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11 posts

6 min read

Tokenmaxing Is Out: What Frugal AI Means for Salesforce Developers and Architects

Burning tokens isn't a productivity metric, it's a cost center. Here's how the frugal AI shift translates into concrete architecture decisions on Salesforce projects.

#ai#llm#salesforce#architecture#developer-tools
5 min read

Claude Code Hooks: Guardrails for Your Salesforce Dev Workflow

Hooks let you enforce behavior in Claude Code instead of hoping the model does the right thing. The mental model, three Salesforce-specific hooks, and why this matters more in Salesforce than in most stacks.

#claude-code#salesforce#ai#automation#developer-tools
6 min read

The Weird Economics of AI Inference: Are You Really Getting $8,000 of Value for $200?

Breaking down the economics of AI subscriptions to understand how AI providers can offer massive token limits without going bankrupt.

#ai#economics#llm#subscriptions
5 min read

The Four Stages of AI-Assisted Coding

Not all AI-assisted coding is equal. From pure vibe coding to production-grade agentic engineering — here's a framework for where you actually stand and where you should aim.

#ai#agentic-coding#claude-code#developer-tools#software-engineering
6 min read

Beyond the Org: Why Salesforce-Only Architects Struggle in the Enterprise

If your architecture only lives inside the Salesforce landscape, your role is shrinking. Here is why modern architects must master enterprise patterns outside the CRM sandbox.

#Salesforce#Architecture#AI#Headless#Integration
7 min read

Designing Multi-Agent Workflows in Salesforce

Building a single AI agent is straightforward. Orchestrating a team of specialized agents to automate complex, end-to-end Salesforce processes is where the real value lies.

#salesforce#ai#agents#architecture
4 min read

So You're a Vibe Coder and Want to Build a Real App? Here's My Approach

A practical take on building AI-powered applications without collapsing everything into one vibe-coded blob.

#ai#architecture#vibe-coding#llm#fullstack
2 min read

Claude Managed Agents: What Is It And What Problem It Solves

Anthropic just launched Managed Agents — a suite of composable APIs for building and deploying cloud-hosted agents at scale. Here's what it means for developers.

#ai#claude#agents#development
3 min read

How Tokens Work in LLM: A Beginner's Guide to LLM Usage

Tokens are the currency of LLMs. Understanding how they work helps you make smarter choices about which models to use and how to manage your prompts.

#ai#llm#beginners
4 min read

Agentforce in the Public Sector: A Big Opportunity with an Even Bigger Trust Problem

Government agencies are drowning in demand with fewer people to handle it. Agentforce could genuinely help. But convincing public sector clients to actually move forward? That's a different problem entirely.

#salesforce#ai#public sector#Agentforce
3 min read

AI Certifications vs. Skills: What Companies Actually Care About

Certifications are helpful, but in 2026 they are more of an indication than a promise. The real value is in hands-on experience, and the data backs that up.

#ai#career#certifications