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yosoycheco

@yosoychecoBased in the Dominican Republic

Melvin Checo — Independent Technologist

Self-Hosted AI · Agent Engineering · Technical Solutions

Available for freelance engagements@yosoycheco
Handle
@yosoycheco
Status
Status available
Location
Based in the Dominican Republic
Focus
Focus: autonomous systems, self-hosted inference, verified delivery

SEC.02Matrix

Capabilities Matrix

What I ship and production-prove, with honest seniority levels. No inflated claims — every capability maps to real delivered work.

Technical capabilities with proficiency level and current status
CapabilityLevelStatus

AI Agent Engineering

Multi-agent orchestration stacks with persistent memory, automatic result verification and autonomous execution over real APIs, databases and tools.

ExpertProduction

Self-hosted Inference

Image and video generation on your own infrastructure — local GPU or VPS — with full data sovereignty and capacity-based pricing.

ExpertProduction

RAG and Document Automation

Retrieval pipelines over private corpora, OCR ingestion, summarization and automated document workflows end to end.

AdvancedActive

Backend / API Engineering

Next.js, PostgreSQL, Prisma and typed API design with strict TypeScript, automated tests and deployment pipelines.

ExpertProduction

Linux / Windows Technical Resolution

Heterogeneous-environment troubleshooting: drivers, software conflicts, supervised remote sessions and migrations.

ExpertActive

Security Hardening

Firewalls, 2FA enforcement, fail2ban, audit trails and hardening reviews of servers and applications.

AdvancedActive

Level = proven seniority. Status = where the capability is exercised today.

SEC.03Systems

AI Agent Engineering

Complete agent stacks — not demos. Orchestration designed for high task volume, running in parallel, with persistent memory and results that are verified automatically before they count as done.

System characteristics

  • Multi-agent orchestration: specialized agents with defined roles, hand-offs and a single supervisor for each workflow
  • High-volume parallel execution: many tasks in flight at once, with queues, retries and rate-limit awareness
  • Persistent memory: shared knowledge base across sessions — agents remember context, decisions and lessons
  • Automatic result verification: outputs are checked against expectations before delivery, with evidence
  • Autonomous execution over real systems: agents operate on actual APIs, databases and tooling — not sandboxed mockups

Stack & delivery

What you get, technically

  • Built on Next.js 16 + TypeScript strict, orchestrated with the same discipline as any production backend
  • PostgreSQL as the persistence layer, Docker for isolation, Linux as the base operating system
  • Deployment on your own hardware — local GPU workstation or VPS — data stays under your control
  • Oriented to SMEs: workflows that replace repetitive manual operations with verifiable autonomous pipelines

Built for SMBs that need operations to run themselves — scoped, deployed and verified on your infrastructure.

SEC.04Infrastructure

Self-Hosted Inference

Image and video generation with AI running in your infrastructure — local GPU or VPS. You pay for capacity, not per token.

Data sovereignty

Your prompts, assets and outputs never leave your perimeter. No third-party servers, no data crossing borders, nothing stored outside your control.

Zero per-token cost

Capacity-based economics: you pay for the hardware, not per request. Unbounded experimentation, predictable infrastructure budget.

No vendor lock-in

Open model weights and standard runtimes. Switch models, swap tools, change vendors — nothing is hostage to a closed API contract.

Compliance-ready

Regulated industries — healthcare, finance, legal — can use generative AI on premise with auditable infrastructure and strict access controls.

Generative AI as an internal capability: private, predictable and compliant.

SEC.05Operations

Technical Resolution

Software problems in heterogeneous environments, solved without guesswork: diagnose first, act second, verify the fix.

Cross-platform troubleshooting

Windows, Linux and macOS. Driver conflicts, update breakage, software incompatibilities — root-caused and fixed, not patched around.

Supervised remote sessions

Remote work done transparently, with your team watching: what changed, why, and what was verified afterwards.

Migrations

Planned moves between operating systems, servers or cloud providers — with rollback paths and post-migration verification.

Documented resolutions

Every case ends with a written diagnosis and the steps taken, so the same problem never costs you twice.

The outcome is a working system and a written record — never just a click and a hope.

SEC.06Portfolio

Case Studies

Selected work, described generically — client names stay confidential. Each case is running or was verified in production.

CASE.01Healthcare

Web platform · Payments · Roles

Appointment management platform for a clinic

A clinic needed to stop managing appointments on paper. Built a scheduling platform with real-time slot management, a shared daily agenda and online payments — replacing manual coordination across reception and medical staff.

  • Real-time slot availability with conflict prevention
  • Shared agenda across reception and practitioners
  • Online payment integration with receipt records
  • Role-based access for staff and practitioners

CASE.02Finance

Next.js · PostgreSQL · E2E-verified

Financial operations platform

An operations-heavy financial product with strict access requirements: granular roles, authentication and production verified end to end — every flow tested against the real deployed system before sign-off.

  • Granular role and permission model
  • Authentication with session lifecycle management
  • End-to-end verification in production, with evidence
  • Auditable operation log for every sensitive action

CASE.03Automation

Next.js · PostgreSQL · Docker · Linux

Ecosystem of 12 orchestrated AI agents

An autonomous ecosystem where 12 specialized AI agents construct, deploy, QA, security-audit and back up software on their own — orchestrated around real build tooling, with each stage verified before the next begins.

  • Agents build features and run their own test suites
  • Deployment pipeline run autonomously with rollback
  • QA agents execute checks and report evidence
  • Security audit and backup agents run on schedule

Generic by design: the work speaks, the clients stay anonymous.

SEC.07Method

How I Work

A fixed, transparent sequence — you always know where the project stands and what comes next.

  1. Scoping call

    A direct conversation about the problem, the constraints and the definition of done. Free, no commitment.

  2. Technical proposal

    A written plan: architecture, stack, milestones, timeline and verification criteria. You approve before any code.

  3. Build with sprints

    Sprint-based delivery with CI gates, automated tests and visible progress at every milestone.

  4. Handoff + optional retainer

    Documentation, runbooks and a verified deployment. An optional retainer keeps the system monitored and maintained.

No surprises: scope before build, tests before done, evidence before delivery.

SEC.08Standards

Commitment to Quality

The practices behind every deliverable — because a system is only as good as what happens after it ships.

CI / CD with automated tests

Lint, type checks, unit and integration tests run on every change. Nothing merges untested.

3-2-1 backups, restore-proven

Three copies, two media, one offsite — and restores are actually practiced, not assumed.

Security audits

Hardening reviews, firewalls, enforced 2FA and fail2ban as standard configuration, not an afterthought.

Monitoring & observability

Logs, metrics and alerts that fire when something degrades — before users notice.

Post-deployment verification

End-to-end checks against the live system with evidence captured after every deployment.

SEC.09Direct

Contact

Tell me what you're building — or what's breaking. We'll scope it in a call, no strings attached.

@yosoycheco — replies within 24h on business days