Model Context Protocol (MCP)
Model Context Protocol gives AI hosts a shared contract for discovering and exchanging context and capabilities, but interoperability does not replace authorization or domain policy.
32 min read
Writing
Blog
Real-world perspectives on enterprise architecture, AI systems, and platform strategy.
Start with a few curated entry points, then browse the archive by topic or time. If you prefer a guided path instead of individual posts, follow the series guide.
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Tool Calling
Tool calling lets a model propose a structured capability invocation while an execution host retains authority over authorization, validation, side effects, and outcomes.
21 min read
The Application Boundary Is Weakening
As enterprise data and capabilities spread across systems, multiple consumers need shared context and governed capability through different experiences. The application boundary weakens, but does not disappear.
22 min read
Agent and Agent Design Patterns
An agent is not simply a model with a prompt: it is a model-driven control loop, and the real architecture decision is how much of that loop stays under deterministic control.
18 min read
Timed Multi-Round Web Lookup
Web search is turning into a bounded, multi-round loop where a model helps choose what to search next and when to stop, and that loop deserves the same architectural discipline as any other production system.
11 min read
The Abstraction Shift
AI-native software is not accumulating terminology by accident: its expanding vocabulary reflects a new model-mediated abstraction layer forming inside software architecture.
8 min read
Git Strategy for Agentic Development: The Solo Developer Version
How to structure branches, worktrees, and promotion gates when building with agents as a solo developer or small team. Isolation, gated integration, and selective promotion without enterprise infrastructure.
12 min read
The Hidden Cost Curve of Enterprise AI
AI infrastructure costs feel manageable at launch and surprising at scale. The compounding effect of token growth, optional operational layers, and cost volatility creates a very different budget reality than the initial estimate suggests.
6 min read
When Architecture Becomes the Problem
Over-architecture is rarely deliberate. It builds through resume-driven engineering, vendor influence, and big-tech pattern copying, until the architecture exceeds the problem it was meant to solve.
7 min read
AI Systems Are Quietly Exploding Architecture Complexity
AI features appear simple on the surface but introduce hidden architectural weight: new systems, pipelines, and governance gaps that compound before the project has a name. Here's how to measure it before it becomes unmanageable.
9 min read
AI vs ML vs Deep Learning: What’s the Difference?
AI, ML, and deep learning form a nested hierarchy. Understand the core differences with examples, and why deep learning drives modern AI breakthroughs.
3 min read
The AI Playbook: A Roadmap from Foundations to Production
This series presents a structured AI roadmap designed for engineers and technical professionals, emphasizing essential concepts and advanced applications like LLM Ops and AI security. The content focu
3 min read
Functions vs. Arrow Functions in JavaScript for LWC
Learn when to use traditional functions vs. arrow functions in LWC. Arrow functions inherit `this` lexically, solving common event handler bugs in Lightning components.
4 min read
A Brief History of AI: From Myths to Modern Agents
AI's path was never linear: from Turing and the Golden Age, through two AI winters, to the deep learning revolution and generative AI that defines the field today.
5 min read
Variables and Scope in JavaScript for LWC Developers
Master `let`, `const`, and `var` in LWC. Block scope, function scope, and closure rules determine how variables behave inside components and affect state and rendering.
3 min read
Mastering LWC: Why JavaScript Is the Foundation
Every Lightning Web Component runs on JavaScript. This series covers variables, functions, events, async patterns, and ES6+ features that every LWC developer needs.
3 min read
When to Use AI vs. Traditional Control Flow in Your Application
AI handles ambiguous, rule-breaking problems; control flow handles deterministic logic. Most real systems blend both: AI for perception, control flow for enforcement.
3 min read
Snippet: From Free Text to Your Salesforce Data Model
Convert unstructured text — emails, notes — into Salesforce records using the Models API. Scans your org schema dynamically and maps text to custom objects and fields.
4 min read
AI-Ready Apex Trigger Framework: Lean, Bulk-Safe, and Metadata-Driven
An AI-ready Apex Trigger Framework in Salesforce. Learn the architecture, best practices, detailed Apex code, AI prompt templates, and pitfalls to avoid. Designed for scalability, maintainability, and
8 min read
Snippet: Native Sharing in Salesforce with LWC and the Web Share API, One-Tap Record Sharing on Mobile
Use the Web Share API in LWC to open native share sheets — WhatsApp, Teams, Mail — so users can share Salesforce records in one tap on mobile. No Apex required.
