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## 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.
## api-driven-feature-map
| feature-domain | endpoint-surface |
| --- | --- |
| agent planning and execution | `/api/agents/run`, `/api/agents/plan`, `/api/agents/message` |
| dynamic scraping | `/api/scrape/stream`, `/api/scrape/`, `/api/scrape/sessions` |
| memory operations | `/api/memory/store`, `/api/memory/query`, `/api/memory/consolidate` |
| tool and plugin usage | `/api/tools/registry`, `/api/plugins/tools`, `/api/plugins/install` |
| model and provider controls | `/api/settings/model`, `/api/providers/models/all`, `/api/providers/costs/summary` |
See `api-reference.md` for full endpoint signatures.
## document-metadata
| key | value |
| --- | --- |
| document | `features.md` |
| status | active |
## document-flow
```mermaid
flowchart TD
A[document] --> B[key-sections]
B --> C[implementation]
B --> D[operations]
B --> E[validation]
```
|