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Artificial Intelligence

A solo software architect studies an open business manual while three small teal AI helpers support the surrounding process work.
AI Business & Operations

Business Engineering for an AI-Supported Solo Business: The Versioned Business Manual

Business Engineering connects strategy, organization and systems. A versioned business manual makes that design practical for an AI-supported solo business.

By Enrico Homann, 3 weeks ago October 12, 2026
A lone entrepreneur walks toward a sunrise along a mountain path, accompanied by seven luminous drones symbolizing supportive AI guardian angels.
AI Business & Operations

Guardian Angels: How AI Agents Could Reshape the Solo Business

Before humanity creates its own god, it may create its own guardian angels. How supportive AI agents could expand independent work—and how business processes keep the human in charge.

By Enrico Homann, 3 weeks ago October 10, 2026
AI proposal paths pass through an authorization gate toward an abstract distributed ledger.
Artificial Intelligence

AI Agents and XRPL Payments: Building an Authorization Boundary with Spring AI and xrpl4j

Test an AI payment authorization boundary in Java: tenant-scoped Spring AI tools, immutable approvals, fee caps and unsigned xrpl4j transactions.

By Enrico Homann, 3 weeks ago October 9, 2026
A solo business owner reviews an operating ledger as measured streams of AI work become completed folders, with unresolved work held for review.
AI Business & Operations

Token Economics for a Solo Business: What AI Agents Really Cost Beyond Coding

Researched October 7, 2026. A business and architecture perspective for founders who use agents across delivery, sales, support and administration. The numerical scenarios are illustrative; they are not Homann Software operating results or provider quotations. The demo ends when the agent produces a pull request. Your business day does not. Read more

By Enrico Homann, 4 weeks ago October 7, 2026
A solo founder reviews a final document as AI draft streams pass through a glass verification gate and connect to an evidence trail.
AI Business & Operations

AI Text Watermarks: Europe Should Measure Responsibility, Too

Why Europe should judge AI-assisted publishing by evidence and accountability—and demand a convincing case for mandatory origin marking. A founder’s opinion, informed by sources checked on October 6, 2026. If an article is accurate, well researched and useful, why should its AI origin count against it? That is the question Read more

By Enrico Homann, 4 weeks ago October 6, 2026
A solo founder oversees five connected computational workstations through a central orchestration hub, with daylight and night visible beyond the windows.
AI Business & Operations

The Solo Founder’s AI Company: What You Can Orchestrate Today

A solo founder can delegate substantial work to AI agents today. Here is how I would build a company around bounded jobs, overnight execution and evidence.

By Enrico Homann, 4 weeks ago October 4, 2026
A teal route through glass checkpoints reconnects around an amber interruption and reaches one solid receipt block.
Artificial Intelligence

Durable AI Workflows in Java: Retrying Is Not Enough

A worker can disappear after a credit commits. Durable orchestration preserves progress; a tested receiver contract makes repeated deliveries safe.

By Enrico Homann, 4 weeks ago October 3, 2026
Typed AI decisions flow from a model signal through application policy to routing or human review.
Artificial Intelligence

Typed AI Decisions in Java: Make Uncertainty an Explicit Outcome

Research date: September 27, 2026. An architecture guide with an executable Java 21 example. A customer writes: “My payment failed, and now I cannot log in.” Should that ticket go to billing or technical support? A language model can suggest a queue, but your application still has to decide whether Read more

By Enrico Homann, 1 month ago September 28, 2026
An embedding producer passes tenant, space and dimension checks before a versioned index; its query encoder uses the same contract.
Artificial Intelligence

Spring AI 2.1: Your RAG Pipeline Needs an Embedding Contract

Engineering analysis — September 27, 2026. Based on the Spring AI milestone released September 25. An enterprise search application can accept every vector, return plausible results, and still be wrong. The dangerous case is not necessarily a malformed request. It is a successful import of vectors that belong to a Read more

By Enrico Homann, 1 month ago September 27, 2026
Abstract enterprise AI architecture routing work through a policy gateway to three model tiers and an evaluation loop.
Artificial Intelligence

GPT-6 Sol and Luna: Model Routing Is Now an Architecture Decision

GPT-6 Sol and Luna shift the question from which model is best to which model is justified for each task. Build a policy-driven router in tested Java.

By Enrico Homann, 1 month ago September 24, 2026

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