Proof

Evidence from systems built under real operational pressure.

The useful proof is not a polished screenshot. It is the path from a messy workflow, fragile integration or risky legacy system to software that teams can operate, observe and keep changing after launch.

Pressure

Where the work started

Manual cleanup, drifting data, blocked releases, brittle APIs or legacy code made the operating cost visible enough to act.

Move

What changed in the system

We shaped the data model, integration boundary, migration path, infrastructure or delivery loop around the constraints already in production.

Signal

How the result became visible

Cleaner handoffs, fewer hidden failures, safer releases, clearer ownership and systems that can be explained after the first launch.
  • Operational pressure
  • Technical move
  • Production signal
  • Domain context
  • Next step

Proof with context

The same shape recurs across domains, which is what makes it checkable.

Marketplace sync, structured knowledge, modernization and operational platforms look different on the surface, but the underlying move repeats. The domain cards below name where the context is already in hand.

Named domains

Marketplace data, Rails modernization, CMS and knowledge systems, operational tooling.

Inspectable craft

Public work such as 555 EUCRiders can be looked at directly, structure and all.

Confirmed scope

Client work is described at a level of involvement we can stand behind.

Where a project is not public, we describe the domain and the technical move rather than the client.

Evidence map

Six production patterns that show how the work becomes trustworthy.

Each pattern starts with pressure that was already visible inside operations. The useful part is the technical move that made the system easier to operate, recover and change.

Tens of thousands of products, large vendor feeds and category changes were crossing channels with too much manual cleanup.
MKT
Marketplace sync
PressureTens of thousands of products, large vendor feeds and category changes were crossing channels with too much manual cleanup.
LayerETL, adapters, background jobs, reconciliation
ShippedStructured feed parsing, delta sync, taxonomy and parameter mapping, adapter-based marketplace flows and visible failure handling.
MeaningOperations can see what moved, what changed and what needs attention before customers notice drift.
  • Rails
  • Sidekiq
  • PostgreSQL
  • API clients
Expert content needed stable identity, multilingual structure and machine-readable meaning across public product surfaces.
CMS
Structured knowledge
PressureExpert content needed stable identity, multilingual structure and machine-readable meaning across public product surfaces.
LayerLinked data, search, SEO, content quality
ShippedPublic projects such as 555 EUCRiders with JSON-LD, Turtle, Pagefind search, stable entities and multilingual publishing checks.
MeaningKnowledge behaves like a maintained product surface, not a loose pile of pages.
  • Astro
  • TypeScript
  • JSON-LD
  • Pagefind
AI only helped when the inputs, review path and publishing rules were already controlled.
AI
AI workflows
PressureAI only helped when the inputs, review path and publishing rules were already controlled.
LayerLLM pipeline, QA, research automation
ShippedContent briefs, voice guide, quality checks, source-of-truth pipelines and maintenance loops.
MeaningAI compresses repeatable work while senior review keeps quality and accountability intact.
  • Python
  • Pydantic AI
  • LLM APIs
  • QA
The system still worked, but Rails, frontend tooling, queues and infrastructure made every change harder to price.
MOD
Modernization
PressureThe system still worked, but Rails, frontend tooling, queues and infrastructure made every change harder to price.
LayerRails upgrades, frontend migration, infrastructure
ShippedRails 8 upgrade work, React/Vite migration, SolidQueue and Action Cable flows, PostgreSQL tuning and Linux/NGINX/Puma cleanup.
MeaningThe system can change again without turning every request into rescue work.
  • Rails
  • React
  • PostgreSQL
  • Linux
Teams needed workflow logic that generic tools could not model or operate during real events.
SYS
Operational platforms
PressureTeams needed workflow logic that generic tools could not model or operate during real events.
LayerBusiness rules, permissions, admin UX
ShippedRegistration, Swiss-pairing algorithms, result tracking, multilingual interfaces and production deployment in event-oriented systems.
MeaningComplex workflow became something people could operate reliably when timing mattered.
  • Rails
  • PostgreSQL
  • Redis
  • RBAC
Fintech, healthcare, civic and research contexts needed roles, documentation and auditability.
SYS
Sensitive domains
PressureFintech, healthcare, civic and research contexts needed roles, documentation and auditability.
LayerBackend architecture, security, documentation
ShippedRole-aware workflows, reviewable changes, documentation, stability improvements and production support.
MeaningDelivery stays practical without pretending sensitive domains are just normal CRUD.
  • Rails
  • RBAC
  • Docs
  • Review

Proof across domains

Domains where we have shipped real systems.

The common thread is operational complexity: messy data, external systems, roles, workflows, production infrastructure and software that has to keep working long after launch. These are the domains where we can build, extend, rescue or scale a system with the context already in hand.

