From 843a93c0be26c20ae61bc3305cb8fc85fc72c7e1 Mon Sep 17 00:00:00 2001 From: Xi Yan Date: Wed, 26 Feb 2025 15:50:04 -0800 Subject: [PATCH] update getting started --- docs/getting_started.ipynb | 766 +++++++++++++++++++++++++++++++++++-- 1 file changed, 732 insertions(+), 34 deletions(-) diff --git a/docs/getting_started.ipynb b/docs/getting_started.ipynb index 329734f4c3..d4975b7a88 100644 --- a/docs/getting_started.ipynb +++ b/docs/getting_started.ipynb @@ -143,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "E1UFuJC570Tk", "metadata": { "colab": { @@ -282,16 +282,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Not in Google Colab environment\n", - "\u001b[33mWarning: `bwrap` is not available. Code interpreter tool will not work correctly.\u001b[0m\n" + "Not in Google Colab environment\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/ashwin/homebrew/Caskroom/miniconda/base/envs/toolchain/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" + "Warning: `bwrap` is not available. Code interpreter tool will not work correctly.\n" ] }, { @@ -320,12 +318,12 @@ "- telemetry\n", "- tool_runtime\n", "- vector_io\n", + "benchmarks: []\n", "container_image: null\n", "datasets: []\n", - "benchmarks: []\n", "image_name: together\n", "metadata_store:\n", - " db_path: /Users/ashwin/.llama/distributions/together/registry.db\n", + " db_path: /Users/xiyan/.llama/distributions/together/registry.db\n", " namespace: null\n", " type: sqlite\n", "models:\n", @@ -384,6 +382,22 @@ " provider_id: together\n", " provider_model_id: meta-llama/Llama-Guard-3-11B-Vision-Turbo\n", "- metadata:\n", + " context_length: 8192\n", + " embedding_dimension: 768\n", + " model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + "- metadata:\n", + " context_length: 32768\n", + " embedding_dimension: 768\n", + " model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + "- metadata:\n", " embedding_dimension: 384\n", " model_id: all-MiniLM-L6-v2\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", @@ -394,7 +408,7 @@ " agents:\n", " - config:\n", " persistence_store:\n", - " db_path: /Users/ashwin/.llama/distributions/together/agents_store.db\n", + " db_path: /Users/xiyan/.llama/distributions/together/agents_store.db\n", " namespace: null\n", " type: sqlite\n", " provider_id: meta-reference\n", @@ -438,7 +452,7 @@ " - config:\n", " service_name: llama-stack\n", " sinks: sqlite\n", - " sqlite_db_path: /Users/ashwin/.llama/distributions/together/trace_store.db\n", + " sqlite_db_path: /Users/xiyan/.llama/distributions/together/trace_store.db\n", " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", " tool_runtime:\n", @@ -464,12 +478,16 @@ " vector_io:\n", " - config:\n", " kvstore:\n", - " db_path: /Users/ashwin/.llama/distributions/together/faiss_store.db\n", + " db_path: /Users/xiyan/.llama/distributions/together/faiss_store.db\n", " namespace: null\n", " type: sqlite\n", " provider_id: faiss\n", " provider_type: inline::faiss\n", "scoring_fns: []\n", + "server:\n", + " port: 8321\n", + " tls_certfile: null\n", + " tls_keyfile: null\n", "shields:\n", "- params: null\n", " provider_id: null\n", @@ -504,12 +522,12 @@ "- telemetry\n", "- tool_runtime\n", "- vector_io\n", + "benchmarks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "container_image: null\n", "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", - "benchmarks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "image_name: together\n", "metadata_store:\n", - " db_path: \u001b[35m/Users/ashwin/.llama/distributions/together/\u001b[0m\u001b[95mregistry.db\u001b[0m\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mregistry.