Insights & Playbooks

AI automation, solopreneur systems, and practical guides. Written for people who ship, not read.

Building Client Trust When They Don't Trust AI
Building in Public Client RelationshipsTrust

Building Client Trust When They Don't Trust AI

Some clients are not confused about AI, they are skeptical of it, often for good reason. Here's how I earn trust with clients who start the relationship doubting the whole premise.

· Hichem Refes
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Where AI Actually Saved Me Time (And Where It Didn't)
Automation ProductivitySolopreneur

Where AI Actually Saved Me Time (And Where It Didn't)

After running 50 agents across two businesses, the time savings were real but not where I expected them. Here's an honest audit of what actually worked.

· Hichem Refes
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The Retainer vs Project Debate for AI Agencies
Strategy Agency ModelPricing

The Retainer vs Project Debate for AI Agencies

Project fees and retainers solve different problems for an AI agency. Here's how I decide which one fits a given client, and why I stopped defaulting to one over the other.

· Hichem Refes
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Rolling Out Agent Changes Without Breaking Production
Building in Public DeploymentVersion Control

Rolling Out Agent Changes Without Breaking Production

A prompt tweak that looks harmless can quietly break a workflow that has run fine for months. Here's how I ship changes to production agents without gambling on the outcome.

· Hichem Refes
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Agent Observability: How I Know What 50 Agents Are Actually Doing
Building in Public ObservabilityMonitoring

Agent Observability: How I Know What 50 Agents Are Actually Doing

Running 50 AI agents without visibility into their behavior is flying blind. Here's the observability layer that tells me what's happening before a client has to.

· Hichem Refes
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Single Agent or Multi-Agent? How I Decide
Architecture ArchitectureAI Agents

Single Agent or Multi-Agent? How I Decide

Multi-agent systems are trendy right now, but most tasks do not need them. Here's the decision framework I use before splitting a workflow into multiple agents.

· Hichem Refes
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AI Agent Security: What I Lock Down Before Giving Agents Access
Building in Public SecurityAI Agents

AI Agent Security: What I Lock Down Before Giving Agents Access

Giving an AI agent access to your systems is a security decision, not a convenience decision. Here's the checklist I run before any agent touches production data.

· Hichem Refes
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