You will get I will build your Claude AI system with memory, agents, and workflows


Project details
You will get a structured, AI-queryable knowledge base built from your existing content — videos, documents, transcripts, articles, or internal files.
I design the full architecture: content taxonomy, knowledge ontology (entities, relations, properties), automated ingestion pipeline, and Claude integration so AI can answer real questions from your domain — not generic web knowledge.
Reference case: 251 educational psychology videos transformed into a searchable knowledge base for AI-assisted research and course design. The result — domain-specific answers in under 3 seconds, cross-referenced across the full library.
What makes this different: I don't dump your content into a folder and call it a knowledge base. I classify, extract, and structure every unit so Claude retrieves the right concept, not just a keyword match.
Every delivery includes taxonomy files, ontology schema, pipeline scripts, Claude integration config, retrieval QA report, and an extension guide so you can add new content without rebuilding.
Available in English and Spanish. Specialized experience with academic, clinical, and consulting knowledge bases in LATAM and US markets.
I design the full architecture: content taxonomy, knowledge ontology (entities, relations, properties), automated ingestion pipeline, and Claude integration so AI can answer real questions from your domain — not generic web knowledge.
Reference case: 251 educational psychology videos transformed into a searchable knowledge base for AI-assisted research and course design. The result — domain-specific answers in under 3 seconds, cross-referenced across the full library.
What makes this different: I don't dump your content into a folder and call it a knowledge base. I classify, extract, and structure every unit so Claude retrieves the right concept, not just a keyword match.
Every delivery includes taxonomy files, ontology schema, pipeline scripts, Claude integration config, retrieval QA report, and an extension guide so you can add new content without rebuilding.
Available in English and Spanish. Specialized experience with academic, clinical, and consulting knowledge bases in LATAM and US markets.
AI Development Type
Deep Learning, Knowledge RepresentationAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$400
|
Standard
$900
|
Advanced
$1,800
|
|---|---|---|---|
| Delivery Time | 7 days | 12 days | 21 days |
Number of Revisions | 2 | 3 | 4 |
AI Model Integration | |||
Detailed Code Comments | |||
Knowledge Graph | - | ||
Model Documentation | - | ||
Ontology | - | - | |
Source Code | - | - | |
Taxonomy | - | - |
Frequently asked questions
About Jennifer
Claude AI Systems Designer | Custom Tools, Workflows & ML Solutions
Medellin, Colombia - 3:53 am local time
That gap has a name: no system. You have Claude, ChatGPT, or another tool — but every session starts from zero, your team repeats the same prompts, and the AI still doesn't know how your business works. You're spending money on AI and doing the same manual work as before.
I close that gap.
What changes when you work with me:
✅ Your AI remembers. Persistent memory architecture means Claude knows your business context, your decisions, your processes — session after session. No more re-explaining everything from scratch.
✅ Your team stops guessing. Clear system instructions, structured workflows, and custom tools mean your team knows exactly how to use AI — and the AI knows exactly what to do.
✅ You build once, scale forever. Every solution I deliver is documented, replicable, and designed to grow with your business. Not a one-time fix — a system.
✅ You stop wasting tokens and time. Proper AI architecture reduces rework by 50–70%. Less iteration, fewer errors, faster output.
How I work with you:
🎓 AI Training & Workshops
Structured sessions for teams adopting Claude or any AI agent. Topics: system design, prompting, memory architecture (Engram), multi-agent coordination, workflow integration. Deliverable: your team leaves with a working setup configured for your actual processes. Available in Spanish and English.
🏗️ AI System Design & Implementation
I design and build your complete AI operating layer: Claude Projects configuration, persistent memory, system instructions, multi-agent workflows, and integration with your existing stack (Notion, Make, Zapier, internal docs, databases). Deliverable: a fully documented system your team can run independently.
⚙️ Custom AI Solutions & Tools
Tailored tools built on the Claude API or ML frameworks for your specific process: internal assistants, client-facing copilots, onboarding systems, document processors, classification models, NLP pipelines, recommendation systems. Deliverable: production-ready solution with documentation and deployment guide.
Who I work with: startups, SMBs, and teams in legal, education, health, and professional services who want AI that fits their operation — not a generic chatbot.
📍 Medellín, Colombia | 30+ hrs/week | English + Spanish (bilingual)
Steps for completing your project
After purchasing the project, send requirements so Jennifer can start the project.
Delivery time starts when Jennifer receives requirements from you.
Jennifer works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery call & workflow audit
30-min call to map your workflow. I deliver a written system design spec for your review before any build starts.
Core system build
I build your CLAUDE.md config, Engram memory schema, and custom skill modules. Check-in at Day 5 with a progress summary.



