Product Agent Coding
Deploy structured AI agents that decompose goals, orchestrate tasks, and deliver real outcomes — with governance, memory, and safety.
Real innovation needs agents that can plan, execute, adapt, and reason — not just guess.
Calliope brings true agentic development directly into your notebooks — turning them into live, evolving engineering environments.
You’re building faster — but breaking smarter workflows.
All while respecting governance, memory, and reproducibility.
Convert user prompts into structured, executable subtasks with semantic linking Hierarchical planning trees: agents map dependencies, intermediate goals, and fallback strategies Real-time adaptation: agents reprioritize based on execution feedback and experiment state
Guardrails enforce allowed actions, kernel access scope, runtime quotas, and rollback protections Inline approval checkpoints: humans can review/refine/override agent plans before execution Full traceability: every agent decision, execution, result stored and replayable
Specialized agent roles (Planner, Executor, Validator, Optimizer) collaborating in coordinated task chains Dynamic role reassignment based on project phase and goal evolution Memory models maintain state across agents, workflows, and sessions
From exploratory data science to autonomous refactoring to multi-agent research workflows, we give you structured, governed intelligence inside your most important experiments.