GitHub Copilot Is a Stack Now, Not a Feature
Instructions, prompts, agents, skills, hooks, MCP, memory — a field guide to everything that belongs in your .github/ folder in 2026
Writing
Everything I've written — on Medium, Blogger, Forbes, and here. Automatically kept in sync daily.
18 posts · 10 Medium · 4 Blogger · 4 Forbes · 0 here
A Self-Evolving Agent — and a Reference Pattern Every Enterprise Architect Should Be Studying
Most coverage of Dr. Zero — the January release from Meta Superintelligence Labs and the University of Illinois Urbana-Champaign (arXiv 2601.07055) — frames it as a clever lab trick: an agent that learns to search with zero human-labeled data. That framing undersells it for the people who have to make architecture decisions for a living.
# A “Too Powerful” Model Just Went Public. Here’s What I’m Actually Watching With Claude Fable 5.
### Anthropic spent two months keeping its Mythos-class models locked away. This week it handed a version of one to everyone. As an engineer, here are the five claims I want to put to the test.
Why LLMs Start Strong but Struggle as Software Projects Grow: An Architect’s Perspective
When I first started using Large Language Models (LLMs) for software development, the experience felt almost magical.
# The Enterprise Architect’s Field Guide to Agentic AI in 2026
*A practitioner’s map of the seven companies that matter, the certifications worth your time, and the topics every EA should be able to defend in a design review.*
# The Seven Dimensions of Impact
## What ten landmark systems teach us about building software that matters in the AI era
Automation Everywhere: AI Is Reshaping Every Profession
From doctors and lawyers to teachers and engineers, AI is becoming the new operating layer for how humans work on computers.
The Future of IT Industry (Next 10 Years):
AI Will Change Everything — Except the Only Thing That Actually Matters
The Quiet Protocol Changing How Enterprises Deploy AI in Salesforce
Every few years, a seemingly boring technical standard quietly rewires how enterprises build software. HTTP did it for the web. OAuth did it for identity. USB did it for peripherals. Today, a young protocol called MCP — the Model Context Protocol — is doing the same thing for AI agents, and it is landing squarely in the middle of the Salesforce ecosystem.
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How Salesforce And AWS Architects Should Think About The Next Phase Of AI
As AI shifts from a feature you bolt onto applications to a force that redraws where decisions get made, the enterprise architect's job description is quietly changing. This piece looks at how Salesforce and AWS architects can rethink the boundaries between systems, responsibilities, and accountability when intelligent agents sit at the middle of the stack.
How Context Engineering And Prompt Engineering Reduce Hallucinations
Most hallucinations aren't a model problem — they're a conditions problem. This piece argues that the fastest path to trustworthy enterprise AI isn't a smarter model; it's deliberate design of the context, retrieval, and guardrails around the prompt. A practical look at what 'context engineering' actually means and where it earns its keep.
How Platform Ecosystems Shape Architect Thinking—And Why It Matters
The enterprise architect is no longer picking a stack; they're navigating an ecosystem. This article unpacks how the rise of platform ecosystems (Salesforce, AWS, Azure, and friends) is reshaping the architect's mental model — from single-system design to cross-cloud, cross-constraint trade-offs that weigh business outcome as heavily as technical elegance.
Prompt Engineering: The Strategic Lever Behind AI Agent Success
Prompt engineering has been quietly rebranded as a productivity hack, but for enterprise AI agents it's the scaffolding that determines whether the system delivers value or noise. This piece reframes prompt design as a strategic discipline: how to structure context, intent, and constraints so large models behave reliably inside production workflows.
Salesforce Spring 16 Questions Maintainence Exam
Hi All, Below is the link for questions related to Sales force Maintenance Spring 16 Questions.You have to give the exam before 4th November otherwise your credentials will be expired. You can find the questions for all 3 maintenance exam questions for Spring 16. http://salesforcemaintainencequestions.blogspot.com/ Thanks, Shikher Goel
Understand Duplicates in Salesforce
Hi All, Since data is growing day by day and data in the systems need to be good. Good data has various clasifications but top most is "Not having duplicates".You should take care about the database and check whether data is not going to be duplicated. Below is the link to check for duplicates in your database.…
Visualforce and Apex
Hi All, Currently Salesforce has the Apex and Visualforce Guides which is having more than 1500+ Pages of pdfs and really time consuming to read these guides. I had written the blogs to help the people who are working in Salesforce can see the points which need to be consider while working on Apex and Visualforce.…
Salesforce Consultant
Hi All, World is always for innovation and bringing new things which can help all other humans and blogs is also one of the way to help. Presently I love to work on Salesforce as a Consultant which can help the business. Thanks,