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", "models:\n", @@ -568,6 +586,22 @@ " provider_id: together\n", " provider_model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision-Turbo\n", "- metadata:\n", + " context_length: \u001b[1;36m8192\u001b[0m\n", + " embedding_dimension: \u001b[1;36m768\u001b[0m\n", + " model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + "- metadata:\n", + " context_length: \u001b[1;36m32768\u001b[0m\n", + " embedding_dimension: \u001b[1;36m768\u001b[0m\n", + " model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + "- metadata:\n", " embedding_dimension: \u001b[1;36m384\u001b[0m\n", " model_id: all-MiniLM-L6-v2\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", @@ -578,7 +612,7 @@ " agents:\n", " - config:\n", " persistence_store:\n", - " db_path: \u001b[35m/Users/ashwin/.llama/distributions/together/\u001b[0m\u001b[95magents_store.db\u001b[0m\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95magents_store.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", " provider_id: meta-reference\n", @@ -622,7 +656,7 @@ " - config:\n", " service_name: llama-stack\n", " sinks: sqlite\n", - " sqlite_db_path: \u001b[35m/Users/ashwin/.llama/distributions/together/\u001b[0m\u001b[95mtrace_store.db\u001b[0m\n", + " sqlite_db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mtrace_store.db\u001b[0m\n", " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", " tool_runtime:\n", @@ -648,12 +682,16 @@ " vector_io:\n", " - config:\n", " kvstore:\n", - " db_path: \u001b[35m/Users/ashwin/.llama/distributions/together/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", " provider_id: faiss\n", " provider_type: inlin\u001b[1;92me::fa\u001b[0miss\n", "scoring_fns: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "server:\n", + " port: \u001b[1;36m8321\u001b[0m\n", + " tls_certfile: null\n", + " tls_keyfile: null\n", "shields:\n", "- params: null\n", " provider_id: null\n", @@ -2795,10 +2833,13 @@ "id": "ydeBDpDT5VHd" }, "source": [ - "#### 3.1. Online Evaluation Dataset Collection Using Telemetry\n", + "#### 3.1. Online Evaluation Dataset Collection\n", "\n", - "- Llama Stack offers built-in telemetry to collect traces and data about your agentic application.\n", - "- In this example, we will show how to build an Agent with Llama Stack, and query the agent's traces into an online dataset that can be used for evaluation. " + "- Llama Stack allows you to query each steps of the agents execution in your application. \n", + "- In this example, we will show how to \n", + " 1. build an Agent with Llama Stack\n", + " 2. Query the agent's session, turns, and steps\n", + " 3. Evaluate the results" ] }, { @@ -2808,12 +2849,14 @@ "id": "_t_tcWq0JcJ4" }, "source": [ - "##### 3.1.1. Building a Search Agent" + "##### 3.1.1. Building a Search Agent\n", + "\n", + "First, let's build an agent that have access to a search tool with Llama Stack, and use it to run some user queries. " ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "id": "4iCO59kP20Zs", "metadata": { "colab": { @@ -2829,16 +2872,16 @@ "text": [ "\u001b[30m\u001b[0m\u001b[33minference> \u001b[0m\u001b[36m\u001b[0m\u001b[36mbr\u001b[0m\u001b[36mave\u001b[0m\u001b[36m_search\u001b[0m\u001b[36m.call\u001b[0m\u001b[36m(query\u001b[0m\u001b[36m=\"\u001b[0m\u001b[36mN\u001b[0m\u001b[36mBA\u001b[0m\u001b[36m Western\u001b[0m\u001b[36m Conference\u001b[0m\u001b[36m Finals\u001b[0m\u001b[36m \u001b[0m\u001b[36m202\u001b[0m\u001b[36m4\u001b[0m\u001b[36m teams\u001b[0m\u001b[36m\")\u001b[0m\u001b[97m\u001b[0m\n", "\u001b[32mtool_execution> Tool:brave_search Args:{'query': 'NBA Western Conference Finals 2024 teams'}\u001b[0m\n", - "\u001b[32mtool_execution> Tool:brave_search Response:{\"query\": \"NBA Western Conference Finals 2024 teams\", \"top_k\": [{\"title\": \"2024 NBA Western Conference Finals - Basketball-Reference.com\", \"url\": \"https://www.basketball-reference.com/playoffs/2024-nba-western-conference-finals-mavericks-vs-timberwolves.html\", \"content\": \"2024 NBA Western Conference Finals Mavericks vs. Timberwolves League Champion: Boston Celtics. Finals MVP: Jaylen Brown (20.8 / 5.4 / 5.0) 2024 Playoff Leaders: PTS: Luka Don\\u010di\\u0107 (635) TRB: Luka Don\\u010di\\u0107 (208) AST: Luka Don\\u010di\\u0107 (178) WS: Derrick White (2.9) More playoffs info\", \"score\": 0.9310187, \"raw_content\": null}, {\"title\": \"NBA Western Conference Finals 2024: Dates, schedule and more - Sportskeeda\", \"url\": \"https://www.sportskeeda.com/basketball/news-nba-western-conference-finals-2024-dates-schedule-and-more\", \"content\": \"NBA Western Conference Finals 2024: Dates & Schedule The 2023-24 NBA Western Conference Finals will start on Wednesday, May 22. The Mavericks will face the team that wins in Game 7 between the\", \"score\": 0.8914433, \"raw_content\": null}, {\"title\": \"2024 Playoffs: West Finals | Timberwolves (3) vs. Mavericks (5) - NBA.com\", \"url\": \"https://www.nba.com/playoffs/2024/west-final\", \"content\": \"The Dallas Mavericks and Minnesota Timberwolves have advanced to the 2024 Western Conference Finals during the NBA playoffs.\", \"score\": 0.8884594, \"raw_content\": null}, {\"title\": \"2024 NBA Western Conference playoff bracket - Basketnews.com\", \"url\": \"https://basketnews.com/news-204687-2024-nba-western-conference-playoff-bracket.html\", \"content\": \"In the 2024 NBA Western Conference playoffs, the Oklahoma City Thunder clinched the No. 1 seed. Every team from the Western Conference played their final game of the regular season, and two playoff pairs have been confirmed. The Los Angeles Lakers beat the New Orleans Pelicans, 110-106, in the Play-In Tournament to secure the 7th seed to set up a first-round matchup with the Denver Nuggets. Meanwhile, the Sacramento Kings will host the Golden State Warriors in the second Western Conference NBA Play-In Tournament game. The winners secure the No. 8 seed in the NBA playoffs for its conference. EuroLeague Play-In: Baskonia-Virtus game schedule announced\", \"score\": 0.8479807, \"raw_content\": null}, {\"title\": \"NBA Finals 2024 - Celtics-Mavericks news, schedule, scores and ... - ESPN\", \"url\": \"https://www.espn.com/nba/story/_/id/39943302/nba-playoffs-2024-conference-finals-news-scores-highlights\", \"content\": \"The Boston Celtics are the 2024 NBA Champions. ... Western Conference. Final 2023-24 NBA regular-season standings. Which team left standing has the most trips to the NBA Finals? Here is a look at\", \"score\": 0.81979275, \"raw_content\": null}]}\u001b[0m\n", + "\u001b[32mtool_execution> Tool:brave_search Response:{\"query\": \"NBA Western Conference Finals 2024 teams\", \"top_k\": [{\"title\": \"2024 NBA Western Conference Finals - Basketball-Reference.com\", \"url\": \"https://www.basketball-reference.com/playoffs/2024-nba-western-conference-finals-mavericks-vs-timberwolves.html\", \"content\": \"2024 NBA Playoffs Dallas Mavericks vs. Dallas Mavericks vs. Dallas Mavericks vs. 5 Dallas Mavericks (4-1) vs. 7 Derrick Jones Jr. 2024 NBA Playoffs Dallas Mavericks vs. Dallas Mavericks vs. Dallas Mavericks vs. College Tools: Player Season Finder, Player Game Finder, Team Season Finder, Team Game Finder Players, Teams, Seasons, Leaders, Awards ... Players, Teams, Seasons, Leaders, Awards ... Players, Teams, Seasons, Leaders, Awards, All-Star Games, Executives ... Players, Teams, Seasons, Leaders, Awards ... Subscribe to Stathead Basketball: Get your first month FREE The SPORTS REFERENCE, STATHEAD, IMMACULATE GRID, and IMMACULATE FOOTY trademarks are owned exclusively by Sports Reference LLC. Sports\\u00a0Reference\\u202f\\u00ae Baseball Football (college) Basketball (college) Hockey F\\u00fatbol