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Agentic Workflows Explained: How Agents Coordinate Real Work

An agentic workflow is a business process where AI agents plan the steps, use tools, and check their own work to reach a goal — instead of following a fixed script. Unlike linear automation, which runs the same steps every time, an agentic workflow adapts to context, handles exceptions, and coordinates hand-offs between agents, systems, and people.

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What Is a Forward Deployed Engineer? (And When Do You Need One?)

A forward deployed engineer (FDE) is a senior engineer who embeds directly inside your team, learns how your business actually works, and ships the first working solution in your real environment — not a slide deck or a proof-of-concept that dies in a demo. The model pairs product-grade engineering with on-the-ground context, so what gets built solves the problem you actually have.

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Context Is the Business: Agentic Context Engineering and the Capture-and-Route Engine

Agentic context engineering — building the infrastructure that captures, distills, and routes your business knowledge to the right agent at the right moment — is the real moat in agentic operations. The model is a commodity. Every company will have access to the same frontier models, the same orchestration frameworks, the same agent toolkits. What they will not have is your organization's accumulated context: the decisions made in Tuesday's client call, the constraint surfaced in an internal chat, the process refinement your team discovered two quarters ago.

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How to Use Claude Code: The Complete Guide

To use Claude Code, install it (curl -fsSL https://claude.ai/install.sh | bash), run claude inside a project directory, log in, and describe what you want in plain English. It reads your codebase, proposes edits, runs commands, and works with git — asking permission before it changes anything. You steer with a repeating loop: explore, plan, implement, verify.

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Cloud Security and Compliance for SMEs: What Actually Changes When You Move

Most small and mid-sized businesses move to the cloud expecting one thing above all else: someone else will handle the security. You sign up for Microsoft 365, migrate a few servers to Azure or AWS, adopt a handful of SaaS tools, and the mental model quietly becomes the provider is a giant tech company, so my data must be safe. It is the single most expensive assumption we see at Facet MSP, and it is wrong in a specific, correctable way.

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Why AI Code Review Tools Miss What Matters Most — And the Fix

The change was forty lines. An AI agent wrote it to fix a proration edge case in the billing service — mid-cycle plan upgrades were rounding a day wrong. A senior engineer reviewed it the way good engineers do, line by line. The logic read cleanly. The variable names were sensible. The diff did what the ticket asked. She approved it, it merged, it shipped on a Thursday afternoon.

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What Is an Agentic Operating System?

An agentic operating system (agentic OS, or AOS) is the operating model a business runs on when AI agents—not just people or scripts—do the work: a coordinated layer of agents, shared context, guardrails, evaluations, and orchestration that turns one-off AI experiments into a system that ships real business outcomes on repeat.

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The Architecture Quality Checklist for AI-Built Salesforce Orgs

Every prior generation of advice about Salesforce technical debt described the same disease: years of accreted clicks-not-code, orphaned fields, a trigger per object, and a cleanup project nobody funds. That framing is now obsolete. In an org where agents author most of the metadata, debt no longer accumulates slowly over five years of admin drift — it can accumulate in an afternoon, at production quality, with passing tests. The cleanup metaphor breaks because there is no lull in which to clean up.

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Agentic AI: What It Is and Why It Matters

Agentic AI is software given a goal that it pursues across many steps on its own — planning the work, using tools, checking its results, and correcting course — without a person driving each move. Where generative AI produces an output when prompted, agentic AI runs an entire process to completion, deciding each step itself within boundaries you set.

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Agentic Cybersecurity for SMBs — The 2026 Threat-and-Defense Landscape

A few years ago, the cybersecurity advice we gave small and mid-sized businesses fit on an index card: patch your software, train your people, back up your data, and buy a decent firewall. That advice still holds. But the index card no longer describes the game you're actually playing.

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