Innovation Lane blog

Insights on software, automotive, mobility and the technologies shaping the industries we work with.

i4B depot orchestration app showing overnight charging across a vehicle fleet

One Layer to Run Your Whole Electric Depot

An electric truck depot now depends on charging, on-site power, tariffs, storage and generation - each in its own software system. The next frontier of interoperability is a layer that makes the whole depot behave as one coordinated operation.

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Electric buses charging overnight at a depot

September 29, 2026

min read

Depot charging planning: how to share power so every bus makes its first run

Six buses, 120 kW and two departures at five. A worked example of why splitting depot power by departure time, rather than equally, decides whether every bus leaves with the energy its block needs.

Mixture of Experts: how to scale AI models without a proportional rise in costs

Mixture of Experts (MoE) lets AI models grow in capacity without a proportional rise in the cost of every query. How it works, why the largest labs use it, and what it means for performance, infrastructure and cost.

Damian Giebas

Senior Software Developer

AI agents working on a mature production codebase

July 3, 2026

min read

AI agents on mature codebases: understand first, then change

Thousands of guides on agentic coding show a greenfield demo. Real software house work starts from a system already in production. Here is what working with AI on mature codebases actually looks like - and where it genuinely helps.

“Enabling Team” – how Agile it is?

As a software partner we had the chance to cooperate with many clients and teams in various setups. Scrum/Agile is considered as almost standard nowadays

AWS Kinesis Pricing and Architecture Explained

AWS Kinesis ingests and processes streaming data at any scale as a fully managed service. How shards, records and consumers fit together, two worked architectures, what it costs, and how it compares with SNS, SQS, EventBridge and Kafka.

January 1, 2024

min read

The value of TecDoc certificates and quality of data

Catalogue data quality decides whether a buyer identifying a part is satisfied, and poor data turns directly into returns. What the Certified Data Supplier and Premier Data Supplier KPIs measure, and what certification is worth in euros.