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I build multi-agent systems with Claude Sonnet 4.5 (planning) + Haiku 4.5 (execution) that mirror prefrontal cortex reasoning—executive function, task switching, and goal-directed behavior. Using LangGraph for workflow orchestration, I create agentic architectures where specialized AI agents collaborate through tool calling and function orchestration, just like brain regions coordinate during complex tasks. Solo architecture, neuroscience principles, zero overhead.
Multi-agent systems using Claude Sonnet 4.5 for high-level planning and reasoning, paired with Haiku 4.5 for fast execution tasks. Mirrors prefrontal cortex executive function: deliberate planning (Sonnet) + rapid execution (Haiku).
Sonnet 4.5's 1M-token context window processes entire system architectures in one request—understanding codebases, API specs, and business logic simultaneously for intelligent orchestration decisions.
Built with Anthropic's tool calling and computer use API (2025). Agents execute complex workflows: code analysis, API calls, database queries, file operations—just like motor cortex translates prefrontal plans into actions.
Production deployments leverage Constitutional AI principles from Anthropic's latest research (Constitutional Classifiers, Feb 2025) for safe, aligned multi-agent behavior.
Graph-based workflow orchestration with LangGraph + Claude Sonnet 4.5. Stateful architectures where each node represents an agent, tool, or decision point—mirroring neural circuits with feedback loops and conditional branching.
Supports cycles (iterative refinement), conditionals (context-dependent routing), and human-in-the-loop checkpoints. Like working memory maintaining task context across multiple reasoning steps—Sonnet 4.5's 1M context holds the entire state graph in a single request.
Anthropic's tool calling API enables Claude Sonnet 4.5 agents to orchestrate complex function chains: database queries, API calls, code execution, file operations. Learned through Anthropic Academy's Tool Use course—implementing production patterns for reliable tool integration.
Anthropic's computer use API enables Claude to interact with software interfaces—clicking, typing, navigating applications. Building agents that automate workflows across tools: testing UIs, filling forms, extracting structured data. Like motor cortex executing complex movement sequences guided by prefrontal planning.
Implementing Anthropic's 2025 safety research: Constitutional Classifiers (Feb 2025) for jailbreak defense, Collective Constitutional AI alignment. Agentic systems with built-in guardrails—ensuring multi-agent orchestration stays aligned with human values even during autonomous operation. Solo architect, production-ready safety frameworks.