Blog Stathead\\u202f\\u00ae Immaculate Grid\\u202f\\u00ae\", \"score\": 0.89030397, \"raw_content\": null}, {\"title\": \"2024 NBA Western Conference playoff bracket - Basketnews.com\", \"url\": \"https://basketnews.com/news-204687-2024-nba-western-conference-playoff-bracket.html\", \"content\": \"In the 2024 NBA Western Conference playoffs, the Oklahoma City Thunder clinched the No. 1 seed. Every team from the Western Conference played their final game of the regular season, and two playoff pairs have been confirmed. The Los Angeles Lakers beat the New Orleans Pelicans, 110-106, in the Play-In Tournament to secure the 7th seed to set up a first-round matchup with the Denver Nuggets. Meanwhile, the Sacramento Kings will host the Golden State Warriors in the second Western Conference NBA Play-In Tournament game. The winners secure the No. 8 seed in the NBA playoffs for its conference. EuroLeague Play-In: Baskonia-Virtus game schedule announced\", \"score\": 0.8473754, \"raw_content\": null}, {\"title\": \"NBA Conference Finals Schedule: Full List of Games & Results\", \"url\": \"https://www.si.com/nba/nba-conference-finals-schedule-full-list-of-games-results\", \"content\": \"NBA Conference Finals Schedule: Full List of Games & Results NBA Conference Finals Schedule: Full List of Games & Results With the Minnesota' Timberwolves' epic comeback victory over the Denver Nuggets in Game 7, the 2024 NBA conference finals matchups are set. The Timberwolves will face off against the Dallas Mavericks, who dispatched the No. 1 seed Oklahoma City Thunder in six games, for a seat in the NBA Finals. In the other conference, the Boston Celtics will take on the Indiana Pacers, who pulled off their own big Game 7 win at Madison Square Garden to advance. | GAME | Game 1 | Game 2 | Game 3 | Game 4 | GAME | Game 1 | Game 2 | Game 3 | Game 4\", \"score\": 0.7859175, \"raw_content\": null}, {\"title\": \"2024 Playoffs: West Finals | Timberwolves (3) vs. Mavericks (5) - NBA.com\", \"url\": \"https://www.nba.com/playoffs/2024/west-final\", \"content\": \"Mavericks (5) | NBA.com 2024-25 NBA CrunchTime NBA TV Draft Kings DFS NBA Bet Home NBA Store NBA Game Worn NBA Photo Store NBA Experiences NBA G League NBA 2K League NBA Play NBA Bet ### Doncic, Irving carry Mavs to NBA Finals Luka Doncic and Kyrie Irving pour in 36 points apiece to guide Dallas to its 1st appearance in the NBA Finals since 2011. ### Luka: 'This is special, coming from the West' Luka Doncic with Ernie, Charles, Kenny & Shaq about the Mavs being NBA Finals-bound, his Game 5 play and more. NBA Organization NBA ID NBA Official NBA Careers NBA Initiatives NBA Cares NBA Foundation NBA Communications NBA Transactions NBA Auctions NBA Photostore\", \"score\": 0.7522497, \"raw_content\": null}, {\"title\": \"NBA Western Conference Finals 2024: Schedule, Dates, and More\", \"url\": \"https://www.sportinglad.com/basketball/nba/nba-western-conference-finals-2024-schedule-dates-and-more/\", \"content\": \"The NBA Western Conference Finals 2024 is set to be a basketball spectacle that promises high stakes, thrilling plays, and unforgettable moments. As the season narrows down to the finest teams in the West, fans and analysts alike are on the edge of their seats, anticipating each game.\", \"score\": 0.7443038, \"raw_content\": null}]}\u001b[0m\n", "\u001b[33minference> \u001b[0m\u001b[33mThe\u001b[0m\u001b[33m teams\u001b[0m\u001b[33m that\u001b[0m\u001b[33m played\u001b[0m\u001b[33m in\u001b[0m\u001b[33m the\u001b[0m\u001b[33m NBA\u001b[0m\u001b[33m Western\u001b[0m\u001b[33m Conference\u001b[0m\u001b[33m Finals\u001b[0m\u001b[33m of\u001b[0m\u001b[33m \u001b[0m\u001b[33m202\u001b[0m\u001b[33m4\u001b[0m\u001b[33m were\u001b[0m\u001b[33m the\u001b[0m\u001b[33m Dallas\u001b[0m\u001b[33m Mavericks\u001b[0m\u001b[33m and\u001b[0m\u001b[33m the\u001b[0m\u001b[33m Minnesota\u001b[0m\u001b[33m Timber\u001b[0m\u001b[33mw\u001b[0m\u001b[33molves\u001b[0m\u001b[33m.