Long-form guides on AI agents, MCP, and prediction market trading.https://polybot.cryptuon.com/https://polybot.cryptuon.com/guides/polybot-vs-n8n/https://polybot.cryptuon.com/guides/polybot-vs-n8n/n8n is a great workflow automation platform. It is the wrong shape for autonomous trading. Here's the precise technical reason, with examples.Fri, 17 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/risk-controls/https://polybot.cryptuon.com/guides/risk-controls/You don't hope an autonomous agent respects risk limits. You enforce them. How polybot's risk service works, and the defence-in-depth design that keeps agents honest.Thu, 16 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/mcp-server/https://polybot.cryptuon.com/guides/mcp-server/How polybot exposes market analysis, strategy assessment, and approval-gated execution as typed MCP tools — so Claude, GPT, or any agent can actually trade.Wed, 15 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/shadow-mode/https://polybot.cryptuon.com/guides/shadow-mode/How polybot's shadow mode lets you validate strategies end-to-end against real market data, with zero capital at risk — and why it's the default.Tue, 14 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/polymarket-vs-kalshi/https://polybot.cryptuon.com/guides/polymarket-vs-kalshi/Two prediction markets, two totally different technical stacks. How polybot abstracts them behind a single venue interface — and what leaks through anyway.Mon, 13 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/custom-ai-plugin/https://polybot.cryptuon.com/guides/custom-ai-plugin/polybot's AIModelPlugin is 30 lines of interface. Here's how to wire up your own model — local, remote, or fine-tuned — and feed it into the ai_model strategy.Sun, 12 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/agent-loop/https://polybot.cryptuon.com/guides/agent-loop/A worked example of an agent session: Claude analyses three strategies, proposes a change, gets approval, re-runs the evaluation. This is what 'agent core' looks like in practice.Sat, 11 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/signal-to-execution/https://polybot.cryptuon.com/guides/signal-to-execution/How a strategy signal becomes an on-venue order, traced end-to-end through polybot's async service mesh. The design trade-offs, and why NNG instead of Redis or in-process queues.Thu, 09 Apr 2026 00:00:00 GMThttps://polybot.cryptuon.com/guides/getting-started-in-four-commands/https://polybot.cryptuon.com/guides/getting-started-in-four-commands/Install, configure, initialise, and run polybot in shadow mode. From zero to a running dashboard in under ten minutes.Wed, 08 Apr 2026 00:00:00 GMT