01 AI Consulting 02 Software Development 03 About 04 Blog
DE EN
Arrange a call

Blog

Four vertical bone-colored columns of equal height and equal width, with straight parallel edges, stand side by side at even intervals against deep ink black: on the left a solid, filled column, then the same column as a heavy outline, then as a thin outline, and on the right as a single hairline. A single short vermilion mark sits at the top edge of that hairline. TOPIC Two Models in One Day

On September 22, 2026, Anthropic and OpenAI released new models within one to two hours of each other. The real story is not the comparison between them, but a measurement published the same day: top-end performance is collapsing in price.

Read →
Two tall, slender bone-colored slabs against deep ink black have moved so close together that the gap between them is nearly closed. A single vermilion mark sits in that vanishing space. TOPIC Beck Becomes Majority Owner of Noxtua

On 23 September 2026 it emerged that C.H.Beck is becoming majority shareholder of legal AI provider Noxtua, in a round of more than 100 million euros. What the new market monitor actually reports, and the four questions a vendor has to answer.

Read →
A flat slab of warm bone-colored light floats in deep ink-black: on the left it tapers away to nothing, toward the right it thickens, shows a cut edge and casts a heavy shadow. On its surface, just before that edge, sits a single vermilion dot. TOPIC Software Is a Product

Directive (EU) 2024/2853 turns software and AI into products for liability purposes — strict liability, whether local, cloud or SaaS. What that means for contracts and insurance.

Read →
On a deep ink-black ground, a dense fan of pale, leaf-shaped layers of paper presses through a narrow vertical slot on the right of the frame; only a few layers have made it through. A single vermilion circle sits on the frontmost layer as the only spot of colour. TOPIC When Enforcing Rights Gets Cheap

By mid-August 2026 the Arbeitsgericht Berlin had recorded some 16,000 cases — as many as in all of 2024. What the numbers prove, what they do not, and how companies should respond to waves of near-identical AI-drafted claims.

Read →
A narrow channel of warm bone-toned light runs in from the left into a fork: the upper arm is solid and reaches the right edge of the frame, the lower one stays a fine outline and ends early. A single vermilion dot sits just past the fork. TOPIC Buying Sovereignty

Three billion euros for a French provider, EU data residency as a bookable region, a fully open Swiss model — and EU data centres that will not run before 2028. What holds up today.

Read →
A thin horizontal thread of bone-colored light on deep ink-black: it begins slightly left of centre, runs right, breaks off — a wide stretch stays completely dark — and only resumes far to the right. At the left start of the thread sits a single vermilion mark, the only colored spot in the image. TOPIC Efficiency versus Explainability

OpenAI's new flagship reportedly buys its leap with an architecture that no longer records the path to a result in readable language. Why that is a selection criterion for anyone who has to justify decisions.

Read →
Against deep ink black, several slender forms of warm bone-colored light, tapering towards the top, stand in the right half of the frame. Two of them end at mid-height with a rounded tip; the middle one is extended at a horizontal seam by a vermilion band and continues far beyond the top edge. The left half of the frame stays empty. TOPIC GPT-6 Astra and the AGI Question

OpenAI has unveiled GPT-6 Astra and spoken of an AGI era. The sharpest objection sits in the evaluator's own record post: 99.9 percent was reached only in a setup where the model was allowed to write its own solver scripts — in the standard setup it is 62.7 percent.

Read →
Two broad bands of warm bone-coloured light cross each other in raking light against deep ink black, their fibre structure faintly visible; the left half of the frame stays empty and dark. At exactly one place a short twisted vermilion thread lies on the front band. TOPIC AI Labelling Becomes a Product Feature

Since 1 September 2026, the outputs of certain models carry a text watermark and files from code execution carry C2PA Content Credentials. What Article 50 of the AI Act actually requires, whom it binds, and why 2 December 2026 is the most inconspicuous important date of the year.

