On 10 June 2026, Graham Daw and Akseli Manninen took part in Vibe Code Finland — a community meetup where people working with AI get together to share what they've built and how it has changed the way they work, through live demos, slides and a lot of comparing notes. It's a practitioner crowd, so the bar is less "here's a polished product" and more "here's what actually happened when we tried this."
Their session started from a pattern that turns up on almost every team once AI lands in delivery: AI gets adopted as an individual productivity boost, but workflows stay human centric. Each engineer builds a local way of working, handoffs remain manual, and the delivery flow depends on people re-explaining context at every step.
Graham and Akseli walked the through how Kaiku has been tackling this internally, and what we've shown ourselves along the way:
- Context is the leverage point, not tooling. The next step isn't better prompts per person, it's shared context that compounds across the whole team.
- A shared knowledge layer. Expertise encoded into skills, rules and workflows that both humans and agents can execute from one source of truth.
- From human-centric to agent-driven workflows. How shared context lets teams shift from manual handoffs to agents handling more of the delivery flow, with humans steering intent and quality.
- Orchestrating agents across the lifecycle. Where this model is already working, what we've learned the hard way, and what we're building toward next.
A fitting detail for a coding meetup: this write-up is itself was a output of demo during the talk. The first draft was generated by an agent working from the talk abstract and our shared context, then reviewed by Graham and Akseli — the same human-plus-agent loop we use across delivery.
Curious what this looks like in a real delivery project? Get in touch.