Long-horizon agents: from answers to sustained work
Tracking memory, state, tool use, recovery, and human intervention in long-running tasks.
Agent
Agent memory is becoming a decision problem—not a storage problem
The hard part is not storing history. It is deciding what to write, when to retrieve it, and when to forget.
From chat to agents: planning is the dividing line
An agent is more than a multi-turn chat interface: it maintains state, decomposes goals, uses tools, and recovers from failure.