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Add 9 capabilities to match IPW pipeline: Eval Pipeline: - AgenticRunner for multi-turn agent execution with per-turn trace decomposition - QueryTrace/TurnTrace data model for agentic workload telemetry - EventRecorder for thread-safe agent event collection - TerminalBenchTaskEnv for Docker-based task execution - Cost computation via engine/cloud.py PRICING table - Rich export: JSONL, HF Arrow, summary JSON, artifacts manifest - CLI: --agentic, --concurrency, --query-timeout flags Telemetry: - TelemetrySession with background-sampling ring buffer (Python fallback) - Phase metrics: prefill/decode energy split at TTFT boundary - ITL percentile tracking (p50/p90/p95/p99) - FLOPs estimation and MFU computation - EnergyMonitor.snapshot() method Rust Performance Layer: - Ring buffer with binary search O(log n) window queries - Trapezoidal energy integration - Phase metrics, ITL stats, FLOPs estimation in Rust - PyO3 bindings for all new telemetry modules (50 Rust tests) Savings Meter & Benchmarks: - Use-case benchmark datasets (coding, email, research, knowledge, morning brief) - Savings dashboard component with cost comparison visualization - Cloud cost calculator and comparison server routes - Use-case eval configs for multiple agent/engine combinations Tests: 80 new tests (3779 total pass, 37 skipped, 0 failures) Lint: ruff check src/ tests/ — all checks passed Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>