v3.14.0 — Advanced RAG + Swarm Guardian + Config Wizard

What's New

Advanced RAG (6 pluggable retrieval strategies)

Strategy	Config field	Description
Parent-child chunking	parent_child_enabled	Small chunks for precision, full parents for context
Adaptive retrieval	adaptive_retrieval_enabled	Skip KB for creative/conversational queries
HyDE	hyde_enabled	LLM pseudo-answer → embed for retrieval
Query decomposition	query_decomposition_enabled	Split compound queries, retrieve each, merge via RRF
Contextual compression	contextual_compression_enabled	Keep only query-relevant sentences
Multi-vector	multi_vector_enabled	Index content + summary + title per doc

Multi-Agent Swarm Guardian

• SwarmGuardian: central registry, cross-agent contradiction detection, cascade halt
• AgentProfile: per-agent thresholds (6 role presets)
• HandoffScorer: inter-agent message verification with history + stats
• SwarmMetrics: per-agent hallucination rate, quarantine events
• 4 framework adapters: LangGraph, CrewAI, OpenAI Swarm, AutoGen (zero framework deps)

Config & Reporting

• Config Wizard: director-ai wizard — Gradio web UI + CLI fallback
• CostAnalyser: per-model/per-agent token cost estimation (CHF)
• Report Templates: compliance, cost, swarm health (HTML + Markdown)
• KB Health Check: coverage gaps, latency, diagnostics

Operational Modes

• dry_run: true — log scores but never reject (false-positive monitoring)
• production_mode: true — enforce API keys, TLS warnings

Security & Documentation

• Residual risk documentation (SECURITY.md): 5 attack vectors with mitigations
• Production deployment checklist (15-min to prod)
• Custom Rust scorer example
• HMAC-SHA512 audit key hashing

Stats

• 20 new modules, 386 new tests, ~4000 new prod lines
• 13 new config fields, 3 new pip extras ([ui], [reports], [autogen])

Full changelog: https://github.com/anulum/director-ai/blob/main/CHANGELOG.md#3140--2026-04-14