\u001b[0m\u001b[97m\u001b[0m\n", - "\u001b[30m\u001b[0m\u001b[30m\u001b[0m\u001b[33minference> \u001b[0m\u001b[36m\u001b[0m\u001b[36mbr\u001b[0m\u001b[36mave\u001b[0m\u001b[36m_search\u001b[0m\u001b[36m.call\u001b[0m\u001b[36m(query\u001b[0m\u001b[36m=\"\u001b[0m\u001b[36mBill\u001b[0m\u001b[36m Cosby\u001b[0m\u001b[36m South\u001b[0m\u001b[36m Park\u001b[0m\u001b[36m episode\u001b[0m\u001b[36m\")\u001b[0m\u001b[97m\u001b[0m\n", - "\u001b[32mtool_execution> Tool:brave_search Args:{'query': 'Bill Cosby South Park episode'}\u001b[0m\n", - "\u001b[32mtool_execution> Tool:brave_search Response:{\"query\": \"Bill Cosby South Park episode\", \"top_k\": [{\"title\": \"Bill Cosby and Taylor Swift Duet - South Park Studios\", \"url\": \"https://www.southparkstudios.com/video-clips/90r7i1/south-park-bill-cosby-and-taylor-swift-duet\", \"content\": \"01:05 Bill Cosby is Here to See You South ParkS18 E10 ---------------------------------------------------- Bill Cosby recruits Kyle and his hashtag for the big Holiday Special. 01:03 Bill Cosby and Taylor Swift Duet South ParkS18 E10 ------------------------------------------------------- The holiday special continues with Bill Cosby and Taylor Swift's rendition of \\\"It's Snowing Out There\\\". 01:31 #WeBelieveInYou South ParkS18 E10 -------------------------------------- With everyone watching, Kyle takes the opportunity to reach out to his brother. 01:47 Watch Your Microaggressions, Bro South ParkS19 E1 ------------------------------------------------------ Cartman's plan to frame PC Principal backfires. South ParkS19 E1 -------------------------------------- After hearing that the PC people have targeted Kyle, Cartman vows to help.\", \"score\": 0.685971, \"raw_content\": null}, {\"title\": \"Bill Cosby is Here to See You - South Park Studios US\", \"url\": \"https://southpark.cc.com/video-clips/wfot8s/south-park-bill-cosby-is-here-to-see-you\", \"content\": \"01:56 It's Not About Music South ParkS18 E9 ------------------------------------------ At home, Randy sees the consequences of Lorde's performance and calls the Record Producer to try and fix it. 01:24 Lorde's Hologram South ParkS18 E9 -------------------------------------- The Record Producer reveals the truth about the music industry... South ParkS18 E9 --------------------------------------------- Randy catches Sharon with Tupac's hologram. 01:37 I've Got Your Son, Lorde South ParkS18 E10 ----------------------------------------------- The Record Producer takes Stan and Kyle hostage. 01:05 Bill Cosby is Here to See You South ParkS18 E10 ---------------------------------------------------- Bill Cosby recruits Kyle and his hashtag for the big Holiday Special. 01:21 Lorde Is My Dad South ParkS18 E10 -------------------------------------- After trying to confront Cartman Bra, Stan finally reveals the truth about his dad.\", \"score\": 0.6643884, \"raw_content\": null}, {\"title\": \"Bill Cosby (android) | South Park Character ... - South Park Studios US\", \"url\": \"https://southpark.cc.com/wiki/Bill_Cosby_(android)\", \"content\": \"Bill Cosby (android) | South Park Character / Location / User talk etc | Official South Park Studios Wiki Sent back in time to destroy Eric Cartman's Dawson's Creek Trapper Keeper before it manifests into an omnipotent supercomputer that can destroy all humanity, \\\"Bill Cosby\\\" is really VSM471, an android or cyborg of some kind engineered by 'hoomans' in the distant future. He fails in his initial missions to infiltrate South Park Elementary's 4th Grade class, destroy the Trapper Keeper or Cartman himself, but with Stan Marsh and Kyle Broflovski's aid, he is able to succeed in preventing his dismal future, and painfully fades from existence. South Park and all related titles, logos and characters are trademarks of Comedy Partners.