Read →
Right of centre a tall, slender column stands against deep ink black, drawn with bright edges and a wedge of light inside that tapers toward the bottom. Four bright bands of different lengths fan out from its foot toward the lower right — the shortest breaks off early, the longest runs to the edge of the frame; a small flat vermilion ellipse lies directly at the foot. TOPIC 88 Percent Use AI, 6 Percent Earn…

McKinsey counts 88 percent AI users, the ifo Institute 54.5, the KfW just 20. Why reputable surveys diverge this far — and which number is the only one that matters for a mid-sized company.

Read →
Four narrow, identically shaped strips of bone-colored light lie stacked on the right of the frame against deep ink black, like cards in a tray. The third from the top is pulled forward out of the stack and carries a single small vermilion mark on its upper face. The left half of the frame stays empty. TOPIC Agent Skills in Practice

Agent Skills left beta on August 19, 2026. What a stored work instruction actually delivers, which use cases pay off in a mid-sized company — and when the effort outweighs the benefit.

Read →
A horizontally stretched plane of bone-colored light against deep ink black, seen edge-on. A slender vertical form pushes through it from above; exactly at the point of penetration sits a single vermilion mark. TOPIC From Answering to Acting

Since August 19, 2026, computer use and a dedicated browser tool have been generally available. The wrong answer becomes the wrong action — and a judgment by the OLG Hamm shows where attribution is heading.

Read →
A long horizontal beam of warm bone-colored light rests on four slender pillars against deep ink black. The third pillar has become too short, so the beam spans the gap unsupported. A single vermilion mark sits at that failure point. TOPIC The MCP Protocol Broke on July 28

The MCP specification of July 28, 2026 makes the protocol stateless, declares server/discover mandatory and deprecates HTTP+SSE. Anyone who integrated in 2025 has to touch it — and needs a budget line most projects do not have.

Read →
Against a deep ink ground, a dense lattice of many thin, crossing bone-colored threads spans the right-hand half of the frame. A single thread breaks away from it and runs in a long curve down to the left onto a small rectangular bone-colored sheet lying flat; on its surface, exactly where the thread sets down, lies a short diagonal vermilion stroke. TOPIC The Attack Did Not Come Through the…

On August 4, 2026 an npm worm distributed malicious code through a package with 127 million weekly downloads — and specifically went after the configuration files of AI coding tools. Why the credentials do not sit in the model but in unremarkable files on developer machines.

Read →
On the left a slender vertical bone-colored slat with a single soft bend stands free on the floor; on the right a massive dark block seen at an angle. A second slat, this one straight, sits in a narrow vertical groove in its right-hand face and is brightly lit there; a small vermilion square sits on it at half height. TOPIC GEMA v. Suno

On 31 July 2026 the Landgericht München I held that training on protected works is an act of reproduction and that the text-and-data-mining exception does not cover it. The judgment is not final — the two questions it raises face companies now.

Read →
A narrow vertical threshold of bone-colored light stands far to the right in deep ink black; to its left, a long, entirely empty expanse. A single vermilion mark sits right at the threshold. TOPIC The Bundesnetzagentur Is Now Your AI…

Since July 29, 2026, Germany has had a statutory AI supervisory authority for the first time: the KI-MIG. Who is now competent, where you report and ask — and why the widely quoted EUR 50,000 under Section 15 KI-MIG is not a fine ceiling.

Read →
Fine horizontal lines of bone-coloured light against deep ink black step up by one level at a sharp edge; below that edge sits a single vermilion dot, the only colour in the image. TOPIC The AI Act, Cut in Half

2 August 2026 arrived — but only halfway. An amending regulation has postponed the high-risk regime to December 2027 and softened the AI literacy duty. What applies now, what is still waiting, and why the EU openly admits its own delay.

Read →
A single tall, solid blade-like form of bone-colored light rises from the lower edge into deep ink-black — solitary, upright, sharply precise. A single vermilion point glows near its tip. The left half of the frame stays quiet negative space. TOPIC Claude Opus 5

Anthropic has released Claude Opus 5 — its most capable model yet, at the same price as its predecessor. A neutral overview of the key facts, pricing and the benchmark picture: this time broadly confirmed by independent measurement — and why, of all things, reliability points the other way.

