The Domain-Grounded AIDLC Sprint

An opinionated 2-week sprint to eliminate rogue domain logic by anchoring your AI-accelerated SDLC in a deterministic Domain-Specific Language (DSL).

The Domain-Grounded AIDLC Sprint

2-Week Architectural Sprint

€19,500 (Excl. VAT)

All prices exclusive of VAT

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The Problem

Large Language Models excel at generating code quickly, but they operate entirely on statistical probabilities. When unleashed on an enterprise codebase with only natural language requirements, AI agents and Copilots confidently guess. They invent parallel business rules and unauthorized state transitions. This creates rogue domain logic that pushes a massive cognitive load downstream, taxing your most senior engineers with untangling hallucinated business rules in code review.

The Solution

I install a permanent Domain-Grounded AI Harness that systemically prevents AI-generated business logic errors before they bottleneck your pull requests. We do not boil the ocean. Instead of attempting a multi-year effort to map your enterprise, I apply the Bounded Context principle from Domain-Driven Design. By extracting a targeted slice of your core domain rules into an executable Domain-Specific Language (DSL) and injecting it directly into your AI workflow, we establish an automated, deterministic pre-flight check for your agents.

Why This Works

Optimized DORA Metrics (Lead Time & CFR): By eliminating the rework cycles and PR bottlenecks caused by hallucinated business logic, this executable domain boundary directly accelerates your Lead Time for Changes and minimizes your Change Failure Rate.

Intercepting AI-Generated Tech Debt: By establishing the DSL as your single source of truth, unauthorized data structures or conflicting business rules trigger immediate compilation failures during local prompt evaluation, stopping technical debt before the agent even drafts the pull request.

Frictionless Collaboration & Protected DevEx: Domain experts, developers, and autonomous agents finally share a unified, unambiguous domain vocabulary. This strict domain baseline allows junior developers to safely explore complex business rules via their Copilots, radically accelerating onboarding while preventing rogue logic.

Optimized Unit Economics & Latency: By providing a machine-enforced conceptual contract, coding models no longer waste massive context windows and expensive 'thinking loops' trying to deduce your application logic. This drastically reduces token burn per agentic loop and safely routes execution to highly efficient models.

Methodology & Timeline

Delivery Mechanics for the 2-week sprint:

Targeted Domain Extraction (The Bounded Context)

A highly-focused, interactive remote session with your cross-functional engineering and product leads. We isolate a single, high-risk or high-value domain slice, a Bounded Context, extracting just the 8 to 12 core operational concepts, rules and constraints that carry the highest hallucination risk.

Rapid Metamodeling & Harness Engineering

I write and compile the core DSL schema and configure the customized agentic workflow setup, tailoring the automated prompt validation hooks to your existing developer environment.

Air-Gapped Delivery & Zero-Access Integration

I don't require access to your live CI/CD pipelines, internal networks, or sensitive source code. The compiled DSL boundary and execution hooks are delivered as self-contained artifacts, allowing instant activation without triggering traditional InfoSec bottlenecks.

Handover & Implementation Alignment

Alongside the live handover, I deliver a definitive Zero-Friction Integration Runbook, the exact step-by-step instructions your engineers need to wire the air-gapped constraints into their local Copilots within minutes.

What You Walk Away With

Core Deliverables owned by your engineering team at the end of the sprint:

The Executable DSL Baseline: A formal, machine-readable vocabulary defining a targeted domain slice. This customized DSL captures not just your core business entities, but the strict rules, permitted behaviors, and state transitions that govern them.

The DSL-Grounded AI Harness: We don't install heavy proprietary software. I deliver the exact, drop-in configuration files (e.g., repository-level `.cursorrules` or Claude prompt configurations) that natively force your existing AI tools to utilize the DSL.

Computational Guides & Local Linters: We replace slow LLM inferential guesses with 100% deterministic local syntax and semantic linters. When an agent attempts a design that contradicts your domain rules, the linters automatically intercept the execution and force a self-correction.

The Architectural Evolution Runbook: A static baseline is a dead baseline. Instead of relying on probabilistic AI to manage its own rules, I deliver a definitive maintenance runbook for your senior engineers. Built on Model-Driven Engineering principles, your team retains 100% deterministic control over updating the DSL as your platform scales.

Financial Structure & Authorization

Investment is €19,500 (Excl. VAT). The engagement launches on the mutually agreed date specified in the SOW, unlocking immediate architectural safety for your engineering team.

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Satisfaction Guaranteed

Outputs vs. Engine IP Model: The client retains 100% ownership of all customized deliverables (the compiled DSL Domain Baseline, the repository configurations, and local AI linters). Arvoan retains exclusive ownership of its Background IP, granting the client a perpetual license to utilize these embedded tools for internal operations.

Operational Assumptions: Maintaining the fixed-scope 2-week delivery timeline is contingent upon the availability of your designated engineering stakeholders and a maximum 48-hour turnaround on intermediate schema reviews. Any review cycles exceeding this 48-hour SLA will automatically extend the final sprint delivery date by an equal duration to protect the integrity of the system.