Pineware Oy

Systems architecture, accelerated by spec-driven AI.

A two-person engineering practice helping teams deploy local LLMs, build agent-driven systems, and integrate AI into production infrastructure. We define the specification. Automated pipelines handle the rest — overseen by senior engineers who understand what production requires.

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spec.md

# System Architecture

## Requirements

- Deploy local LLM cluster

- RAG pipeline with vector store

- Agent orchestration layer

- Human-in-the-loop validation

## Constraints

- On-premise only

- SOC2 compliance

- <100ms inference latency

spec validated

Pipeline active — awaiting spec

How We Work

Specification first. Automation second. Oversight always.

Our spec-driven development methodology combines rigorous upfront architecture with automated AI pipelines. The result: faster delivery without sacrificing production discipline.

Define the Spec

Every engagement begins with a detailed technical specification. Requirements, constraints, architecture decisions, and acceptance criteria — documented before a single line of code is written.

Human-led / Architecture

Agent Pipeline

Automated development pipelines translate specifications into implementation. Local models, code generation, testing, and documentation — orchestrated by tools we build and maintain.

AI-automated / Execution

Human Review

Every output is reviewed by senior engineers with decades of systems experience. Security, performance, and architectural integrity are verified before anything reaches production.

Senior oversight / Quality

Deliver & Iterate

Production deployment with monitoring, observability, and continuous refinement. Specifications evolve with your business; the pipeline adapts automatically.

Continuous / Partnership

Services

AI-Native Engineering

From architecture assessment to full-scale AI-native development. We bring classical engineering rigor to the LLM era.

Assessment

AI-Generated Code Assessment

A rigorous architectural review of AI-generated codebases. We identify structural flaws, security risks, integration gaps, and scalability limits — delivered as a prioritized action plan.

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Development

AI-Native Development

Full-cycle development with LLMs and autonomous agents at the core. Local model pipelines, RAG systems, agent-driven workflows — built with the oversight your systems deserve.

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Engineering for the AI Era

Pineware combines deep systems architecture with hands-on LLM expertise. Marko Mänty brings 25+ years of infrastructure and security experience from Nokia and F-Secure. Pauli Mänty leads AI-native application development and agent orchestration. Together, we don't just use AI — we design the systems that make it reliable.

40+

Combined years of experience

Founding engineers

Based in Finland, working globally

Selected Work