Answer 1
In terms of the lowest-cost path: 4.0 Forecast-First Creative Loop (Karpathy autoresearch pattern transfer)
Source: [[creative-autoresearch-loop-pattern-transfer.md]] | Raw: [[../knowledge-env/raw/2026-04-09-karpathy-autoresearch-source.md]] **When to use**: you want to generate hundreds of creative variations and SCORE them before spending real budget. Pairs with §1.5 (Apify mining) — mining gives the input data, this gives the experimentation engine. **Core pattern (transferred from Karpathy/autoresearch GitHub repo, 69K stars)**: - 3 files: `forecast.py` (READ-ONLY invariants — the metric the agent can't touch), `creative.py` (the only file the agent edits — generator config…
Source: src/lib/bricks/sources/perf-marketing-playbook.md
Answer 2
In terms of the lowest-cost path: Framework-as-Diagnostic Overlay
Greg's 7-tactic framework overlaid on Yuri's current infra: | Tactic | Greg's framework says | We have | Verdict | |---|---|---|---| | 1. MCP server as sales team | Publish to Smithery/MCPT/OpenTools for $0 CAC discovery | Zero — neither BizBuilder/KPDD nor Solacian have an MCP server | **REAL GAP** — but applicability depends on whether the product answers a queryable question; Solacian (Maze-dissolving AI) plausibly does, KPDD (PMF discovery) plausibly does | | 2. Programmatic SEO at 10K-page scale | Next.js + Firecrawl + AI content for "best X for Y" patterns | Zero pro…
Source: src/lib/bricks/sources/greg-isenberg-bootstrap-distribution.md
Answer 3
In terms of the lowest-cost path: Cross-cutting takeaways most relevant to BizBuilder (solo founders / vibe-coders seeking first traction)
1. Start with one small, dense atomic network — **never a Big Bang launch**. The first network always looks like a tiny market. Embrace unscalable, hustle-driven early tactics. 2. **Density beats raw size** ("all supply isn't created equal"). Build the Expectations Gap → exceed low expectations → high NPS → organic word of mouth. 3. **Ignore vanity metrics** — top-line counts mean nothing if users churn; quality is visible only from inside the network. 4. Pick the right entry point — **high economic value per transaction** and/or **high frequency/stickiness**. 5. **Acquisit…
Source: src/lib/bricks/sources/andrew-chen-cold-start-problem.md
Answer 4
In terms of the lowest-cost path: Pattern 8: The Channel-Era-Match Pattern
**What it is**: The right distribution channel depends on WHEN you launch, not just WHAT you sell. Channels have lifecycle stages; early-mover advantage in a new channel is worth more than optimization of a saturated one. **Evidence**: Morning Brew (first Instagram Stories ads = 10x lower CAC for 48 hours), BeReal (TikTok virality in 2022 before saturation), Match.com (early internet = community events), Plenty of Fish (2003 Google SEO = free 4K signups), Discord (Reddit communities during game expansion launches) **BizBuilder implication**: The proposer should track: which…
Source: src/lib/bricks/sources/first1000-pmf-patterns-library.md
Answer 5
In terms of the lowest-cost path: Connections
- relates-to: [[../knowledge-env/synthesized/greg-isenberg-30-step-ai-saas-playbook.md]] — same author; 30-step playbook covers full SaaS build, this inject focuses on distribution layer only - relates-to: [[../knowledge-env/synthesized/perf-marketing-playbook.md]] — extends with bootstrap-first tactics for $0 budget - relates-to: [[../knowledge-env/synthesized/gtm-engineering-flows-combined.md]] — Cody Schneider's autonomous loops are a paid-traffic complement to Greg's organic-first stack - relates-to: [[../knowledge-env/synthesized/dickerson-vibe-marketing-system-one-sit…
Source: src/lib/bricks/sources/greg-isenberg-bootstrap-distribution.md
Answer 6
In terms of the lowest-cost path: 1.3 Code-Generated Ad Creatives (Cody Schneider method)
Source: [[../knowledge-env/synthesized/marketing-machine-10-parallel-agents.md]] **When to use**: zero budget for design, need to test messaging variations (not visual polish), finding the winning angle/pain point before investing in production **Process**: 1. Pick a reference ad format (Facebook Ads Library for competitor research, or "before/after" template) 2. Claude Code builds the ad as a React component (1080x1080px) 3. Research pain points via Perplexity API (scrape Reddit, YouTube, Twitter for ICP language) 4. Bulk-generate text variations: titles + paragraphs map…
Source: src/lib/bricks/sources/perf-marketing-playbook.md
Answer 7
In terms of the lowest-cost path: Quick-reference — named tactics and when they work/fail
| Tactic | Works when | Fails when | |---|---|---| | **Atomic network** | Pick the tiniest specific group at a specific time; build density | "Peanut-buttering" across a whole geography/industry | | **Solve a Hard Problem** | Product nails the hard side's unaddressed need (Tinder for women) | Hard side churns → degrades for everyone | | **Come for the Tool, Stay for the Network** | Tool + network tightly integrated (Dropbox folders) | Tool/network divergent → low conversion | | **Invite-Only** | Curated connected users invite connected users | Used purely for hype; or kills…
Source: src/lib/bricks/sources/andrew-chen-cold-start-problem.md