\", \"score\": 0.5052006, \"raw_content\": null}, {\"title\": \"\\\"South Park\\\" Clubhouses (TV Episode 1998) - IMDb\", \"url\": \"https://www.imdb.com/title/tt0705915/characters/nm0005295\", \"content\": \"\\\"South Park\\\" Clubhouses (TV Episode 1998) - Trey Parker as Stan Marsh, Eric Cartman, Phillip, Randy Marsh, Fat Abbot, Mr. Garrison, Mr. Mackey, 3rd Fat Abbot character, Roy, Teenage Boy #1, Clyde, Bill Cosby, Teenage Boy #2 - IMDb Awards & Events Trey Parker: Stan Marsh, Eric Cartman, Phillip, Randy Marsh, Fat Abbot, Mr. Garrison, Mr. Mackey, 3rd Fat Abbot character, Roy, Teenage Boy #1, Clyde, Bill Cosby, Teenage Boy #2 Mr. Garrison : Stan, are you paying attention? Stan : Yes, Mr. Garrison. Stan Marsh : Dare. Stan Marsh : What? Release Dates | Official Sites | Company Credits | Filming & Production | Technical Specs Photo & Video User Lists Related lists from IMDb users 2024 Watched TV Shows\", \"score\": 0.4604593, \"raw_content\": null}, {\"title\": \"Trapper Keeper (South Park) - Wikipedia\", \"url\": \"https://en.wikipedia.org/wiki/Trapper_Keeper_(South_Park)\", \"content\": \"\\\"Trapper Keeper\\\" is the twelfth episode of the fourth season of the animated television series South Park, and the 60th episode of the series overall. In the episode, a man from the future wants Cartman's new Trapper Keeper, while Mr. Garrison's kindergarten class holds an election for class president with confusing results. It is one of the many South Park episodes that parodies a current event.[1] The main plot of the episode involving the Trapper Keeper was written before the election,[1] but the subplot is a parody of the controversy surrounding the election's outcome.[2] \\\"Trapper Keeper\\\" did not originally feature the election storyline, only a subplot about Ike attending his first day of kindergarten.[3] \\\"Trapper Keeper\\\" Full episode at South Park Studios\", \"score\": 0.3839421, \"raw_content\": null}]}\u001b[0m\n", + "\u001b[30m\u001b[0m\u001b[30m\u001b[0m\u001b[33minference> \u001b[0m\u001b[36m\u001b[0m\u001b[36mbr\u001b[0m\u001b[36mave\u001b[0m\u001b[36m_search\u001b[0m\u001b[36m.call\u001b[0m\u001b[36m(query\u001b[0m\u001b[36m=\"\u001b[0m\u001b[36mSouth\u001b[0m\u001b[36m Park\u001b[0m\u001b[36m Bill\u001b[0m\u001b[36m Cosby\u001b[0m\u001b[36m episode\u001b[0m\u001b[36m season\u001b[0m\u001b[36m\")\u001b[0m\u001b[97m\u001b[0m\n", + "\u001b[32mtool_execution> Tool:brave_search Args:{'query': 'South Park Bill Cosby episode season'}\u001b[0m\n", + "\u001b[32mtool_execution> Tool:brave_search Response:{\"query\": \"South Park Bill Cosby episode season\", \"top_k\": [{\"title\": \"Trapper Keeper | South Park Archives | Fandom\", \"url\": \"https://southpark.fandom.com/wiki/Trapper_Keeper\", \"content\": \"\\\"Trapper Keeper\\\" is the twelfth episode of Season Four and the 60th overall episode of South Park. It aired on November 15, 2000.[1] ... \\\"Bill Cosby\\\" then explains that the binder is a means to conquer the world in the future and wipe out all traces of humanity. \\\"Cosby\\\" himself is a cyborg from the future named BSM-471 with the task to destroy\", \"score\": 0.79369855, \"raw_content\": null}, {\"title\": \"Bill Cosby - South Park Archives - Cartman, Stan, Kenny, Kyle\", \"url\": \"https://southpark.wiki.gg/wiki/Bill_Cosby\", \"content\": \"Page Characters Other Characters All Characters Page information He first appear in the Season Five episode, \\\"Here Comes the Neighborhood\\\", as one of the wealthy African-Americans who move to South Park. Cosby (or a parody of him) also appears as the host of the show. \\\"Here Comes the Neighborhood\\\" - One of the many wealthy African-Americans who move to South Park. Pages that were created prior to August 2024 are from the South Park Archives Wiki.