Kai Waehner
Articles about Kai Waehner
Industrial IoT Landscape Q4 2026: The Plant Floor Is Becoming Software
Industrial IoT vendors and open source mapped from edge to cloud, the standards that keep you replaceable, and how OT connects to IT.
Unified Orchestration in Telecom: One Control Plane Across OSS, BSS, and IT
Unified orchestration in telecom: what sits above MANO, SMO, and billing schedulers, what it must not touch, and how copper switch-off fits.
Jev by TypeSafe AI in Workflow Orchestration and Process Intelligence
Jev by TypeSafe AI returns a calibrated probability instead of text. In a workflow that becomes a confidence gate: high confidence proceeds, medium goes to an LLM, low goes to a person, and every decision lands in a log. This post shows the pattern across data, infrastructure, applications and business processes, why the determinism lives in the workflow rather than the model, what the decision log means for process mining, and when a decision table is still the right answer.
Why Jev by TypeSafe AI Fits Apache Kafka and Flink Better Than LLMs
Jev by TypeSafe AI returns typed decisions with confidence in a few hundred ms. How this System One model fits Kafka and Flink, and when not to use it.
How System One Models Like Jev Change Enterprise AI Architecture
TypeSafe calls Jev a System One model. What it means, how it compares with ML and LLMs, where it fits in enterprises, and when to skip it.
From Cron Batch Jobs to Kestra: Migrating a Python Script Without a Rewrite
How to move a working Python cron batch job to Kestra without a rewrite: strangler fig phases, a hidden bug, Cases, and an asset lock.
Data Streaming Trends Q3 2026: What Changes Through 2027
Data streaming trends Q3 2026: consolidation, sovereignty, diskless Kafka, the lakehouse boundary, and real-time context for AI agents.
Unified Orchestration in Financial Services: One Control Plane Across the Bank
Why banks run four orchestration silos and how unified orchestration connects batch, streaming, payments, and AI under one control plane