How I Became a Crypto Founder Without Knowing It

In Franz Kafka’s The Trial, Josef K. wakes up one morning to discover that he has been arrested. Nobody will tell him what he’s done or seems capable of explaining who is ultimately in charge. He spends the rest of the book moving through an opaque system of officials, offices, procedures and intermediaries, each apparently […]

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SoCraTes 2026 – Managing Energy

It’s been my fifth time at
SoCraTes Germany
this year. It felt like diving into a familiar place where I can experience a
proper timeout from everything for a few days, and soak up one variation of
how “good” can look like. By far not perfec…

Benchmarked, Therefore Good?

The Evidence Problem at the Heart of AI EvaluationI recently read an article titled “Benchmarks Are Dead”. Its subtitle went further: after GPT-6 Astra, we are entering the age of unscorable AI. I understand the temptation. When a model scores 97.6 per…

Defensive Tool Boundary Validation

Quality assurance teams frequently overlook the tool boundary when securing AI agents, concentrating only on front-door user inputs. When agents ingest poisoned internal data or metadata, malicious text can manipulate subsequent tool parameters. Defens…

Designing Context-Isolated LLM Evaluators

Piping full agent execution traces directly into an LLM evaluator often causes the judge to inherit generation bias, leading to unearned passing scores. A context-isolated evaluation architecture separates the grading evidence from the generation path,…