Harness Engineering, Explained Simply: Why Your AI Agent Fails (and How to Fix It)
The AI model is only half the story. The other half is everything you build around it. Here’s the whole idea in plain English, with working code.
Writing
Everything I've written — on Medium, Blogger, Forbes, and here. Automatically kept in sync daily.
29 posts · 10 Medium · 15 Blogger · 4 Forbes · 0 here
How to Convert Salesforce LWC to React JS — With an AI Agent That Proves the Migration Is Correct
12 min read · AI Agents · Salesforce · React · Code Migration
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
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
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
Apex Email Services
WHY EMAIL SERVICES To track inbound Email. To create Email to Lead. If you need to capture lead via email then you can use Email Services to track those. To track the responses of Job Application which are coming via emails. To track your company deals in salesforce which are coming from emails. You just need to cc one more email id to capture.…
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.…
Overriding Buttons, Links, and Tabs
Overriding Buttons, Links, and Tabs with Visualforce You can override the standard Detail pages button, tabs,external Objects tab using the Overriding Functionality. For override the detail Page button, if you are overriding visualforce ,then you need to add standardController to apex:page .…
Testing Apex
Understanding Testing in Apex At least 75% of your Apex code must be covered by unit tests When deploying Apex to a production organization, each unit test in your organization namespace is executed by default Calls to System.debug are not counted as part of Apex code coverage Test methods and test classes are not counted as part of Apex code coverage.…
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,
Custom Controllers and Controller Extensions
If you need to override the existing functionality,then we can use custom controller/custom extensions. What are Custom Controllers and Controller Extensions? Custom controller is a apex class in which we can apply logic for the Visualforce page. Custom Extensions is an apex class which needs to be extended for the controller/standardController defined.…
Standard Controllers
Standard Controller exists for all SObjects in Salesforce which can be queried by Force.com API. Associating a Standard Controller with a Visualforce Page To associate standard Controller you need to use standardController attribute on <apex:page> tag.…
Standard List Controllers
Standard List Controllers can be used to display list of records. Standard List Controllers for these 13 Standard Object and all custom objects. Standard Objects are Account,Asset,Campaign,Case,Contact,Contract,Idea,Lead,Opportunity,Order,Product2,Solution, User.…
Creating Maps with Visualforce
Visualforce mapping components make it simple to create maps that use third-party mapping services. Visualforce maps are interactive, JavaScript-based maps, complete with zooming, panning, and markers based on your Salesforce or other data. <apex:map> component defines the map canvas include size,type,initial zoom level.…
Integrating Emails with Visualforce
Introduction Visualforce can be used to send the emails to your contacts,leads or any recipients. It also allows us to create reusable Email Templates. Sending a Email with Visualforce You can send the email in apex using Messaging.SingleEmailMessage class. Create the apex action method to send the email and call action from Visualforce Page.…
Visualforce Dynamic Components
Introduction Dynamic Visualforce Components are used to create the VF Components using Apex using Component.Component_namespace.Component_name like Component.Apex.PageBlock. Code like this :Component.Apex.OutputText outText = new Component.Apex.OutputText(); outText.value = 'Some dynamic output text.'; Dynamic Components are not prefered to use in every use …
Dynamic Visualforce Bindings
Introduction Dynamic Visualforce bindings are a way of dynamically generation of fields on the visualforce Page. Fields on the page are determined at run time, rather than compile time. Can be done like {!reference[expression]} or {!myContact['Account'][fieldname]}.…
Custom Components
Creating and Using Custom Components • What are Custom Components? • Custom Component Markup • Using Custom Components in a Visualforce Page • Custom Component Attributes • Custom Component Controllers What are Custom Components? You can encapsulate a common design pattern in a custom component and then reuse that component several times in one or more Visua…