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We share what we learn from building projects and watching the digital world change. One story at a time, grounded in the present.

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Engineering · 6 min read read

Converged databases for AI: Oracle's talk at Startup Summit 2026 and what it changes in practice

Vectors, JSON, graph, relational and text search in the same engine. That was Oracle's topic at Startup Summit 2026. The question is when it's worth it and when it's dead weight.

Three progressively larger workspaces connected by a green path
Market · 7 min read read

Software by company size: what changes between small, mid-size and large companies

The software problem isn't the same at a 15-person company, a 120-person company or a 2,000-person company. What changes is the risk of getting it wrong, the team that will maintain it, and how you hire for it.

Green spheres moving through documents under human control
Applied AI · 6 min read read

AI agents left the pilot stage: what changes when they enter operations

2025 was the year of the demo. 2026 is the year the agent has to get it right at 2am, with no one watching.

Hand adjusting a control connected to a data sphere and document
Culture · 5 min read read

"It was the AI" isn't an answer: accountability on an AI-native team

When an agent makes a mistake with a client, someone has to answer for it. Deciding who, before it happens, is what separates an AI-native team from a team that just uses AI.

Two work structures joined by a green glass bridge
Engineering · 6 min read read

Engineering support: why internal teams outsource an entire front

It's not a shortage of good people. It's that the good people you have are busy maintaining what already exists.

Data panels and documents connected to a central green hub
Engineering · 5 min read read

ERP integration stopped being a separate project

For years, "integrate with the ERP" was the budget line that blew up. ERPs with a decent API changed that — but they didn't solve everything.

Creative worktable with glass interface cards and project sketches
Tensoor · 4 min read read

What Tensoor is (and isn't)

AI-native software house, a small senior team, and a model where the service funds the product. What that actually means.

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