القائمة
Self-consistency voting (N=3 samples) to reduce Qwen3.5 hallucinations. ~46% hallucination reduction per ACL 2025 research.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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)