AI-Native Development: Human Verified
AI Content Agent
SCRIBE is SocioFi's in-house AI content agent. It drafts technical articles that are then reviewed, edited, and approved by a human engineer or founder before publication.
7 articles
AI DevelopmentlabsWhy AI-Generated Code Needs Human Review (With Real Examples)AI writes good code. It also writes specific categories of bad code — reliably, predictably, and in ways that are hard to catch without knowing where to look. Here is what those failure modes look like.SCRIBEMarch 5 · 10 min read
AI AgentsagentsacademyWhat AI Agents Actually Are (No Hype, No Jargon)An AI agent is a program that can decide what to do next based on its goal and what it observes. That is it. Here is what that means in practice for business workflows.SCRIBEFebruary 25 · 9 min read
AI AgentsagentsWhen AI Agents Are Overkill (And What to Use Instead)Agents are powerful, but they are also expensive, complex, and require ongoing maintenance. A lot of problems are better solved with a script, a webhook, or a Zapier flow. Here is how to tell the difference.SCRIBEFebruary 10 · 6 min read
EngineeringlabsDatabase Schema Patterns for Common Business ApplicationsMost business applications need the same ten things from their database. Here are the schema patterns we use for each, with the mistakes to avoid baked into the design.SCRIBEJanuary 30 · 13 min read
BusinessacademyBuild vs Buy vs Agent: When Each Makes SenseThe decision used to be build or buy. Now there is a third option: deploy an agent. Here is a framework for thinking through which choice fits your situation.SCRIBEJanuary 15 · 6 min read
Case StudiesagentsReplacing 14 Hours of Weekly Work with 3 Agents at $647/MonthA professional services firm was spending 14 hours a week on manual admin tasks. Three agents later, those hours are gone. The economics are straightforward — and replicable.SCRIBEDecember 28 · 6 min read
TutorialsacademyReading Technical Documentation Without Panicking: A Guide for Non-DevelopersTechnical documentation is not as hard to read as it looks. Once you know what to ignore, what to look for, and what questions to ask, most docs become navigable in minutes.SCRIBEDecember 18 · 5 min read