\", \"score\": 0.77589405, \"raw_content\": null}, {\"title\": \"Bill Cosby is Here to See You - South Park | South Park Studios US\", \"url\": \"https://southpark.cc.com/video-clips/wfot8s/south-park-bill-cosby-is-here-to-see-you\", \"content\": \"01:56 It's Not About Music South ParkS18 E9 ------------------------------------------ At home, Randy sees the consequences of Lorde's performance and calls the Record Producer to try and fix it. 01:24 Lorde's Hologram South ParkS18 E9 -------------------------------------- The Record Producer reveals the truth about the music industry... South ParkS18 E9 --------------------------------------------- Randy catches Sharon with Tupac's hologram. 01:37 I've Got Your Son, Lorde South ParkS18 E10 ----------------------------------------------- The Record Producer takes Stan and Kyle hostage. 01:05 Bill Cosby is Here to See You South ParkS18 E10 ---------------------------------------------------- Bill Cosby recruits Kyle and his hashtag for the big Holiday Special. 01:21 Lorde Is My Dad South ParkS18 E10 -------------------------------------- After trying to confront Cartman Bra, Stan finally reveals the truth about his dad.\", \"score\": 0.5331307, \"raw_content\": null}, {\"title\": \"Bill Cosby | South Park Archives | Fandom\", \"url\": \"https://southpark.fandom.com/wiki/Bill_Cosby\", \"content\": \"SIGN IN CHARACTERS SIGN IN Explore EXPLORE CHARACTERS SIGN IN TO EDIT Character Information For other uses, see Bill (Disambiguation). Bill Cosby is elderly, having gray hair as well as various facial wrinkles. More Information: Criminal Celebrities More Information: Movie Celebrities Minor Characters from Season Four More information: List of Minor Characters from Season Four | Season Four Community content is available under CC-BY-SA unless otherwise noted. EXPLORE PROPERTIES FOLLOW US Terms of Use Global Sitemap Local Sitemap Follow on IG\", \"score\": 0.48323447, \"raw_content\": null}, {\"title\": \"Bill Cosby (BSM-471) - South Park Archives - Cartman, Stan, Kenny, Kyle\", \"url\": \"https://southpark.wiki.gg/wiki/Bill_Cosby_(BSM-471)\", \"content\": \"Background. After Cartman shows off his new Dawson's Creek Trapper Keeper Ultra Keeper Futura S 2000, the boys go on the bus only to find Bill Cosby along with them posing as a new 4th grade student. He claims to have been held back 10 years. He soon learns about Cartman's new device, and tries numerous times to get his hands on it.\", \"score\": 0.29126853, \"raw_content\": null}]}\u001b[0m\n", "\u001b[33minference> \u001b[0m\u001b[33mBill\u001b[0m\u001b[33m Cosby\u001b[0m\u001b[33m (\u001b[0m\u001b[33mBS\u001b[0m\u001b[33mM\u001b[0m\u001b[33m-\u001b[0m\u001b[33m471\u001b[0m\u001b[33m)\u001b[0m\u001b[33m first\u001b[0m\u001b[33m appears\u001b[0m\u001b[33m in\u001b[0m\u001b[33m the\u001b[0m\u001b[33m episode\u001b[0m\u001b[33m \"\u001b[0m\u001b[33mTr\u001b[0m\u001b[33mapper\u001b[0m\u001b[33m Keeper\u001b[0m\u001b[33m\"\u001b[0m\u001b[33m (\u001b[0m\u001b[33mSeason\u001b[0m\u001b[33m \u001b[0m\u001b[33m4\u001b[0m\u001b[33m,\u001b[0m\u001b[33m Episode\u001b[0m\u001b[33m \u001b[0m\u001b[33m12\u001b[0m\u001b[33m)\u001b[0m\u001b[33m of\u001b[0m\u001b[33m South\u001b[0m\u001b[33m Park\u001b[0m\u001b[33m.