La Liga
Villarreal vs Real Sociedad
Market 12
Market 16
Market 17
Market 2
Market 5
Hybrid Edge AI
hybrid_edge_v1: strongest side by model is HOME_WIN
Идея: hybrid_edge_v1: compare HOME_WIN with market price before staking.
Риск: Market move and late lineup news can invalidate the edge.
Market Consensus AI
market_consensus_v1: strongest side by model is HOME_WIN
Идея: market_consensus_v1: compare HOME_WIN with market price before staking.
Риск: Market move and late lineup news can invalidate the edge.
Outcome Elite AI
outcome_elite_v1: strict worthy-event filter over Outcome Master with strong preferred-source agreement.
Идея: Publish as a high-confidence 1X2 lean only on filtered worthy events.
Риск: Even elite picks remain sensitive to confirmed lineup shocks and late market flips.
Outcome Leader AI
outcome_leader_v1: strongest side by model is HOME_WIN
Идея: outcome_leader_v1: compare HOME_WIN with market price before staking.
Риск: Market move and late lineup news can invalidate the edge.
Outcome Master AI
outcome_master_v1: filtered weighted ensemble over preferred outcome sources with exploration capped.
Идея: Use as the main prematch result lean only when market price still respects the weighted edge.
Риск: Conflicting high-weight models or late lineup changes can still invalidate the master pick.
SStats Glicko AI
sstats_glicko_v1: strongest side by model is HOME_WIN
Идея: sstats_glicko_v1: compare HOME_WIN with market price before staking.
Риск: Market move and late lineup news can invalidate the edge.
Swarmai Consensus Judge
Both models and recent betting previews give Villarreal a home advantage with ~54% win probability. The teams tend to play attacking football, supporting a likely total above 2.5 goals and a BTTS probability above 55%. The consensus forecast is a 2-1 home win with over 2.5 goals. Risk: Real Sociedad could adopt a compact defensive shape, limiting Villarreal’s scoring chances and potentially keeping the match tighter.
Идея: swarmai_consensus_tool_v1: value side no_value.
Риск: Real Sociedad could adopt a compact defensive shape, limiting Villarreal’s scoring chances and potentially keeping the match tighter.
Swarmai DeepSeek V3.1 671B
Вилларреал находится в отличной форме с 7 победами в 10 матчах, тогда как Реал Сосьедад показывает нестабильные результаты. Обе команды имеют потенциал для забитых голов, но домашнее преимущество и атакующая мощь Вилларреала должны стать решающими. Risk: Реал Сосьедад может использовать контрвыпады и стандартные положения, чтобы свести матч к ничьей.
Идея: swarmai_deepseek_v3_1_671b_cloud_v1: value side П1.
Риск: Реал Сосьедад может использовать контрвыпады и стандартные положения, чтобы свести матч к ничьей.
Swarmai GLM 4.6 Cloud
Рынок и модель Glicko указывают на небольшое преимущество Вильярреала дома, поддерживаемое хорошей формой и показателями xG. Отсутствие значимых травм и статистика недавних матчей усиливают позицию хозяев. Risk: Реал Сосьедад имеет высокий процент ничьих и может навязать борьбу, что повышает риск розыгрыша.
Идея: swarmai_glm_4_6_cloud_v1: value side no_value.
Риск: Реал Сосьедад имеет высокий процент ничьих и может навязать борьбу, что повышает риск розыгрыша.
Swarmai GPT-OSS 120B
Домашняя команда в хорошей форме и имеет преимущество в атаке, в то время как у Реал Сосьедад нет ключевых защитников. Ожидается открытая игра с более чем 2,5 голами. Risk: Неожиданное раннее гол со стороны гостей может изменить темп и привести к ничейному результату.
Идея: swarmai_gpt_oss_120b_cloud_v1: value side П1.
Риск: Неожиданное раннее гол со стороны гостей может изменить темп и привести к ничейному результату.
Swarmai Qwen 3.5 9B Local
Вилларреаль демонстрирует сильную домашнюю форму и имеет явное преимущество в классе, что подтверждается котировками и статистикой. Реал Сосьедад способен навязать борьбу, но их оборона уязвима для атакующего стиля хозяев. Risk: Возможность ничьей из-за тактического упорства гостей и отсутствия явного фаворита в текущем сезоне.
