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week 3
W3
06 Apr – 13 Apr 2026 · Company Functions + Demo Day
STRATEGY
TO PLAN
From architecture to action. Business models, moats, process audit, 90-day plan, FinOps budget. Specialist sessions: investments, sales agents, legal tech, product-agent. Ending with Demo Day.
5
sessions
1 lecture · 4 specialist workshops
5
speakers
Гершуни · Рид · Аннаков · Бузко · Устинов
~10h
material
all sessions recorded · Demo Day 13 Apr

Key Concepts

Moats in AI-Native World
Data · trust · distribution · decision traces. Services → software as vibe-coding lowers the barrier. Strangler Fig pattern for migration.
Intent Economy
From attention to intent. Agent-to-agent: buyer → MCP → seller. GEO (llms.txt, JSON-LD). Verification gap is the new ad inventory.
Process Audit
67% see pilot results, 10% scale. Method: 15-20 interviews, prioritization formula, cost/revenue/enabler map. 80+ initiatives from a 200-person fintech.
90-Day Plan
AI Champion (KPI'd role) + AI Operating Officer. Budget $120-290/mo. Month-1-2-3 plan. Day-90 checklist.
Flattened Org
From functions to 3 blocks (R&D, GTM, G&A). Human: Chief Accountability Officer, System Architects, Relationship Experts, Validators. AI: reasoning + action agents.
Sales L1–L5
Levels of sales autonomy (like self-driving cars). Inbound qualification + outbound prospecting as the first automated pipelines.
Shared Workspace
Single tree for humans and agents. CursorRules/Agents.md as hub. Tool-agnostic principles — migrate Cursor → Claude Code without rewriting.
Process as Product
Every process has a product owner, backlog, OKRs, unit economics. Data flywheel: executions → labeled data → better evals → better process.

Sessions

L03
Lecture 3 — Strategy to Plan
Степан Гершуни·06 Apr 2026·~120 min
lecturestrategy
запись добавляется

Topics

  • Business models & moats · Strangler Fig
  • Intent economy · GEO · verification gap
  • Process audit methodology
  • Agent-to-agent inside the firm
  • 90-day plan · AI Champion · FinOps budget

Links

W3a
AI × Investments & Strategy
Евгений Рид·07 Apr 2026 · 18:00·~120 min
guestVC
запись добавляется

Topics

  • AI through the investor lens
  • Strategy and capital allocation
  • Portfolio signals from AI-native companies

Links

W3b
Sales Automation on AI Agents
Байрам Аннаков·08 Apr 2026 · 18:00·~120 min
guesthands-on
запись добавляется

Topics

  • Framework: L1-L5 sales autonomy
  • Case 1: inbound lead qualification
  • Case 2: outbound prospecting (ICP + Exa + personalized)
  • MCP: Firecrawl + Exa Websites + web search
  • onsa.ai in production
W3c
AI Legal / Legal Tech
Рома Бузько·09 Apr 2026 · 18:00·~120 min
guestcompliance
запись добавляется

Topics

  • Buzko & Krasnov: 10+ years in IT/IP/AI law
  • Skala.io — AI-powered legal platform, 500+ startups
  • Compliance: agents for regulatory requirements
  • Contract review automation
  • AI regulation for founders
W3d
Shared Workspace → Product-Agent
Сева Устинов + Степан Гершуни·10 Apr 2026 · 18:00·~120 min
guestdialog
запись добавляется

Topics

  • Second Brain for 30-person company
  • Single entry point for humans and agents
  • Tool-agnostic: Cursor → Claude Code no rewrite
  • GitHub + Dropbox sync, read access for all
  • Product-agent evolution

Links

Speakers

Степан Гершуни
Степан Гершуни
L03 · W3d
Евгений Рид
Евгений Рид
W3a
Байрам Аннаков
Байрам Аннаков
W3b
Рома Бузько
Рома Бузько
W3c
Сева Устинов
Сева Устинов
W3d

Resources

onsa.ai Skala.io Firecrawl Exa Websites llms.txt EU AI Act

Quote

«67% видят результат пилота, 10% масштабируют. Процесс = внутренний продукт.»

— Степан Гершуни, Lecture 3