Read →
Three slender, blade-like forms of bone-colored light stand side by side in ascending size on a deep ink background — small, medium, large. A single vermilion point glows precisely at the tip of the largest form. TOPIC GPT-5.6

OpenAI has released GPT-5.6 in three variants: Sol, Terra and Luna. A neutral overview of the new naming scheme, availability and pricing, the benchmark picture — and why the independent safety test casts doubt on the record numbers.

Read →
A small, weightless form of light floats near the top; from it, countless hair-fine bright threads grow downward and weave densely into a dark substrate. A single thread glows vermilion where it has fused inseparably with the ground. TOPIC Context Lock-In in AI

It's not the model that ties you to an AI provider — it's the context around it: prompts, memory, agents, RAG. Why most migrations fail, what that has to do with Anthropic, and how four steps protect you.

Read →
A fine vertical filter membrane with light diffusing through it; a single strand of light is held at exactly one point and glows vermilion there. TOPIC Fable 5 Is Back

Anthropic redeployed Claude Fable 5 worldwide on 1 July 2026 — secured by a new classifier. What it actually does, where it stays leaky, and why it matters for your own control layer.

Read →
AI & Law TOPIC The Claude Myth

Fact versus marketing: what Constitutional AI actually is, what companies can realistically expect from Claude — and why lawyers in particular should look closely.

Read →
AI & Law TOPIC Fable 5 & Mythos Shut Down

Anthropic shut down Claude Fable 5 worldwide after a US government directive. What that reveals about vendor lock-in, liability, and migration strategy.

Read →
AI & Law TOPIC AI Agents in the Enterprise

AI agents act autonomously: real value, new liability questions. A guide from the business lawyer who builds the agents - use cases, governance, liability.

Read →
AI & Law TOPIC AI Contracts

A solid AI contract governs five points: performance, liability for hallucinations, IP in the output, data protection/DPA, and the SLA. What to negotiate in — from a commercial lawyer who also builds the AI solution. As of: June 2026.

Read →
Three interlocking legal layers of a compliant AI chatbot: the EU AI Act, the GDPR, and competition/contract law. TOPIC Using AI in Customer Service…

Using AI in customer service compliantly: transparency obligation (Art. 50 EU AI Act since 08/2026), liability (OLG Hamm) & GDPR — a duties checklist from a business lawyer.

Read →
AI & Law TOPIC AI for Law Firms

Using AI in law firms safely: what sec. 203 StGB & the BRAO permit, what the BRAK guidance requires, liability for AI hallucinations — by a business lawyer.

Read →
AI & Law TOPIC DPIA for AI Systems

When is a DPIA mandatory for AI — and when is it not? Threshold analysis, a 6-step process and DPIA vs. FRIA, explained in practical terms by a business lawyer.

Read →
AI & Law TOPIC Safeguard AI Hallucinations

AI hallucinations are a liability risk — not just a bug. Here is how to design a human control layer that satisfies Art. 14 of the EU AI Act and Art. 22 GDPR.

Read →
AI & Law TOPIC EU AI Act & GDPR

The AI Act's concrete obligations, deadlines and risk classes, its interface with the GDPR, and a tight action checklist — from the combined perspective of lawyer and technologist.

Read →
Implementing the AI literacy obligation under Art. 4 of the AI Act — title graphic TOPIC Implementing the AI Literacy…

Art. 4 of the EU AI Act calls for measures supporting AI literacy. How to implement it: content, roles, a training framework, documentation — by a business lawyer.

Read →
AI Consulting TOPIC Process Automation with AI

Where to actually begin with AI process automation, how to calculate ROI properly, and the legal question up front that decides between success and an expensive failure.

Read →
Concept image of an LLM wrapper: interchangeable third-party model at the core, proprietary data layer as the real moat around it. TOPIC LLM Wrappers

Is your GPT wrapper (AI wrapper) a real product or just a thin prompt layer? Defensibility, data layer, moat — plus the legal layer (liability, GDPR/DPA, AI Act, IP) that tech articles leave out. As of April 2026.

