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Practical AI builder who turns messy business workflows into working AI tools. I combine LLM/RAG system implementation, full-stack product building, and customer-facing deployment experience, with a focus on reviewable outputs and workflow fit people can actually use. I’ve built citation- and reviewer-gated LLM/RAG workflows for Canadian CPA teams and developed reliability controls like source verification and regression coverage. I also bridge customer constraints, APIs, data, and product feedback to ship systems that perform in the real world.…Practical AI builder who turns messy business workflows into working AI tools. I combine LLM/RAG system implementation, full-stack product building, and customer-facing deployment experience, with a focus on reviewable outputs and workflow fit people can actually use. I’ve built citation- and reviewer-gated LLM/RAG workflows for Canadian CPA teams and developed reliability controls like source verification and regression coverage. I also bridge customer constraints, APIs, data, and product feedback to ship systems that perform in the real world.

Carlo Clores

AI Engineer, AI Developer, Web Developer, +4

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Practical AI builder who turns messy business workflows into working AI tools. I combine LLM/RAG system implementation, full-stack product building, and customer-facing deployment experience, with a focus on reviewable outputs and workflow fit people can actually use. I’ve built citation- and reviewer-gated LLM/RAG workflows for Canadian CPA teams and developed reliability controls like source verification and regression coverage. I also bridge customer constraints, APIs, data, and product feedback to ship systems that perform in the real world.…Practical AI builder who turns messy business workflows into working AI tools. I combine LLM/RAG system implementation, full-stack product building, and customer-facing deployment experience, with a focus on reviewable outputs and workflow fit people can actually use. I’ve built citation- and reviewer-gated LLM/RAG workflows for Canadian CPA teams and developed reliability controls like source verification and regression coverage. I also bridge customer constraints, APIs, data, and product feedback to ship systems that perform in the real world.

Available to hire

Practical AI builder who turns messy business workflows into working AI tools. I combine LLM/RAG system implementation, full-stack product building, and customer-facing deployment experience, with a focus on reviewable outputs and workflow fit people can actually use.

I’ve built citation- and reviewer-gated LLM/RAG workflows for Canadian CPA teams and developed reliability controls like source verification and regression coverage. I also bridge customer constraints, APIs, data, and product feedback to ship systems that perform in the real world.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Language

English

Advanced

Work Experience

Current systems work (Automation & 3D printing farm management systems)

October 2, 2025 - April 2, 2026

Built real-time 3D-printer farm management systems for Bamboo Lab printers using React, Flask, Socket.IO, MQTT, SQLite, Docker, device dashboards, file upload, print queues, and monitoring dashboards. Built outreach and workflow automation pipelines across Lead Genius, Overdure, and a ramp/loop runner using Next.js, Supabase, Stripe, Python, Celery, Apify, OpenRouter/Gemini, and staged research/verify/draft/QC/send pipelines.

Current Systems Engineer

October 2, 2025 - April 2, 2026

Built automation and real-time systems for managing Bambu Lab 3D printer farms: React/Flask/Socket.IO front-end, MQTT/SQlite, Docker, device dashboards, file upload/print queues, and monitoring dashboards. Built outreach and workflow automation pipelines using Next.js, Supabase, Stripe, Python, Celery, and OpenRouter/Gemini with staged research/verify/draft/QC/send.

AI workflow workbench Founder and sole engineer at Orca / SitusAI

February 1, 2025 - Present

Built a document-heavy AI workbench for Canadian CPA workflows with workspace context, knowledge-base presearch, source-cited outputs, missing-facts checks, and CPA review gates. Implemented with TypeScript, React, Cloudflare Pages Functions, Supabase/Postgres with RLS, S3-compatible storage, and model/provider routing. Added practical reliability controls including citation checks, RAG and security regression coverage, reviewer-model gates, browser smoke evidence, and structured release artifacts.

Founder and Sole Engineer at situ s ai

February 1, 2025 - Present

Built a production AI workbench around delegated Canadian CPA workflows (space/matter context, workflow package selection, missing-facts preflight, knowledge-base research, tool-loop execution, reviewable artifacts, and CPA review gates). Implemented runtime across Cloudflare Pages Functions, Supabase/Postgres/RLS, S3-compatible artifact storage, TypeScript/React, and routed model/provider layer for Canadian tax research and document-heavy workflows. Added review and evaluation infrastructure: source/citation checks, RAG and security regression coverage, reviewer-model gates, browser smoke evidence, issue/route staging, and structured proof artifacts for release decisions. Connected product/research/GTM and feedback loops so market findings and pain points feed engineering decisions.

Founder and Sole Engineer at SitusAI

February 1, 2025 - Present

Built a production AI workflow system for delegated Canadian CPA work rather than generic chat: orchestrated preflight checks, citation/source verification, RAG research, tool-loop execution, review gates, and release artifacts. Implemented the runtime across Cloudflare Pages/Functions, Supabase/Postgres with RLS, and OVH/S3-compatible artifact storage, using TypeScript/React plus model/provider routing. Designed an agent operating model for parallel delivery where an orchestrator owns truth in GitHub while front-end reviewer/debugger/browser test lanes return coped evidence instead of self-certifying. Added evaluation/review infrastructure with structured proof artifacts for release decisions and fed product/research/GTm feedback loops back into engineering priorities.

