How to evaluate code generated by AI agents: from uncertainty to a method
AI accelerates software delivery, but it does not replace engineering accountability. Here is how Inero combines agents with risk-based quality controls.
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Insights
Practical notes on AI, identity and access management, Keycloak, and cybersecurity.
How to test a voicebot before it handles a business process
Natural conversation is not enough. Learn how to test a voicebot's context handling, corrections, integration failures, and compliance with process rules.
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Monitoring what your chatbot says is not enough. You should also know what users say to it
Anthropic's new policy shows that end-user behavior can create risk for AI solution providers. We explain how to monitor it and when to respond.
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A Rapid PoC in a Few Hours. What Did We Actually Build, and What Comes Next?
We used the same requirements to build an application with Claude, OpenAI Codex, and Cursor with Grok. The experiment showed where rapid prototyping ends and responsible engineering begins.
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Your AI Demo Works. Now What? From Rapid PoC to Production
A Rapid PoC proves feasibility and builds shared understanding. Learn how evaluations, regression testing and monitoring support reliable production AI.
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Cloud or self-hosting? The Gitea vulnerability shows where the real risk lies
CVE-2026-60004 in Gitea shows why choosing between cloud and self-hosting does not replace patching, segmentation, monitoring and independent security audits.
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NIS2 starts with a question: who has access to what?
How NIS2 and its Polish implementation translate into IAM, MFA, privileged accounts, access audits and practical Keycloak configuration decisions.
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Jev vs. LLMs: Choosing the Right Model for AI Automation
Learn where Jev, local AI models, personal data (PII) detectors and generative LLMs fit in secure, cost-aware AI automation workflows.
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How much autonomy should an AI agent have? From automation to self-optimization
AI agent autonomy is not an ON/OFF switch. We explain how to match decisions, tools and controls to the risk of a specific business process.
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Designing SMS MFA in Keycloak for Large User Bases
How to design Keycloak SMS MFA around fraud risk, cost exposure, user experience, and the operational realities of distributed systems.
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From prompt to preview: how an AI agent updates a website
How an AI agent can safely deliver a website change, from project analysis and content preparation to a pull request, Cloudflare preview and human approval.
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Giving Your Team Claude Is Easy. Building a System That Survives 5 Years Is Not.
Artificial intelligence has changed the economics of software development. For the first time in decades, the marginal cost of producing code is collapsing. A small team equipped with modern LLM tools can generate APIs, user interfaces, integration layers, and test suites in days instead of weeks.
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