Posts tagged with #agents

Hydra Article 8: Production Resilience — Making the Mesh Fail Loudly, Not Silently

A multi-agent system managing real money cannot fail silently. This article hardens every Hydra node with structured logging, typed error propagation, and tenacity retry — then solves six non-obvious ClickHouse configuration issues that prevent LangFuse 3.x from starting on macOS Docker Desktop.

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SOAR Capabilities: When AI Agents Defend Themselves — and the Case for Hydra

Legacy SOAR is dead. Agentic AI SOC platforms — where LLM-driven agents reason through security scenarios dynamically — are the replacement. In DeFi, where $1.7B was lost to exploits in 2025, autonomous security agents are not optional. This is the final article in our series: we add the Guardian to Hydra and present the full open-source architecture.

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Compounding Agent Swarms: Multi-Agent Architectures That Scale Without Breaking the Bank

68% of new DeFi protocols in Q1 2026 include at least one autonomous AI agent. The protocol stack (MCP + A2A) is standardized. Multi-agent systems cost 4.8x more than single agents. Here is how to build a compounding swarm that gets smarter over time — and how OpenRouter + LangGraph model routing prevents that cost multiplier from bankrupting you.

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New Industries AI Is Creating (Beyond “AI Native” Apps)

AI isn’t just improving old industries—it’s spawning new ones. From agent infrastructure to AI-native roles and trust layers.

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