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map-growth-loops
【效率与协作】Identify, map, and measure the self-reinforcing growth loops in your product — viral, content, paid, and usage loops. Understand cycle time, throughput, and where loops are broken. Use when a PM needs to move beyond linear funnel thinking and understand the compounding systems that drive sustainable growth.
agent0-symbiotic-evolution
【数据与研究】Train agents from scratch without human-annotated data via symbiotic competition—curriculum agent proposes progressively harder tasks while executor agent learns to solve them, creating autonomous self-reinforcing loops.
causal-loop-diagrams
【设计与创意】Map cause-and-effect relationships with reinforcing/balancing feedback loops to visualize system structure and predict behavior patterns
feedback-loops
【效率与协作】Identify reinforcing loops that drive exponential growth and balancing loops that provide automatic correction and self-regulation - map feedback mechanisms to understand control systems, homeostasis, and why systems amplify or dampen changes in engineering, biology, and organizations
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Verwenden wenn facing a problem with multiple plausible approaches and no clear winner, when the first approach ist nicht working but alternatives are unclear, whe…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
forage-solutions
【部署与运维】AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debuggi…
growth-loop-frameworks
【效率与协作】Self-reinforcing growth systems where outputs become inputs, creating compounding returns versus linear funnel thinking
growth-loops
【效率与协作】Turn hand-made first-50 traction into self-reinforcing acquisition loops, so the next 5,000 users come from usage, not founder hours. Use when growth stalls the moment the user stops pushing, every signup traces back to a DM or one launch spike, or they're reaching for "more channels" when the real gap is that using the product creates no new users.
growth-loops
【设计与创意】Expert in designing and optimizing growth loops - self-reinforcing systems where the output of one cycle becomes the input for the next. Covers viral loops, content loops, paid loops, sales loops, and product loops. Knows how to identify, measure, and accelerate the specific loop mechanics that drive sustainable growth. Use when "growth loop, viral l…
growth-loops
【设计与创意】Use when asked to "growth loops", "build a growth engine", "design a viral loop", "create a content loop", "move beyond paid acquisition", or "why isn't growth compounding". Helps design self-reinforcing growth systems where output becomes input. The Growth Loops framework (from Brian Balfour / Reforge and Elena Verna) shifts thinking from linear fun…