# Glossary

One-line definitions for every term that has a dedicated note in this vault. Click through for full context.

## Concepts

- **[[concept-claude-skills|Claude Skills]]** — Reusable instruction packs in Claude Co-Work that store brand voice and preferences; invoked via slash command and mutable through chat feedback.
- **[[concept-brand-voice-interview|Reverse-Engineered Brand Voice Interview]]** — A prompting technique that flips the script and has Claude interrogate the user until 95% confident it can replicate their brand voice.
- **[[concept-ai-content-engine|Compounding AI Content Engine]]** — A holistic system (Skill + local files + MCP connectors + weekly feedback) whose output baseline strictly improves over time.
- **[[concept-custom-connectors-mcp|Custom Connectors (Model Context Protocol)]]** — Integrations in Claude Co-Work that let the AI call external APIs and services via remote MCP server URLs.

## Contrarian Insights

- **[[insight-high-volume-solo|High-Volume Distribution Without a Team]]** — The claim that one creator + an AI engine renders the traditional content-agency / VA model obsolete for individual creators.
- **[[insight-stop-prompting-from-scratch|Prompting From Scratch Is Amateur]]** — The inversion of conventional prompt-engineering advice: build a Skill once, then issue short commands forever after.

## Claims

- **[[claim-solo-creator-volume|250+ Posts/Week Solo]]** — Sabrina's self-reported throughput, with personal review of every piece. Plausible but anecdotal.
- **[[claim-ai-faster-typewriter|AI ≠ Faster Typewriter]]** — Most users misuse AI for one-shot drafting instead of building compounding systems.
- **[[claim-local-file-context|Local Screenshot Interpretation]]** — Claude Co-Work can read and analyze local image files (e.g., Facebook Insights screenshots) and weave the data into brand-voice posts.
- **[[claim-competitive-advantage-feedback|Skill Refinement = Moat]]** — Continuous improvement of the AI's Skill is the primary competitive advantage in AI content creation.

## Frameworks

- **[[framework-content-automation-workflow|End-to-End Content Automation Workflow]]** — Six-step pipeline: train → save Skill → provide local-file context → generate visuals → schedule → refine.
- **[[framework-skill-refinement-loop|Weekly Skill Refinement Loop]]** — Five-step quality loop: review → identify patterns → give feedback → command \"update the skill\" → verify.

## Entities

- **[[entity-sabrina-ramonov|Sabrina Ramonov]]** — AI educator, solopreneur, creator/founder of Blotato. Primary speaker.
- **[[entity-kipp-bodnar|Kipp Bodnar]]** — CMO of HubSpot, co-host of *Marketing Against the Grain*. Interviewer.
- **[[entity-claude-co-work|Claude Co-Work]]** — Anthropic's desktop Claude client supporting Skills and MCP connectors; runtime for the entire workflow.
- **[[entity-blotato|Blotato]]** — Sabrina's MCP-exposed tool for AI-generated visuals and multi-platform scheduling (LinkedIn, X, Facebook). MCP URL: `https://mcp.blotato.com/mcp`.
- **[[entity-hubspot|HubSpot]]** — CRM/marketing platform; sponsor and venue (via Kipp's podcast).

## Quotes

- **[[quote-stop-bouncing-tools|Stop bouncing between tools]]** — Opening salvo: pick one tool, go deep.
- **[[quote-faster-typewriter|AI as a faster typewriter]]** — The rhetorical anchor of the entire thesis.
- **[[quote-solo-distribution|Solo distribution volume]]** — The verbatim 250/week claim with editor-in-the-loop qualifier.
- **[[quote-competitive-advantage|The real competitive advantage]]** — Closing strategic thesis about continuous Skill improvement.

## Action Items

- **[[action-initiate-brand-interview|Initiate Brand Voice Interview]]** — Paste the kickoff prompt that triggers Claude's 95%-confidence interview.
- **[[action-use-local-files-for-context|Use Local Files for Context]]** — Reference local screenshots by filename in your prompts.
- **[[action-connect-blotato-api|Connect Blotato API]]** — Add Blotato as a Custom Connector in Claude Co-Work using its MCP URL.
- **[[action-generate-visuals|Generate Visuals via Natural Language]]** — Command Claude to use a named Blotato template (e.g., \"whiteboard infographic\").
- **[[action-update-skill-weekly|Update the Skill Weekly]]** — Schedule a weekly review and issue the explicit \"update the skill\" command.

## Prerequisites

- **[[prereq-claude-cowork-access|Claude Co-Work / Desktop Access]]** — Required for filesystem access and MCP. Web Claude cannot do this workflow.
- **[[prereq-defined-brand-identity|Defined Brand Identity]]** — Required input for the brand-voice interview; Claude can only extract what you know.

## Open Questions

- **[[question-blotato-rate-limits|Blotato Rate Limits at Scale]]** — Unclear how 250+ posts/week is handled across LinkedIn/X/Facebook API limits and anti-spam policies.
- **[[question-blotato-accessibility|Blotato Pricing and Access]]** — Pricing tiers, BYO-key requirements, and onboarding gates not specified in the video.

## Auxiliary Terms (Referenced But Not Standalone Notes)

- **MCP (Model Context Protocol)** — Open protocol from Anthropic enabling models to call external tools and data via standardized server URLs. See [[concept-custom-connectors-mcp]].
- **`/write-content`** — The example slash command for invoking Sabrina's primary Skill. See [[concept-claude-skills]].
- **\"Whiteboard infographic\"** — A specific named Blotato visual template. See [[action-generate-visuals]] and [[entity-blotato]].
- **Nano Banana 2** — Image generation model mentioned as part of Blotato's stack. See [[entity-blotato]].
- **Marketing Against the Grain** — HubSpot-affiliated podcast hosted by Kipp Bodnar; the venue for this interview. See [[entity-kipp-bodnar]].
- **Editor-in-the-loop** — The pattern of human reviewing every AI-generated piece before publishing. Sabrina's quality-control mechanism. See [[claim-solo-creator-volume]] and [[quote-solo-distribution]].