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Andrew Carmer

Denver, CO

[email protected] Website: dev.carmer.info github.com/carmer linkedin.com/in/andrewcarmer

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A short introduction

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Summary

Software engineer and engineering lead who ships AI systems in production and owns them end to end. Leads a 6-engineer team at Homebot.ai and built the agent platform behind its customer chat and support products, where AI agents cut support tickets 70-80%. Works directly with customers and design partners to turn ambiguous requirements into shipped systems, and has replaced multi-year, multi-engineer builds solo in months.

Experience

June 2025 – Present

Homebot.ai — Senior Software Engineer

Remote, Denver, CO

Lead, Customer Experience team (6 engineers, 4+ applications); core member, AI Intelligence team; reporting to the CTO and CPO. First engineering hire of the incoming CTO, and sole engineer and product manager on the AI platform and the market-intelligence rewrite.

  • Cut support tickets 70-80% and reduced response times from months to hours by shipping proactive and reactive AI agents across support, customer success, and engineering.
  • Replaced a product that had taken a team of 4-8 engineers roughly 2 years to build, shipping the full rewrite in 6 months as sole engineer and product manager, and cutting infrastructure and vendor spend $5,000+/month.
  • Partnered directly with 3 enterprise design partners across lending, real estate, title, and insurance - Guild Mortgage, Newrez, PrimeLending, Huntington National Bank, KeyBank, and Windermere among them.
  • Opened title and insurance as new segments through customer discovery and feature development, unlocking a serviceable market of ~$10.2M MRR / $122M ARR, and partnered with the ALTA title registry.
  • Built the AI agent backend behind the company's customer chat and support products (Mastra, AWS Bedrock), including a federated GraphQL gateway across 12+ data subgraphs with per-tenant isolation at the schema level.
  • Delivered the first federated-GraphQL self-query tool so the AI agent could answer live customer questions against production data, then led its evolution to SQL self-query with a persistence layer for auto-updating customer dashboards.
  • Created the evaluation harness for both agents - scenario suites, scoring rubrics, and regression gates - so prompt, model, and tool changes ship on measured output quality, not opinion.
  • Ran the agents across AWS Bedrock, Anthropic Claude, and OpenAI with per-task routing and fallback, tuning retrieval over pgvector and Elasticsearch, tool-result trimming, and conversation compaction to hold quality and cost inside the context window.
  • Cut average tokens per model call 37% by moving workflows from tools to skills, with prompt caching and reusable generative-AI component libraries; enforced guardrails, PII redaction, and explicit database grants over what each agent can reach.
  • Automated engineering workflows across 20+ repos with Claude Code and Codex - custom AI skills, plugins, and agentic workflows for code review, runbook execution, documentation, and day-to-day Kubernetes and GCP operations.
  • Corrected 9.5 million misattributed records and removed a query-cost blowup from a customer-facing lookup path, redesigning the data model on a platform of 131TB active Snowflake databases and a 2.3TB Postgres store.
  • Tripled the PR merge rate from 2024 to 2026 by reorganizing the team into small cross-functional pods; reviewed 480+ pull requests and authored 9 design documents and 7 runbooks that became the org's source of truth.

November 2024 – June 2025

CorePilot — Senior Product Engineer

Remote, Denver, CO

Third engineer at a seed-stage company, after the two founding engineers. Worked exclusively with design partners in the aircraft-parts brokerage market.

  • Worked directly with design partners as the engineering voice, turning their operations into product requirements.
  • Built against design-partner systems that ranged from modern marketplaces to a 30-year-old custom ERP running on a single Windows laptop that served an entire company.
  • Took the AI quoting system from early beta to a “V2” on multiple LLMs, and built an evaluation tool that decided whether a workflow was promotable.
  • Designed and shipped the inventory-management module on modern Rails (Hotwire Turbo, Stimulus), with configurable rules letting each customer onboard its own workflows.

