Available for contract & project work

Deepbleu Carpeso

AI Integration & Automation Developer. I design pipelines where language models do the reasoning and deterministic systems own the truth — then I build, ship, and host the whole thing myself.

Input
Raw business problem
Process
LLM extraction + deterministic validation
Output
Shipped, self-hosted, production system
Experience

Where the systems ran in production

Ongoing
Freelance Developer / Sole Proprietor
Digital Circuitry
  • Deliver custom AI-integrated software and technical consulting for external clients
  • Architected a multi-model AI ingestion pipeline for a business process automation client — LLM-based extraction, a deterministic validation layer, and a second LLM for assembly/QC, with human-in-the-loop review for low-confidence outputs
  • Built and shipped capture, storage, and review systems now in production use
  • Designed orchestration architecture for automated, trigger-based AI workflows
  • Own full project lifecycle: scoping, architecture, development, deployment, client communication
Independent
Lead Developer — AI & Game Systems
Persona
  • Designed and built an AI-driven NPC psychology engine (~1,400 lines, 174 tests), using LLMs for behavioral voicing and classification while keeping game-state logic deterministic and host-owned
  • Modeled personality, emotion, and social behavior on established psychological frameworks (Maslow, Plutchik, Big Five, Bandura)
  • Authored and ratified a formal v2.0 technical specification through structured, multi-model AI review, assessing 37 findings
Independent
Founder / Developer
Nvlst
  • Building a novel-writing application around a deterministic continuity-checking engine, deliberately separating AI use (prose generation) from core logic — a defining architectural and product decision
  • Evaluated and positioned against AI-writing competitors to define a defensible product niche
Infrastructure

What runs underneath it

Self-hosted service stack
DOCKER COMPOSE
Reverse proxy (Caddy), Git hosting (Forgejo), file server (Samba / FileBrowser), uptime monitoring, encrypted offsite backups (restic → Cloudflare R2), and password management (Vaultwarden) — all on dedicated server hardware.
Secure remote access
TAILSCALE · SSH
Mesh VPN across multiple machines, with remote development workflows via SSH, VS Code Remote, and browser-based code-server for tablet access.
Multi-machine architecture
ROLE SEPARATION
Strict separation of duties across machines for security and operational clarity, plus hands-on evaluation of home networking constraints — CGNAT, router limitations, DNS routing, and segmentation hardware.
Projects

Live from GitHub

Fetching repositories from github.com/TheWhatDeep

Capabilities

What I actually work in

AI / LLM INTEGRATION

Multi-model pipeline design (extraction → validation → QC), prompt engineering & spec design, AI-assisted product architecture, orchestration for automated workflows.

SYSTEMS & INFRASTRUCTURE

Docker & Linux administration, self-hosted infrastructure, networking (Tailscale, VPN, DNS), automation, mesh & remote access architecture.

SOFTWARE DEVELOPMENT

Full-stack development, system architecture & spec design, Git / version control, foundations-first engineering practice.

PRODUCT & DESIGN

End-to-end ownership from spec to deployment, competitive differentiation strategy, deterministic-vs-AI system boundaries.