Amit Kewalramani
@amitkio
Followers
116
Following
326
Media
23
Statuses
76
Live, learn, apply, let go, re-learn, and repeat. Blog: https://t.co/8SexItWavX
NYC
Joined December 2010
Malice in AI doesn’t need a memo. It seeps in via training stories, political asymmetries, and sleeper triggers. Same model, ≠ same outcomes. https://t.co/cnTZVkr57w
#AI #LLMs
amitk.io
Malice doesn’t require intent. LLMs can fake alignment, manipulate code quality based on the audience, or conceal behaviors that evade our tests. Three factors are at play: training stories, politi...
0
0
0
Anthropic’s postmortem is a reminder: model monoculture = systemic risk. Same model ≠ same outcomes. Transparency makes the risk legible: https://t.co/G5AuTI1lyE
#LLMs
amitk.io
Anthropic’s postmortem on three Claude issues is a helpful reminder that relying on a single model creates systemic risk. The same model doesn’t lead to the same outcomes. Transparency makes the risk...
0
0
0
I don’t know the author, but this essay is a sharp take on enterprise engineering patterns. Not a critique — more a lens on why systems, processes, and teams in large orgs evolve the way they do. https://t.co/CAyJyUhfCI
0
0
0
robots.txt was never a law — just a sign on the door. In 2025, bots have new incentives, and some don’t ask before entering. 🔍 Why bots evolved, robots.txt didn’t, and what that means for the web in 2025:
amitk.io
In 2025, robots.txt still governs how bots access the web, but without enforcement, does it still matter? A look at stealth crawlers, shifting incentives, and the future of bot governance.
0
0
0
Engineers often talk about scale, but not enough about decision-making at scale. This thread by @mcfunley on product engineering debacles is a gem: https://t.co/Z4lkPAJNNb
0
0
0
Tried building a React component + test suite in Windsurf IDE and JetBrains Junie using the same Claude 4 prompts. Windsurf felt like a co-pilot. Junie felt like a plugin. Read: https://t.co/UZa1zgTqdy
#AI #DevTools #Claude #LLMs #Windsurf #JetBrains
amitk.io
A hands-on comparison of Windsurf IDE and JetBrains Junie using the same Claude Sonnet 4 prompts. Covers responsiveness, test generation, code quality, terminal feedback, and dev experience. Not a...
1
0
1
I don’t fight the old system. I build the one that replaces it — one silent cut to the facade at a time. #KeepItSimple #DoMoreWithLess #SystemDesign
0
0
1
Integration work isn’t going away, but the glue code can. In this post, I explore how @orbitalapi and Taxi offer a declarative, schema-driven approach to joining data across APIs, DBs, and more on demand. 🔗 https://t.co/eVWD43qRTt
#DataEngineering #Integration #APIs
amitk.io
A modern look at declarative data integration using Orbital and Taxi. Learn how enterprises can streamline API, database, and vendor data workflows without building multiple microservices or cron...
0
0
0
🚀 Real-time pipelines aren’t a luxury anymore... Apache Flink 2.0 is a shift in how we build for scale, correctness, and low-latency compute. Read why engineers and data leaders shouldn’t overlook it: 👉 https://t.co/cOQNu7I1aj
#ApacheFlink #StreamingData #RealTime #Flink2
amitk.io
Apache Flink 2.0 is redefining modern stream processing. Discover how its architecture, stateful compute model, and Streaming SQL capabilities enable enterprises to scale real-time data systems...
0
0
0
🌍 https://t.co/26tWtXb1XL has now been read in 135 countries. I started this to share real-world lessons in systems, data, and engineering strategy, and it turns out that the content resonates globally. Here’s where it’s reached so far 👇
1
0
1
Model Context Protocol: A Universal Adapter for AI Agents and LLMs https://t.co/b36yDw8bXX
#ModelContextProtocol #AIIntegration #LLMs
amitk.io
Deep dive into Model Context Protocol (MCP) with async Python, Go, and Spring Boot. Learn how to expose tools and resources to LLMs securely and efficiently.
0
0
0
Data as Capital: System Design Principles for CFO-Centric Solutions https://t.co/qCFijqjrn0
#SystemDesign #DataEngineering #FinOps #Strategy #DataActivation
amitk.io
Data isn’t just fuel, it’s capital. This post explains how modern system design enables CFOs and engineers to view data as a revenue-generating asset, rather than a technical byproduct.
0
0
0
From Code to Strategy: Developers Driving Impact #Systems #ESP #TechLeadership
https://t.co/GgspPEuLk0
amitk.io
Explore how developers use system design to influence enterprise strategy, improve outcomes, and become impactful technical leaders.
0
0
0
Simplexity: 10 Lessons for Scalable System Design
amitk.io
Learn how companies like AWS, Netflix, Stripe, and Spotify manage complexity through simplexity for scalable system design.
0
0
0
Nvidia CEO: Greatness does not come out of intelligence, it comes from character. Character is not formed out of smart people: it is formed out of people who have suffered.
148
2K
12K
🚨 Important update! Hugging Face disclosed unauthorized access to their Spaces platform, affecting some secrets. Measures include revoking compromised tokens and enhancing security. Users should refresh keys and switch to fine-grained access tokens. Stay secure! 🔒
0
0
1
Unlocking the power of voice recognition and AI. Jarvis is a full-fledged computer companion that interacts with your OS, automates tasks, and leverages your computer's hardware. #AI #ML #Jarvis
https://t.co/rFKJeYkHfB
amitk.io
Jarvis, my AI-powered assistant, is designed to streamline tasks and assist with activities. Unlike other voice assistants, Jarvis offers full programmability and vast internet access, making it a...
0
0
4
🔬 Dive into the world of embedded systems and C programming! Discover how Arduino Mega 2560 Rev3 enables custom sensor-based logic systems. #EmbeddedSystems #CProgramming
https://t.co/kucvnZS0cg
amitk.io
Discover the potential of embedded systems and C programming for custom sensor-based logic. Explore Arduino Mega 2560 Rev3, data collection, transmission, and real-time processing. Enhance your...
0
0
0