Weekly thematic automation sprints — 13-person SaaS to 3 + freelancers in 6 months
Problem solved: Founders running 10–20 person SaaS teams want a concrete, time-bounded playbook for compressing headcount via AI without breaking the product.
What
Reorganize the company around AI agents in weekly thematic sprints — one functional area per week — while giving agents read access to the full company context (codebase, technical docs, decision history) as a "second brain" + an AI board of directors for strategic questions. Hire only people who can orchestrate agents, not those who manage humans.
Why it matters
Reported outcome from one founder: 13 staff → 3 + a few freelancers over six months, plus a pipeline of new internal products. First built product on top of the second brain: a daily sales-strategist agent that runs on every client's sales numbers and recommends actions grounded in the product's actual capabilities.
End-to-end
- Build the second brain first. Read access for agents to codebase, technical docs, decision history. Substrate for every later sprint.
- Codify dev philosophy + PRD recipe as a skill. Sit with the agent and write down how you evaluate hypotheses and what makes a PRD ready. The templates themselves are not in source (
[needs founder input]); the principle — codify these into a skill so the agent shares your lens — is what the operator reports works. - Spin up the AI board of directors. A small agent cluster that reads the second brain and answers strategic questions (competitive position, what to ship, margin leaks). Decision support, not decision-making.
- Run weekly thematic sprints. One functional area per week. Documented week 1 = Marketing + Sales (cold outreach, qualification, enrichment, channel campaigns). Documented week 2 = Finance, mapping cash flow toward auto-reports. Source gestures at later weeks (new-feature marketing automation + PR, support optimization) but does not enumerate the full sequence. Each sprint ships a working automation by Friday or it doesn't ship that week.
- Set up competitor + industry-news pipeline. Daily scan; agent recommendations flow into roadmap.
- Change the hiring filter. From this point, hire only people who can orchestrate agents — not those who manage humans (verbatim rule below).
- Compress headcount on cadence, not in one cut. The 13 → 3 reduction took 6 months of weekly sprints, not one layoff.
Prompts
Hiring filter rule:
Hire only people who can orchestrate agents — not those who manage humans.
Gotchas
- Don't build agents before the second brain. Agents without context produce generic advice and lose credibility internally.
- People manager ≠ agent orchestrator. Don't auto-promote your current people-managers; several operators report human-management instincts actively hurt agent orchestration.
Tools
- Claude Code with skill system
- An indexer over codebase + docs so agents have read access
- Agent orchestration platform (Paperclip or equivalent)