Centerbit insights
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Practical articles on automation, AI agents, workflow design, and maintainable systems.
EU AI Act 2026: What SMEs need to know about transparency and data residency
Article 50 becomes binding in August 2026. Anyone running AI chatbots, publishing AI-generated content, or operating agent-based workflows must label content, surface AI identity, and document runtime data flows.
Read articleHow we deliver at centerbit: Six phases every project goes through
Six phases, one shared workflow: how we guide projects from the first analysis to long-term operations. With clear ownership, a pilot before production, and honest commitments to maintenance.
Read articleDeveloper Productivity 2026: Why the Fastest AI Tool Is Not the Most Productive One
AI coding tools promise productivity gains, but the HITL layer is what actually decides speed and traceability. Three levels, one release gate, and concrete recommendations for 2026.
Read articleTrades 2026: What the DIHK digitalization survey reveals about AI in SMEs
The 2026 DIHK digitalization survey shows AI has reached German SMEs, but trades, construction and industry lag behind in productive use. What the numbers mean in practice, where the typical friction points sit, and why human-in-the-loop is the decisive difference between pilot and production.
Read articleAI agents and prompt injection: What enterprises can do today against indirect attacks
Indirect prompt injection is the biggest security threat to AI agents in 2026. OpenAI's GPT-5 system card shows 56.8% attack success rate on hardest-tier benchmarks, other frontier models exceed 70%. Three real incidents (GrafanaGhost, ForcedLeak, GeminiJack) illustrate the attack class. Why model guardrails no longer suffice, which five concrete safeguards enterprises should pull now, and what an audit-ready security concept must deliver.
Read articleAgent Loop Engineering: How One-Off Prompts Become Running Systems
Loop engineering shifts the focus from prompt craft to system architecture. Five building blocks, memory, self-improvement, and the risks that sharpen with every loop.
Read articleClaude Fable 5 Is Here: Why the Strongest Model Is Still the Wrong One for Companies
On 9 June 2026 Anthropic released Claude Fable 5, its strongest model to date, at double the price and with 30 days of mandatory data retention. What that means for cloud-AI architectures in companies and why the case for local AI grows stronger.
Read articleEnterprise Knowledge Management 2026: When the Master Leaves, the Knowledge Goes
When the master retires, the knowledge goes with them. Why classical RAG alone is too imprecise, what hybrid search delivers, and how centerbit combines several methods to make implicit knowledge productive.
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