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| # Advanced Features | |
| ## Overview | |
| This document captures high-end platform capabilities beyond baseline extraction. | |
| ## 1) Self-Improving Agent | |
| Post-episode learning loop: | |
| - classify failures by root cause | |
| - update selector/tool strategy priors | |
| - persist successful patterns with confidence | |
| - penalize repeated failure paths | |
| ## 2) Strategy Library | |
| Built-in strategies: | |
| - Search-first | |
| - Direct extraction | |
| - Multi-hop reasoning | |
| - Verification-first | |
| - Table-first | |
| Each strategy tracks: | |
| - win rate | |
| - cost per success | |
| - average latency | |
| - domain affinity | |
| ## 3) Explainable AI Mode | |
| For every decision, provide: | |
| - selected action and confidence | |
| - top alternatives considered | |
| - evidence from memory/tools/search | |
| - expected reward impact | |
| ## 4) Human-in-the-Loop | |
| Intervention controls: | |
| - approve/reject action | |
| - force tool/model switch | |
| - enforce verification before submit | |
| - set hard constraints during runtime | |
| ## 5) Scenario Simulator | |
| Stress testing scenarios: | |
| - noisy HTML | |
| - broken DOM | |
| - pagination traps | |
| - conflicting facts | |
| - anti-scraping patterns | |
| Outputs: | |
| - robustness score | |
| - recovery score | |
| - strategy suitability map | |
| ## 6) Context Compression | |
| - rolling summaries | |
| - salience-based pruning | |
| - token-aware context packing | |
| - differential memory refresh | |
| ## 7) Batch + Parallel Runtime | |
| - task queue with priorities | |
| - parallel extraction workers | |
| - bounded concurrency | |
| - idempotent retry handling | |
| ## 8) Prompt Versioning and Evaluation | |
| - versioned prompt templates | |
| - A/B testing by task type | |
| - reward/cost comparison dashboards | |
| - rollout and rollback controls | |
| ## 9) MCP Toolchain Composition | |
| Composable flow examples: | |
| - Browser MCP -> Parser MCP -> Validator MCP -> DB MCP | |
| - Search MCP -> Fetch MCP -> Extract MCP -> Verify MCP | |
| ## 10) Governance and Safety | |
| - tool allowlist/denylist | |
| - PII redaction in logs | |
| - budget and rate guardrails | |
| - provenance tracking for extracted facts | |
| ## Feature Flags | |
| All advanced features should be toggleable from Settings and safely disabled by default where cost/latency impact is high. | |