4 min read
Generating an OpenAPI Spec for Salesforce REST API (Beta)
Salesforce now generates OpenAPI 3.0 specs from your org. Use them for Postman, SDK generation, and docs — keeping API definitions in sync with your implementation.
3 min read
From Core to AI-Native: The Salesforce Apex Frameworks Roadmap
Evolve your Apex frameworks from core essentials to AI-native solutions. Build secure, scalable foundations compatible with AI-assisted code generation and modern tooling.
3 min read
Snippet: How to Use Generative AI in Salesforce for Real-Time Case Classification and Data Validation
Integrate Google Gemini with Salesforce Apex to classify and validate Cases in real time, improving routing accuracy and preventing SLA breaches automatically.
6 min read
How to Measure Salesforce Sales Cloud ROI (Even Without Baseline Data)
Measure real Sales Cloud ROI without perfect benchmarks. Track pipeline velocity, forecast accuracy, adoption, and productivity — starting from where you are now.
5 min read
Snippets: Skip OAuth — Use Salesforce CLI for Quick API Calls
Leverage your existing Salesforce CLI session to skip OAuth setup for temporary scripts. Extract the access token and call the API without configuring a Connected App.
6 min read
Architecting Salesforce for Control: How to Manage Cost, Lock‑In & Hybrid Runway
Balance innovation and discipline on Salesforce by managing cost drivers, controlling lock-in, and adopting architectural patterns that protect your platform investment.
6 min read
Beyond the CRM: Reimagining Salesforce as Strategic Infrastructure
Transform Salesforce from a departmental tool into strategic enterprise infrastructure — scalable, integrated, and aligned across sales, service, and operations.
15 min read
Architecting ROI: A Technologist’s Lens on Financial Accounting
Understanding financial statements helps tech leaders navigate enterprise decisions about investments, negotiations, and strategic alignment with finance teams.
4 min read
The Encryption You Think You Have vs. The One You Actually Use
TLS security depends on negotiated cipher suites, not just the padlock icon. Understand the TLS handshake, cipher selection, and why TLS 1.3 removes legacy cryptography.
5 min read
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Earlier Writing (12 posts)
Einstein Analytics and Discovery Consultant
I earned the Einstein Analytics and Discovery Consultant cert after two failed attempts. What changed: completing both super badges, hands-on SAQL work, and focused study.
2 min read
Tip: Manage multiple JVMs in Mac with Homebrew
Manage multiple JDK versions on Mac using Homebrew and jenv. Install different OpenJDK builds and switch between them without affecting your system default.
2 min read
Platform Developer II
I earned Salesforce Certified Platform Developer II after super badges and the PD1 exam. Focus: Apex, Visualforce, data modeling, performance tuning, and integration.
2 min read
Einstein Analytics Single Page Overview
The complete Einstein Analytics architecture: data sources, datasets, transformations, and analysis tools. Understand dataflows, recipes, lenses, and dashboards at a glance.
2 min read
Easy Deployment Using Unmanaged Package & SFDX
Generate package.xml and deploy metadata with all dependencies in minutes using unmanaged packages and SFDX, avoiding manual conflict resolution and changeset limits.
2 min read
JSON Web Token
JWT is an open standard for secure information exchange. It consists of header, payload, and signature — each base64 encoded and cryptographically signed using RS256.
3 min read
Provide FLS permission to Profile
Quick tip: Run a short browser console script on a profile's FLS page to check all permission checkboxes at once instead of clicking manually through every field.
1 min read
Lock out users during maintenance / deployment
Use login flows to lock users out during deployment with a friendly message and optional passcode — more graceful than freezing users or deactivating profiles.
3 min read
Bring your existing html project into to Salesforce with near zero effort
Embed existing HTML/JavaScript projects into Salesforce using static resources and iframes. Skip Visualforce conversion and load full web apps with minimal effort.
1 min read
Salesforce Certified Sales Cloud Consultant
The Sales Cloud Consultant cert tests analytical and problem-solving skills. Requires 1-2 years consulting experience and depth in SDLC, forecasting, and security models.
2 min read
Becoming a Certified Administrator
I cleared the Salesforce Certified Administrator exam after 2+ years on the platform. What worked: official study guide, hands-on practice, and focused syllabus review.
1 min read
Visualforce design pattern: a dynamic approach.
Use field sets and JSON metadata to build dynamic Visualforce pages that adapt to multiple record types without code changes — fields and layouts adjust through config.
4 min read