Marketplace operations and product synchronization
MKT

Marketplace operations and product synchronization

We have built large product and category synchronization flows for marketplace operations: tens of thousands of products, structured feeds reaching hundreds of megabytes, normalization, delta sync, reconciliation, category-tree modeling, taxonomy and parameter mapping. The work also covered adapter-based marketplace architecture and authenticated panel automation where official APIs were not enough.

  • Marketplace sync
  • Large feeds
  • Taxonomy mapping
  • Rails
  • Sidekiq
  • PostgreSQL
Open expertise area
Commerce platform integrations
COM

Commerce platform integrations

We connect storefronts, commerce APIs, checkout flows, product search, inventory and product data into back-office workflows a team can actually run. Shopify can be part of that picture, but the real work sits in the integration layer around orders, catalog data, third-party services and day-to-day commerce operations.

  • Shopify
  • Commerce APIs
  • Checkout
  • Product search
  • Back office
Open expertise area
CMS, content platforms and knowledge systems
CMS

CMS, content platforms and knowledge systems

We have built and extended multilingual CMS and content platforms with media import, asset handling, metadata, SEO and Open Graph fields, localization, structured JSON content models, version tracking and admin UX. Public work includes 555 EUCRiders, a multilingual knowledge platform with a TypeScript specs database, JSON-LD, Turtle, Pagefind search and AI-assisted publishing workflows.

  • CMS
  • Multilingual content
  • JSON-LD
  • Turtle
  • Pagefind
  • Admin panels
Open expertise area
AI-assisted content and structured knowledge workflows
CMS

AI-assisted content and structured knowledge workflows

Our AI work sits on top of real domain data and editorial or operational processes, not generic vector search. That includes AI-assisted content pipelines, translation workflows, research workflows, quality monitoring, voice guides, prompt engineering and integrations with LLM APIs.

  • AI workflows
  • LLM
  • RAG
  • Structured data
  • Voice guide
  • LLM APIs
Open expertise area
Fintech and reverse factoring workflows
INT

Fintech and reverse factoring workflows

We have worked with financial-domain systems where maintainability, roles, authorization, process state, integrations and auditability all matter. Reverse factoring is a familiar shape: suppliers, buyers, invoices, documents, decision states, financing workflows and third-party integrations.

  • Fintech
  • Reverse factoring
  • RBAC
  • Workflow automation
  • API integrations
  • Rails
Open expertise area
Healthcare and dental business software
HLT

Healthcare and dental business software

Healthcare and dental applications usually need careful workflow design more than flashy UI: forms, surveys, patient and specialist-facing interfaces, documentation, secure access, role-based permissions, communication and admin panels. We keep the claim practical: reliable business software for sensitive domains, without overclaiming undocumented compliance.

  • Healthcare software
  • Dental apps
  • Surveys
  • Secure workflows
  • Admin tools
  • Rails
Open expertise area
Research platforms, grants and institutional tools
CMS

Research platforms, grants and institutional tools

We help turn complex expert knowledge into usable web products, clear information architecture and maintainable data models. That can mean scientist-facing tools, grant-related systems, review workflows, structured knowledge presentation, long-form content and institutional requirements.

  • Research platforms
  • Grants
  • Knowledge systems
  • Institutional software
Open expertise area
Civic tech and participatory democracy
CIV

Civic tech and participatory democracy

We have worked with Decidim, the Ruby on Rails participatory democracy framework originally built for the City of Barcelona. The experience is close to public-sector-grade work: citizen participation, consultations, assemblies, proposals, participatory budgeting, documentation, security improvements, Linux server setup, stability and code review.

  • Decidim
  • Civic tech
  • Participatory democracy
  • Public sector
  • Ruby on Rails
  • Open source
Open expertise area
Real-time applications and operational dashboards
RT

Real-time applications and operational dashboards

We extend web applications with the real-time features teams rely on every day: WebSockets, Action Cable, chat and messaging flows, notifications, SolidQueue background jobs, admin panels and CRUD interfaces. The goal is practical operational software that gives people a dependable place to work.

  • WebSockets
  • Action Cable
  • SolidQueue
  • Admin panels
  • Background jobs
  • React
Open expertise area
Modernization, infrastructure and rescue work
MIG

Modernization, infrastructure and rescue work

We stabilize and modernize existing systems: Rails upgrades including Rails 8 paths, older frontend migrations into React 18 and Vite, PostgreSQL performance work, Linux production setup, NGINX, SSL, Puma, background workers, queues and deployment flows. This is where senior judgment matters: keep what works, replace what blocks progress and make production calmer.

  • Rails upgrades
  • React/Vite
  • PostgreSQL tuning
  • Linux
  • NGINX
  • Production systems
Open expertise area

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