February 2026
Why We Built an AI Octopus
You don't have an AI problem. You have an orchestration problem. How octopus neurology inspired our multi-agent architecture.
Open source SDKs, comprehensive API, and a community of developers building sovereign AI agents. Contribute a tentacle. Fork a pipeline. Shape the future of agent orchestration.
# Install the Python SDK $ pip install polpai # Run your first agent in 3 lines from polpai import Octopus octo = Octopus(api_key="pk_...", storage="byos://my-supabase") result = await octo.tentacle("deal_hunter").execute( query="MacBook Pro M4 under $2000", fake_discount_check=True ) print(result.deals) # [{product: "MacBook Pro 14", price: 1899, genuine: True}] print(result.fitness) # 0.91 -- agent confidence score
Core engine and SDKs. Fork, contribute, build custom tentacles.
The IABROKER engine. 139 agents, pipeline orchestration, Darwinian evolution, structural guardrails. The brain of the octopus.
Python SDK for the PolpAI API. Async-first, typed, with full tentacle and pipeline support. pip install polpai.
TypeScript/JavaScript SDK. Works in Node.js, Deno, Bun, and browsers. npm install @polpai/sdk.
Go client for PolpAI. Lightweight, zero dependencies, context-aware. go get github.com/polpai/sdk-go.
MNEMO sovereign memory engine. Zero-knowledge storage, AES-256-GCM, W3C DIDs. The memory layer for MonIAaMoi.
Template for building custom tentacles. Includes predict(), evolve(), structural guardrails, and test scaffold.
Engineering notes, research, and architecture decisions from the PolpAI team.
You don't have an AI problem. You have an orchestration problem. How octopus neurology inspired our multi-agent architecture.
96% of AI agents can be manipulated through prompt injection. Why structural guardrails are the only real defense.
predict() + evolve() + fitness scoring. How PolpAI agents improve themselves without sending your data anywhere.
Step-by-step tutorial: from polpai-tentacle-template to a deployed, self-evolving agent in your pipeline.
High-level architecture of the PolpAI agent orchestration platform.