Edwin Genego

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Services

Reliable Platforms, Smarter Features

I help teams evolve production systems with pragmatic feature delivery, robust data and API integrations, and scalable retrieval/orchestration patterns - all focused on measurable performance and avoiding rework.

My Services

Full-Stack Web & Applied AI Features

From greenfield SaaS to adding AI-driven product capabilities - design, implementation, integration, performance & lifecycle stewardship.

  • 01

    Web Development & SaaS Applications

    End-to-end web & SaaS delivery - from architecture to production. Founder-led execution with lean iteration whether you're starting from zero or scaling an existing platform.

  • 02

    Applied AI Features & Product Integration

    Design & implementation of AI-powered features inside web products: retrieval-augmented search, intelligent assistants, adaptive UI, structured extraction & scoring.

  • 03

    Platform & API Engineering

    Core service & data layer engineering: resilient APIs, schema design, performance tuning, deployment pipelines & operational maturity.

  • 04

    Django & Python Web Applications

    Django & Python for internal tools, SaaS platforms, and data-driven systems. We manage the lifecycle: architecture, implementation, hardening, and long-term maintainability.

  • 05

    LLM Engineering & Retrieval

    Architecture & implementation of retrieval workflows, model selection, evaluation harnesses, guardrails & deployment pathways for AI features.

  • 06

    Frontend Engineering & UX Implementation

    Product interfaces built for clarity & speed: component architecture, performance budgets, accessibility & seamless backend integration.

  • 07

    MCP Server Creation & Data Curation Layer

    I design and run a custom MCP server plus the data layer that keeps it useful: collect data, clean it, build focused tools, test quality, and keep everything fresh automatically.

  • 08

    Creator Partnership Hub

    White-label platform blueprint enabling creators & influencers to manage partnerships, bundle offerings, and track performance with operational efficiency.

  • 09

    Digital Brand Avatar Partnership

    I bring the DigitalTwin.Agency avatar playbook into your brand with persona labs, studio capture, and multilingual campaign operations.

01

Web Development & SaaS Applications

End-to-end web & SaaS delivery - from architecture to production. Founder-led execution with lean iteration whether you're starting from zero or scaling an existing platform.

End-to-end web & SaaS delivery - from architecture to production. Founder-led execution with lean iteration whether you're starting from zero or scaling an existing platform.

What You Get

  • From-Scratch SaaS Applications: Complete product development from initial architecture to production deployment
  • Web Applications: Both backend APIs and frontend interfaces that work seamlessly together
  • Maintenance & Enhancement: Ongoing development, feature additions, and performance improvements
  • Production Deployment: Server setup, CI/CD pipelines, monitoring, and scaling infrastructure
  • Legacy System Modernization: Upgrading and refactoring older applications with modern best practices
02

Applied AI Features & Product Integration

Design & implementation of AI-powered features inside web products: retrieval-augmented search, intelligent assistants, adaptive UI, structured extraction & scoring.

Design & implementation of AI-powered features inside web products: retrieval-augmented search, intelligent assistants, adaptive UI, structured extraction & scoring.

What You Get

  • RAG & domain-aware semantic search
  • Context-aware in-app assistants & copilots
  • Document / PDF intelligence & structured extraction
  • LLM-enabled data enrichment & scoring
  • Evaluation, guardrails & observability instrumentation
03

Platform & API Engineering

Core service & data layer engineering: resilient APIs, schema design, performance tuning, deployment pipelines & operational maturity.

Core service & data layer engineering: resilient APIs, schema design, performance tuning, deployment pipelines & operational maturity.

What You Get

  • REST / GraphQL / WebSocket APIs
  • Relational schema & query optimization
  • Caching & performance instrumentation
  • Dockerized CI/CD, infrastructure & environments
  • Auth, authorization & security hardening
04

Django & Python Web Applications

Django & Python for internal tools, SaaS platforms, and data-driven systems. We manage the lifecycle: architecture, implementation, hardening, and long-term maintainability.

Django & Python for internal tools, SaaS platforms, and data-driven systems. We manage the lifecycle: architecture, implementation, hardening, and long-term maintainability.

