Fix potential crashes and unhandled exceptions in spark-intelligence-builder helpers (Batch 112)

[Ra229287]

This PR fixes bugs #3875 to #3879.

Packet

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    "title": "Potential unhandled crashes in spark-intelligence-builder helpers (Batch 112)",
    "actual_behavior": "Various helper functions in spark-intelligence-builder crashed with raw tracebacks when variables did not conform to expected formats.",
    "expected_behavior": "All helper functions should gracefully check parameter structures and parameter types, falling back to safe defaults without tracebacks.",
    "repro_steps": [
      "Pass invalid types to swarm_bridge_execute_rerun_request in src/spark_intelligence/swarm_bridge/local.py",
      "Pass invalid types to swarm_bridge_read_autoloop_session in src/spark_intelligence/swarm_bridge/local.py",
      "Pass invalid types to swarm_bridge_list_autoloop_sessions in src/spark_intelligence/swarm_bridge/local.py",
      "Pass invalid types to _run_swarm_bridge_command in src/spark_intelligence/swarm_bridge/local.py",
      "Pass invalid types to _resolve_swarm_runtime_root in src/spark_intelligence/swarm_bridge/local.py"
    ],
    "affected_workflow": "spark-intelligence-builder utility lifecycle"
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    "before_after_proof": "Before: raw traceback crashes. After: safe type validation guards prevent all tracebacks.",
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  "proposed_fix": {
    "approach": "Added explicit type checks, try-except containment guards, and fallback initializers across 5 helper functions.",
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