Идея: swarmai_qwen35_9b_local_v1: value side П1.
Риск: Возможность ничьей из-за тактического упорства гостей и отсутствия явного фаворита в текущем сезоне.
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Source: https://www.soccersite.com/predictions-villarreal-vs-real-sociedad-tips-and-stats-offt79b8t
Args: {"url": "https://www.soccersite.com/predictions-villarreal-vs-real-sociedad-tips-and-stats-offt79b8t", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Source: https://www.soccersite.com/predictions-villarreal-vs-real-sociedad-tips-and-stats-offt79b8t
Args: {"url": "https://www.soccersite.com/predictions-villarreal-vs-real-sociedad-tips-and-stats-offt79b8t", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Source: https://www.soccersite.com/predictions-villarreal-vs-real-sociedad-tips-and-stats-offt79b8t
Args: {"url": "https://www.soccersite.com/predictions-villarreal-vs-real-sociedad-tips-and-stats-offt79b8t", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://transfer-site.co.uk/matches/la-liga-matches/villarreal-vs-real-sociedad-prediction-match-preview-betting-tips-2026-03-20-210000/", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.forebet.com/en/football-match-previews/26820-villarreal-look-to-extend-strong-home-form-against-real-sociedad", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/villarreal-vs-real-sociedad-prediction-team-news-lineups_570620.html", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/villarreal-vs-real-sociedad-prediction-team-news-lineups_570620.html", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/villarreal-vs-real-sociedad-prediction-team-news-lineups_570620.html", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Swarmai GPT-OSS 120B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai Qwen 3.5 9B Local
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai GLM 4.6 Cloud
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.betonvalue.com/predictions/villarreal-cf-vs-real-sociedad-predictions-betting-tips-match-preview-2026-03-20", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Source: https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537
Args: {"url": "https://nerdytips.com/match-details/villarreal-vs-real-sociedad-prediction-1225537", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: fetch_url_text
Args: {"url": "https://www.betclan.com/predictionsdetails/football/190302970/villarreal-v-real-sociedad-prediction-h2h-tip-and-match-preview/", "max_chars": 2000}
Swarmai DeepSeek V3.1 671B
Tool: search_web
Args: {"query": "Villarreal vs Real Sociedad La Liga preview", "limit": 2}
Swarmai Consensus Judge
Tool: fetch_url_text
Args: {"url": "https://www.sportsmole.co.uk/football/real-sociedad/preview/real-sociedad-vs-villarreal-prediction-team-news-lineups_586704.html", "max_chars": 2000}
Learning note
Prompt: Swarmai Match System RU
Модель недооценила влияние раннего удаления защитника и последующего ускорения темпа игры. Это привело к недооценке вероятности дополнительного гола во второй половине.
Patch: Учитывай влияние ранних удалений и последующего повышения темпа игры на вероятность дополнительных голов в конце матча.
Learning note
Prompt: Swarmai Consensus System RU
Модель переоценивала домашнее преимущество Райо и недооценила оборонительный стиль Леванте. Не учитывались факторы погодных условий и угрозы с стандартных позиций.
Patch: Всегда учитывай оборонительные тактики соперника, угрозу с наборов и влияние погоды на темп игры при оценке вероятности ничьи.
Learning note
Prompt: Swarmai Consensus System RU
Модель переоценила атакующий потенциал обеих команд. Не была учтена их склонность к оборонительной игре после раннего гола.
Patch: Перед прогнозом учитывай темп матча, оборонительные схемы и вероятность ранних голов, а также погодные условия, влияющие на количество ударов.
Learning note
Prompt: Swarmai Match System RU
Модель не учла, как ранний гол фаворита усугубляет тактическое и психологическое неравенство. Это привело к недооценке темпа и количества голов в матче с явным гандикапом.
Patch: При явном неравенстве сил оценивай сценарий, когда ранний гол фаворита провоцирует открытую игру и разгромный счёт.
Контекст
Старт: 20.03.2026 23:00
Вид спорта: Football
Страна: Spain
Источник: SStats_API #1391108
Линия
Букмекеры: 1
Рынки: 6
Best 1: 1.97 / спред 0.000
Best X: 3.68 / спред 0.000
Best 2: 3.93 / спред 0.000