fix(chat): Add session context for the agentic loop

[jguoamz]

Problem

• Session context is missing for the follow ups in the agentic loop
• Bug in parsing toolUseInput which causes JSON.parse error

Solution

• Add session context for the agentic loop
• Fixed the bug in parsing toolUseInput

---

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[github-actions]

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