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Self-consistency voting (N=3 samples) to reduce Qwen3.5 hallucinations. ~46% hallucination reduction per ACL 2025 research.
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Based on SOC occupation classification
Code architecture design with web-informed debate between Architect and Reviewer agents — produces ASCII diagrams, justified stack, patterns (SOLID/DDD/CQRS), phased implementation plan.
Multi-turn brainstorming session with RAG, domain profiles (code/tech/btp/cyber/finance), Claude Opus or local Qwen3.5 backend.
CSV analysis via 2-pass SOTA orchestrator (score 54/55 on 7 CSVs). Statistics, data profiling, visualizations, insights.
Multi-perspective reasoning (advocate/critic/synthesizer). Three modes - general, --code for architecture decisions, --medical for EBM clinical analysis.
Deep reflection with web search — Brave/Perplexica pipeline fed into Qwen3.5-35B thinking mode for grounded, well-reasoned answers.
Threat intelligence analysis of IoCs (IPs, domains, hashes, URLs) via CyberBro (33 engines including Shodan/AbuseIPDB/VirusTotal) + Brave Search enrichment.
| name | verify |
| description | Self-consistency voting (N=3 samples) to reduce Qwen3.5 hallucinations. ~46% hallucination reduction per ACL 2025 research. |
| trigger_patterns | ["verify","vérifie","confirme","sûr de","double check","fact check"] |
| tools_required | ["exec","llm_qwen35"] |
| examples | ["Quelle est la capitale du Belize ?","17 moutons - 9 meurent, combien reste-t-il ?","Quel est le port de Grafana dans OpenClaw ?"] |
| model | qwen3.5-35b-a3b |
| execution | {"command":"bash /home/remondiere/.openclaw/bin/self_consistency_wrapper.sh '$args'","timeout_ms":240000,"arg_mode":"raw"} |
Mécanisme de vote par auto-cohérence pour réduire les hallucinations de Qwen3.5-35B-A3B.
Variables d'environnement (optionnelles) :
SELF_CONSISTENCY_SAMPLES : nombre d'échantillons (défaut: 3)SELF_CONSISTENCY_TEMPERATURE : température (défaut: 0.8)Consensus (3/3, 100%): BelmopanNo strong consensus (50%): ... + liste des réponses divergentesgateway)