SEIRO IWAMOTOFUKUOKA 33.59°N / REMOTEREV 2026.09
SPECIFICATION § 00 — PROFILE

Seiro Iwamoto岩元清郎

AI/LLM Delivery · Backend / Cloud Engineer (FDE) — spanning requirements, design, implementation, infrastructure, verification, and operational handoff.

Turns ambiguous needs into specifications and acceptance criteria, then owns application-layer implementation and verification. Go / Python, AWS / Azure / GCP. Over ten years in backend engineering.

Discuss a November project →
CROSS-LAYER / SELF-DIRECTED
APPLICATION
  • Bring an AI/LLM PoC to a deliverable state with authentication, operations, and acceptance testing
  • Turn ambiguous needs into technical requirements and acceptance criteria, then implement them
  • Trace root causes across application, data, retrieval, generation, and cloud layers
OUT OF SCOPE
  • Engagements requiring regular on-site work
STACK
Python · Go · TypeScript / AWS · Azure · GCP · Kubernetes · Terraform / LLM integration · RAG / Claude Code · Codex
PRODUCT
SEI AI — An inference API that reads each request and routes it to the right inference path. Designed, built, and operated end to end. Limited preview. seiai.dev ↗
CAREER
Backend 10+ years — Tech Lead on multiple projects / English-language environments
AVAILABILITY
Available from Nov 2026 — Independent contractor · fully remote · 5 days/week, up to 160h/month
§ 01

WORK

6 CASE STUDIES
FIG. 1 — 2026

AI/LLM delivery — from requirements to acceptance

Translates ambiguous business needs and environment constraints into technical requirements and acceptance criteria, then owns delivery across frontend, API, RAG, infrastructure, and verification. Closes the gap between a PoC and a testable delivery environment while keeping answer provenance visible to users.

Python / TypeScript / React / FastAPI / Kubernetes / Terraform / LLM API / RAG / Claude Code / Codex
OPEN SHEET →
FIG. 2 — 2026

Delivering a multimodal document-processing PoC

Moved a document-processing PoC combining an image-capable VLM API with PDF vector analysis into an authenticated service that a customer could validate in its cloud environment. Locked down inference routing, identity, secrets and service operations, then isolated a real-data regression and an LLM quota failure by layer.

Python / VLM API / PDF analysis / OIDC / Managed Identity / CI/CD
OPEN SHEET →
FIG. 3 — 2026

Taking a research PoC into the product — knowledge graph analysis in a multi-tenant product

Ported a knowledge graph analysis and visualization feature, validated by a research team on a dedicated server, into a product where many customers share the same platform. Rebuilt it around the product's UI structure, data model, and permissions. When it ran out of memory in the staging environment before production, added stopgaps that protect other users — a cap that rejects oversized inputs before heavy computation, and serialized heavy work — and split the root fix into a separate, scoped issue.

TypeScript / Nuxt / Vue / Node.js / Python / Django REST Framework / Knowledge Graph / Neo4j NVL / LLM tool use / AWS Bedrock / EKS / Terraform
OPEN SHEET →
FIG. 4 — 2023–25

Big data SaaS platform

GKE Manual→Autopilot migration, a MySQL→Datastream→BigQuery data pipeline, and construction and operation of Airflow pipelines, handled continuously over two years.

Go / Python / GKE / Cloud Composer (Airflow) / Datastream / BigQuery / Spanner / Cloud Run / Workflows
OPEN SHEET →
FIG. 5 — 2024

Tech Lead in an English-language environment

Evaluated the issues in existing GCP infrastructure and redesigned it from scratch starting at the VPC with Terraform. Set up CI/CD, selected the security-assessment vendor, and ran scrum and hiring in English.

Go / GCP / Terraform / GitHub Actions
OPEN SHEET →
FIG. 6 — 2021

Consumer web app designed from scratch

Designed the AWS architecture for a consumer web app from scratch (API Gateway / VPC / ECS / CloudFront / WAF). Set up SSO with OpenID Connect and CI/CD. Handled it as tech lead.

AWS / ECS / API Gateway / CloudFront / WAF / VPC / OpenID Connect
OPEN SHEET →
§ 02

SKILLS

LANGUAGES
Go · Python · TypeScript · JavaScript · SQL · Bash
FRAMEWORKS
Django / DRF · Echo / gin · React / Next.js · FastAPI · LlamaIndex
CLOUD / INFRA
AWS · Azure · GCP · Docker · Kubernetes · Terraform · GitHub Actions
DATABASES
PostgreSQL · MySQL · DynamoDB · BigQuery · Elasticsearch
AI / DELIVERY
LLM integration · RAG · Acceptance criteria · Layered RCA · Claude Code · Codex
§ 03

ABOUT

The FDE title did not mark a sudden change in how I work. I had long owned backend and cloud technology choices through implementation and operations; more recently, that responsibility extended upstream into customer discovery, technical requirements and acceptance criteria, and downstream into validating AI/LLM application delivery. I use Palantir’s definition of the FDE role as market vocabulary for that working model, not as a claim of affiliation or product experience. I work fully remotely from Fukuoka, using written specifications, tests, UI checks, and real-data evidence in the same delivery cycle.

§ 04

CAREER

14 ENTRIES
2026Customer delivery and product development for AI/LLM applicationsFDE
2025AI chat application developmentTech Lead
2025Business management system (Go · Next.js)Engineer
2024–25Big data SaaS platform (Phase 2)Engineer
2023–24Big data SaaS platform (Phase 1)Engineer
2024Infrastructure redesign and process improvement (English-language environment)Tech Lead
2022Game backend developmentEngineer
2021–22Zero trust platform operations automationEngineer
2021Consumer web app architecture designTech Lead
2020Serverless platform and batch developmentEngineer
2019Marketing platform developmentEngineer
2018–19IoT application developmentEngineer
2018Sports live-scoring tool developmentEngineer
2017–18Cross-border e-commerce site developmentEngineer
§ 05

CONDITIONS

Contract
Independent contractor
Working style
Fully remote (based in Fukuoka)
Working hours
5 days/week · up to 160h/month
Start date
From Nov 2026 (negotiable)
Rate
Shared individually
Availability
Available from Nov 2026
§ 06

CONTACT

Discuss a project (email) →
commit 11b84bf — realchasesan.com
Author: Seiro Iwamoto <seirou.iwamoto@gmail.com>
Date:   2026-10-14
 
Signed-off-by: Seiro Iwamoto