January 2024 – November 2024

Pikl.ai — Founding Engineer

Remote, Denver, CO

  • Guided a pre-revenue staffing-industry PaaS spin-off to $3M in pre-seed funding within seven months of inception, working directly with design partners, the CPO, and the CEO.
  • Led 4 engineers from concept to MVP, owning architecture and backend while contributing full-stack across web and mobile (Next.js, React, GraphQL in Ruby and Python, Redis, AWS).
  • Architected a white-labeled, multi-tenant PaaS deploying each staffing agency on its own domain, with custom-domain/DNS APIs and a fault-tolerant event-driven scheduler; owned reliability, telemetry, and observability.

July 2022 – August 2024

Vangst — Principal Engineer / Director of Engineering

Remote, Denver, CO

  • Grew the Product & Engineering team to 15 across 3+ product leaders, then led a deliberate contraction back to 3 engineers and returned to full-time individual contribution - a decision essential to the company's survival.
  • Reported to the CEO and advised C-level leadership on technical strategy, while coding and architecting features day to day.
  • Repositioned the team toward an integrated job-board and staffing-services product, and supported technical research for multiple acquisition evaluations.

March 2020 – July 2022

Vangst — Principal Engineer / Lead Backend Developer

Remote, Denver, CO

  • Rebuilt the product in 1.5 years as backend lead on a lean Product/Engineering team, leading to a $20M Series B (Jan 2022).
  • Lifted job-application conversions 25% and monthly active users 11%, added $20K MRR from a “Learn”/quizzes feature, and grew retention with job scraping, on GraphQL APIs architected in Node/Apollo and Rails.
  • Migrated the backend from Node to Rails on a shared database, shipping incrementally while the Node backend sunset; rebuilt CI/CD for multiple daily deliveries and refactored the Salesforce integration.

May 2018 – April 2020

Allogy Interactive — Principal Engineer

Remote, Denver, CO

  • Worked directly with clinical and operations staff at a Level 1 trauma center (Jackson Memorial Hospital, Miami), turning undefined clinical and business processes into an integrated ERP.
  • Deployed into the customer's HIPAA-regulated environment, integrated with the Cerner EMR over HL7 (Rails, Postgres, AWS, Jenkins), targeting reduced average length of stay (ALOS).

May 2017 – May 2019

Electric Chili Co. LLC — Co-founder

Denver, CO (concurrent, part-time)

    May 2017 – May 2018

    GoSpotCheck — Software Engineer II

    Denver, CO

    • Decomposed a legacy monolith into microservices; built Java/Scala ETL pipelines.

    August 2015 – May 2017

    Turing School of Software & Design — Instructor

    Denver, CO

      Skills

      AI & Agent Systems

      Mastra (AI agent framework)AWS Bedrock (LLM inference)Anthropic ClaudeOpenAIAgentic WorkflowsAgentic Data RetrievalMulti-LLM SystemsEvals (AI output scoring)Context ManagementRetrieval-Augmented Generation (RAG)Vector Search & EmbeddingsMCP (Model Context Protocol)AI Guardrails & PII Redaction

      AI Tools & Models

      Claude CodeClaude/AI SkillsClaude/AI PluginsOpenAI CodexElevenLabsCursor

      Backend & APIs

      Ruby on RailsNode.jsPythonGoDistributed SystemsSystem DesignMicroservicesGraphQL (Apollo Federation, GraphQL Mesh, PostGraphile)Hono

      Data & Infrastructure

      PostgreSQLSnowflakeElasticsearchpgvectorRedisAWS (EKS, SQS, S3, RDS, Lambda, Terraform)GCPKubernetesDockerCloudflare (Workers, Durable Objects, D1, R2)Real-estate data (ATTOM, ICE, NMLS, ALTA)Healthcare data (HL7, Cerner EMR, HIPAA)

      Frontend

      TypeScriptReact & React NativeNext.jsTailwind CSS

      Quality, Tooling & Observability

      VitestPlaywrightZodSentryDatadog

      DevOps, CI/CD & Security

      CircleCIGitHub ActionsLinters & scanners (RuboCop, Brakeman, ESLint, ruff, mypy)

      Leadership & Management

      Engineering Team LeadershipHiring & Team ScalingTechnical MentorshipCustomer-Facing DeliveryDesign-Partner CollaborationCross-functional Stakeholder Communication

      Education