Read →
AI & Law TOPIC AI Use Cases for SMEs

10 AI use cases for SMEs with effort, benefit, time to ROI, and a solid GDPR / EU AI Act assessment — written by a business lawyer who builds the solutions himself.

Read →
AI & Law TOPIC Open-Source vs. Proprietary LLMs

Open-source LLM or proprietary API? A decision guide with an honest TCO/break-even calculation, licensing traps (Llama, Mistral) and a GDPR assessment.

Read →
Six-step roadmap for a measurable AI pilot project: from use case through hypothesis, baseline, and success criteria to the go/no-go evaluation TOPIC How to Set Up an AI Pilot Project the…

Setting up an AI pilot project the right way means testing a clear hypothesis within a few weeks using real data and hard success criteria — before you invest. A six-step guide, including GDPR and the EU AI Act.

Read →
AI Consulting TOPIC Evaluating AI Outputs

AI quality can't be guessed. Here's how to make LLM outputs measurable with evals — golden datasets, metrics, LLM-as-a-judge — and use them as compliance proof.

Read →
AI & Law TOPIC Privacy in the Prompt

Where does a prompt travel, is it used for training, do you need a data processing agreement — and why shadow AI is the real risk. Tech and GDPR explained in one piece.

Read →
Model-agnostic AI architecture: an abstraction layer decouples interchangeable LLM providers and thereby avoids vendor lock-in. TOPIC Avoiding AI Vendor Lock-In

How to become independent of individual AI vendors: model-agnostic architecture, watertight exit clauses, and your switching rights under the EU Data Act — explained from both a technical and a legal perspective, from a single source.

Read →
AI & Law TOPIC Understanding Context Windows & Token…

What do 1 million tokens mean for cost, practice, and data protection? A clear guide with conversion and cost tables — technically sound and legally grounded.

Read →
Technical and legal debt in an MVP — two kinds of debt from the same time pressure, both due when the startup scales TOPIC MVP for Startups

MVP development for startups: cost, timeline, no-code vs. custom — and how to build fast without piling up technical AND legal debt. From a lawyer who codes.

Read →
Open-book exam (RAG) vs. closed-book exam (fine-tuning) as a metaphor for the choice of method TOPIC RAG vs. Fine-Tuning for Enterprises

RAG or fine-tuning? The decision guide for enterprises — with a comparison table, cost ranges, maintenance effort, and the GDPR perspective (German DSK guidance on RAG, BfDI). From a business lawyer who builds AI solutions himself.

Read →
Software TOPIC Build vs. Buy

Build vs. Buy: custom software or SaaS? The decision framework with four axes — including TCO, vendor lock-in & GDPR. From a lawyer who builds software himself.

Read →
From a single prompt to an orchestrated context network: one thread of light branches into a supply network of data, tools, and memory. TOPIC From Prompt Engineering to Context…

Context engineering is supplanting prompt engineering as the central discipline. Definition, the key difference, the new lever (RAG, tools, memory, context window) — plus the overlooked GDPR dimension for businesses.

Read →
AI & Law TOPIC Business Lawyer + Developer in One…

AI projects fail at the seam between law and IT. Why combining business lawyer and developer in one person closes that seam — the concrete value, explained honestly.

Read →
AI & Law TOPIC EU-Hosted vs. US LLMs

US model, EU provider, or on-premise? The substantive comparison on data sovereignty, the CLOUD Act vs. Art. 48 GDPR, and local LLMs — from a business lawyer who also builds the solution. With a decision framework and cost/effort comparison. As of December 2025.

Read →
Diagram of shadow AI in the workplace: uncontrolled use of ChatGPT & co. and its risks for GDPR, trade secrets and the AI Act. TOPIC Shadow AI in the Workplace

Shadow AI: employees use ChatGPT & co. without approval. Why it touches GDPR, trade secrets and the AI Act – and how to rein it in organizationally and technically. With an action plan, data and sources.

Read →
AI & Law TOPIC AI Policy for Your Company

What a corporate AI policy must accomplish, what belongs in it (with a building-block overview), and how to roll it out effectively — legally precise and technically enforceable. A guide, not case-specific legal advice.

Read →