Saint Teamlead-2026: 10x Development Speed Nullifies Traditional Project Management

At the Saint TeamLead-2026 conference in Saint Petersburg, which took place right after Saint Highload, the second day opened with a visionary talk by Avenir Voronov about how a 10x acceleration in development changes team management.

How 10x acceleration breaks the backlog

The first thesis of Avenir Voronov's talk: a 10x acceleration in development nullifies the current system of planning and management through tasks and the established system of metrics. When hypothesis verification takes one or two days instead of the previous two months, a traditional quarterly or yearly backlog disappears — each hypothesis brings new information and creates a branching point, rather than simply closing an item on a task list.

According to the speaker's thinking, development at such a pace will proceed quite differently: instead of task lists, activity streams with target vectors and operational maneuvers emerge — the team does not follow a pre-planned quarterly schedule, but constantly redirects efforts based on the results of the last verified hypothesis.

"A 10x acceleration in development nullifies the current system of planning and management through tasks and the established system of metrics," — from the notes of

Avenir Voronov's talk at Saint TeamLead-2026, published in the conference organizers' blog on Habr.

• The Saint TeamLead-2026 conference took place in Saint Petersburg right after Saint Highload
• The main theme of both conferences is the application of AI in development
• The second day of the conference opened with Avenir Voronov's talk featuring two key theses
• Hypothesis verification now takes 1-2 days compared to the previous 2 months
• The conference ran in four parallel tracks simultaneously

How copilots change team management

The second thesis of the talk concerns the transition not only of developers, but also of sales and other employees to working through copilots. Copilot logs, according to the speaker, show not just what employees do, but how they do it, how they communicate, and what their emotional state is in real time — and this fundamentally changes team management.

Previously, a manager judged team workload and mood based on reports and personal conversations once a week or two. If all employee correspondence, code, and work decisions pass through copilots, a manager gets a practically continuous slice not only of work results, but also of the team's emotional state in the moment.

What other cases were shown at the conference

Besides Voronov's talk, Saint TeamLead-2026 featured other substantive presentations with concrete cases — for example, about a pipeline for migrating services to a different technological stack using AI agents with guaranteed quality. The conference ran in four parallel tracks, so the notes author managed to attend only one of them, and by his own admission, the notes turned out incomplete.

What this means

If hypotheses are verified in one or two days rather than months, classical quarterly planning and task tracking lose their meaning — teams transition to activity streams with target vectors instead of task lists, and copilot logs become a source of data not only about employee work, but also about their emotional state. This shifts the very role of a teamlead — from controlling a task list to working with a stream of hypotheses and data about the team's state in real time.