Public project builder (L2 Harness Memory Compressor) at L2-harness-memory-compressor

January 1, 2025 - January 1, 2025

Built tooling that compresses long Codex rollouts into validated handoff records for continuity, cost control, and context-quality review. Added tests for provider extraction, digest behavior, compressed rollout shape, UTF-8 output, and context-quality validation.

Selected automation systems (AutoFarm / Printerior / GTM workflow systems) at Various

January 1, 2025 - January 1, 2026

Built real-time and AI-assisted workflows using Python, TypeScript, React, Next.js, Flask, Supabase, Cloudflare, Docker, MQTT, Celery, Apify, and LLM APIs.

Director of Automation Solutions - 3D Que Systems Inc. at 3D Que Systems Inc.

April 2, 2024 - October 1, 2024

Led AI/robotic 3D-printer-farm deployments for large accounts, aligning technical implementation with customer operations, commissioning constraints, and account growth. Developed and managed key client relationships contributing to 4x sales growth via partnerships, social-channel engagement, and technical account expansion. Served as voice of the market for product development by translating client problems and supporting deployment feedback into product priorities.

Director of Automation Solutions at 3D Que Systems Inc.

April 2, 2024 - October 1, 2024

Led AI/robotic 3D-printer farm deployments for large accounts by aligning technical implementation with customer operations, commissioning constraints, and supporting account growth. Developed and managed key client relationships contributing to 4x sales growth through partnerships, social-channel engagement, and technical account expansion. Acted as voice of the market by translating client problems into product pattern support and deployment feedback back into product prioritization.

Director of Automation Solutions / Operations Manager at 3DQue Systems

April 1, 2022 - October 1, 2024

Led robotic 3D-printer-farm deployments, including customer installation, debugging, rollout support, and implementation feedback. Built support workflows, usage dashboards, and operational reporting that improved visibility and reduced support ticket volume by 30%. Translated customer constraints, support patterns, and deployment feedback into product and implementation priorities.

Operations Manager - 3D Que Systems Inc. at 3D Que Systems Inc.

April 1, 2022 - April 1, 2024

Used market and usage data (including social and search signals) to identify new segments and grow key accounts by 10x. Implemented ClickUp-based support workflows that reduced support ticket volume by 30% and improved operational visibility. Built printer-farm usage and performance dashboards; used job data to advise customers on product usage and improve productivity. Managed supplier evaluations reducing material costs by 50% and improving operational efficiency.

Operations Manager at 3D Que Systems Inc.

April 1, 2022 - April 1, 2024

Used market and usage data including social and search signals to identify new segments and grow key accounts by 10x. Implemented ClickUp-based support workflows reducing support ticket volume by 30% and improving operational visibility. Built printer-farm usage and performance dashboards to advise customers on usage/productivity improvements. Managed supplier evaluations reducing material costs by 50% and improving operational efficiency.

Hardware Design Engineer (Co-op) - 3D Que Systems Inc. at 3D Que Systems Inc.

September 1, 2021 - April 1, 2022

Coordinated hardware requirements and specifications for a 3D-printer tilt-system architecture. Designed 3D-printed packaging that reduced packaging costs by 70%. Built a production-side single-board-computer test bench reducing hardware return rates by 50%. Resolved customer-site technical issues using command-line network diagnostics and backup-battery installation support.

Hardware Design Engineer (Co-op) at 3D Que Systems Inc.

September 1, 2021 - April 1, 2022

Coordinated hardware requirements and designed specifications for a 3D-printer tilt-system architecture. Designed 3D-printed packaging that reduced packaging costs by 70%. Built a production-side single-board-computer test bench that reduced hardware return rates by 50%. Resolved customer site technical issues using command-line network diagnostics and supported backup-battery installations.

Design Technologist - Ideon Technologies Inc. at Ideon Technologies Inc.

February 1, 2020 - September 1, 2021

Led prototyping for a next-generation borehole mud detector system, accelerating development through CAD, FDM/resin printing, fabrication support, and electronic assembly of components.

Design Technologist (Prototyping) at Ideon Technologies Inc.

February 1, 2020 - September 1, 2021

Led prototyping for a next-generation borehole/mound detector system, accelerating development via CAD, FDM/resin 3D printing, fabrication support, and electronic assembly.

Parts Assembler - Asco Aerospace at Asco Aerospace

September 1, 2013 - September 1, 2016

Processed steel, titanium, and aluminum aerospace materials to specification and collaborated with engineers on assembly-line improvements.

Parts Assembler at ASCO Aerospace

September 1, 2013 - September 1, 2016

Processed steel, titanium, and aluminum aerospace materials to specifications and collaborated with engineers on assembly-line improvements.