeek: A Disruptor in the AI Cost Equation
Photo by micheile henderson on Unsplash
medium.com
February 25, 2025 at 5:24 AM
DeepSeek: A Disruptor in the AI Cost Equation
The article examines how DeepSeek serves as a catalyst for companies to explore cost disruption through AI tools and augmentation.
#ai #ai-strategy #aws #software-strategy
The article examines how DeepSeek serves as a catalyst for companies to explore cost disruption through AI tools and augmentation.
#ai #ai-strategy #aws #software-strategy
Just published article on potential use of serverless with LLM: medium.com/@nitishagar/...
#llm #serverless #ai
#llm #serverless #ai
Serverless LLM: AI’s Potential in the Age of Instant Scalability
Forget Infrastructure Headaches, Focus on AI Innovation: How Serverless is Revolutionizing AI Deployment and Operations
medium.com
February 10, 2025 at 1:22 PM
Just published article on potential use of serverless with LLM: medium.com/@nitishagar/...
#llm #serverless #ai
#llm #serverless #ai
Jailbreaks are a major AI risk. Anthropic's innovative defense is a wake-up call for enterprise security. Get the breakdown + actionable steps: link.medium.com/pLk4lHCsJQb
#AISecurity #LLMSecurity #JailbreakAI #Anthropic #EnterpriseAI
#AISecurity #LLMSecurity #JailbreakAI #Anthropic #EnterpriseAI
link.medium.com
February 5, 2025 at 5:57 AM
Jailbreaks are a major AI risk. Anthropic's innovative defense is a wake-up call for enterprise security. Get the breakdown + actionable steps: link.medium.com/pLk4lHCsJQb
#AISecurity #LLMSecurity #JailbreakAI #Anthropic #EnterpriseAI
#AISecurity #LLMSecurity #JailbreakAI #Anthropic #EnterpriseAI