Unverified50% confidenceFactExact time
Tokenade provides an `llm-proxy` local proxy that runs between the agent and the provider, collapsing tool results already present in history and sending identical tool outputs only once.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/19/2026
First Seen
Valid until: 1/17/2027
Sources
Related Entities
Related Claims
UnverifiedIn LLM agent scenarios, an agent may consecutively call multiple tools (such as database writes, email sending, and payment interfaces), and some operations are irreversible or high-cost, requiring human confirmation before execution67% similarUnverifiedThe essence of an Agent is to give an LLM—which can only output text—the ability to access external data and execute operations through a tool-calling mechanism67% similarUnverifiedStrategies for controlling Agent token consumption include setting a per-task token limit, using more economical small models for simple subtasks, and summarizing and compressing tool return results.65% similarUnverifiedAn agent's behavioral path is generated in real time by the LLM, and the same user request may produce entirely different tool-call sequences, making it difficult for static permission configurations to cover all scenarios.64% similarUnverifiedThe agent loop refers to the recurring cycle of calling the LLM, parsing the output, determining tool calls, invoking tools, appending results back to the message history, and calling the LLM again63% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1072586API
curl https://kongchang.com/api/v1/knowledge/claims/1072586MCP
get_claim(id=1072586)