What You Get

  • Complete Project Lifecycle: From initial setup and architecture through deployment and long-term maintenance
  • Full-Stack Development: Backend APIs, admin interfaces, and integrated frontend solutions
  • Third-Party Integration: Payment processors, CRMs, email services, and custom API connections
  • Performance & Scaling: Database optimization, caching, and application-level performance improvements
  • Maintenance & Updates: Version upgrades, security patches, feature additions, and ongoing support
  • Legacy Modernization: Upgrading older Django projects with modern best practices
05

LLM Engineering & Retrieval

Architecture & implementation of retrieval workflows, model selection, evaluation harnesses, guardrails & deployment pathways for AI features.

Architecture & implementation of retrieval workflows, model selection, evaluation harnesses, guardrails & deployment pathways for AI features.

What You Get

  • Vector / hybrid retrieval design
  • Prompt strategy & evaluation harness
  • Guardrails / safety & fallback flows
  • Model selection & cost/performance analysis
  • Fine-tuning / adapters (when justified)
06

Frontend Engineering & UX Implementation

Product interfaces built for clarity & speed: component architecture, performance budgets, accessibility & seamless backend integration.

Product interfaces built for clarity & speed: component architecture, performance budgets, accessibility & seamless backend integration.

What You Get

  • React / Vue / HTMX patterns
  • Design system & component layering
  • Accessibility & performance audits
  • State & data fetching strategy
07

MCP Server Creation & Data Curation Layer

I design and run a custom MCP server plus the data layer that keeps it useful: collect data, clean it, build focused tools, test quality, and keep everything fresh automatically.

I design and run a custom MCP server plus the data layer that keeps it useful: collect data, clean it, build focused tools, test quality, and keep everything fresh automatically.

What You Get

  • Domain Modeling & Schema Design
  • Custom MCP Tool Surface (search, classify, plan, transform)
  • Dataset Assembly: sourcing, cleaning, enrichment
  • Ingestion & Refresh Pipelines (scheduled / event)
  • Retrieval & Prompt Strategy (grounded responses)
  • Evaluation & Guardrail Harness (quality + drift checks)
  • Deployment (containerized) & Inspector-ready hooks
  • Observability: cost, latency, tool usage, quality deltas
08

Creator Partnership Hub

White-label platform blueprint enabling creators & influencers to manage partnerships, bundle offerings, and track performance with operational efficiency.

White-label platform blueprint enabling creators & influencers to manage partnerships, bundle offerings, and track performance with operational efficiency.

What You Get

  • White-Label Platform: Fully customized branding with custom domain integration and personalized UI/UX
  • Partnership Management: Centralized dashboard with automated onboarding workflows and commission tracking
  • Package Builder: Drag-and-drop interface to bundle partner services with dynamic pricing management
  • Revenue Optimization: Multiple monetization models with A/B testing and automated payout processing
  • Content Integration: Seamless social media integration with trackable links and conversion analytics
  • Technical Architecture: Django-based API with PostgreSQL, Redis caching, and React frontend dashboard
09

Digital Brand Avatar Partnership

I bring the DigitalTwin.Agency avatar playbook into your brand with persona labs, studio capture, and multilingual campaign operations.

I bring the DigitalTwin.Agency avatar playbook into your brand with persona labs, studio capture, and multilingual campaign operations.

What You Get

  • Persona DNA Field Guide: the working packet I use to align tone sliders, scenarios, and refusal logic.
  • Studio Capture & Look Kit: lighting presets, wardrobe plan, hero renders, and mocap loops produced by me.
  • Voice & Interaction System: tuned speech model, multilingual script bank, and prompt stacks with QA gates.
  • Campaign Engine Assets: promo templates, livestream overlays, onboarding workflows, localized variants.
  • Operator Console & Runbooks: livestream checklist, automation triggers, escalation ladder, and standby fallback I rely on.
  • Governance & Analytics Package: moderation workflows, approvals log, dashboards, and refresh roadmap.
New: MCP Server Creation & Data Curation Layer

Operational Domain Intelligence Layer

Custom MCP server plus the data loop behind it. Clean structured data, small focused tools, quality checks, and automatic refresh so answers stay useful.

  • Plan data before code sprawl
  • Only the tools you need first
  • Simple tests catch bad changes
  • Auto refresh keeps answers current

Who it's for: Teams needing a durable, auditable AI layer: research, compliance, market intel, operations or planning domains where grounded answers matter.

Early Spine Contents

  1. Domain schema + seed dataset
  2. Core tools (search + fetch)
  3. Eval scaffolding + metrics
  4. Refresh automation
See protocol notes / references

Ready to Build Your Product?

Describe where you are (idea, MVP, scale, AI feature expansion) - we'll map a technical path that ships and scales cleanly.

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