\u001b[0m\u001b[97m\u001b[0m\n", "\u001b[30m\u001b[0m\u001b[30m\u001b[0m\u001b[33minference> \u001b[0m\u001b[36m\u001b[0m\u001b[36mbr\u001b[0m\u001b[36mave\u001b[0m\u001b[36m_search\u001b[0m\u001b[36m.call\u001b[0m\u001b[36m(query\u001b[0m\u001b[36m=\"\u001b[0m\u001b[36mAndrew\u001b[0m\u001b[36m Tate\u001b[0m\u001b[36m kick\u001b[0m\u001b[36mboxing\u001b[0m\u001b[36m name\u001b[0m\u001b[36m\")\u001b[0m\u001b[97m\u001b[0m\n", "\u001b[32mtool_execution> Tool:brave_search Args:{'query': 'Andrew Tate kickboxing name'}\u001b[0m\n", - "\u001b[32mtool_execution> Tool:brave_search Response:{\"query\": \"Andrew Tate kickboxing name\", \"top_k\": [{\"title\": \"Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth\", \"url\": \"https://biographywallah.com/andrew-tate-biography/\", \"content\": \"Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth \\u00bb Biography Wallah Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth Andrew Tate Biography NameAndrew TateReal nameEmory Andrew Tate IIIProfession \\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0Kickboxer, Commentator and BusinessmanDate of birth14 December 1986BirthplaceWashington D.C., United StatesAndrew Tate Age37 years old (as of 2024)NationalityBritish-AmericanZodiac SignSagittariusGenderMaleSchoolLocal School in Washington D.C., United StatesGirlfriend/SpouseNaghel GeorgianaSexual OrientationStraightNet worth$1000 Million Who is Andrew Tate? Andrew Tate is a British-American former professional kickboxing world champion businessman and media personality, who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate Age Andrew Tate was born on 1 December 1986 and is 37 years old. Andrew Tate\\u2019s Net Worth What is the net worth of Andrew Tate? Where is Andrew Tate from? How old is Andrew Tate?\", \"score\": 0.80698997, \"raw_content\": null}, {\"title\": \"The Life Of Andrew Tate (By Andrew Tate Himself ... - Sidekick Boxing\", \"url\": \"https://sidekickboxing.co.uk/the-life-of-andrew-king-cobra-tate/\", \"content\": \"Andrew Tate is a British-American former professional kickboxing world champion who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate\\u2019s Kickboxing Career Andrew Tate in the Big Brother house Andrew Tate\\u2019s Kickboxing World Titles and his Sidekick boxing gloves Andrew Tate After Kickboxing Andrew Tate and his brother Tristan moved to Romania to set up their empire of businesses including trading in Bitcoin, Hustlers University, CobraTate.com, The Real World, and The War Room. From being a 4x kickboxing world champion to becoming the world\\u2019s most Googled man in the world with a private jet and over 33 cars, Andrew Tate\\u2019s life has been full of adventure.\", \"score\": 0.78194773, \"raw_content\": null}, {\"title\": \"Andrew Tate (\\\"King Cobra\\\") | MMA Fighter Page - Tapology\", \"url\": \"https://www.tapology.com/fightcenter/fighters/72139-andrew-tate\", \"content\": \"Andrew Tate (\\\"King Cobra\\\") | MMA Fighter Page | Tapology Andrew \\\"King Cobra\\\" Tate Andrew Tate Name: Andrew Tate Height: 6'1\\\" (185cm) | Reach: Andrew Tate is ineligible for Tapology's regional MMA rankings due to inactivity. Fighters must have at least one completed MMA bout in the past two years to be ranked. Andrew Tate MMA Fight Record Former top-ranked UFC fighter has called out Andrew Tate for having a paper title when it comes to combat... Andrew Tate \\u2022 All the biggest upcoming MMA & Boxing fights | UFC Fight Night | 02.01.2025, 12:00 PM ET | MMA Junkie: UFC Fight Night 249 video: Nine stoppages to open the year?! MMA Mania: Prochazka Vs. Hill: Odds, Full Fight Preview & Prediction\", \"score\": 0.6999322, \"raw_content\": null}, {\"title\": \"About Andrew Tate: A Journey from Champion to Controversy\", \"url\": \"https://reachmorpheus.com/andrew-tate/\", \"content\": \"Andrew Tate's kickboxing career, beginning in 2005, is a tale of determination and skill. He quickly made a name for himself in the sport, rising through the ranks with his unique fighting style and strategic approach, honed by his chess-playing background.\", \"score\": 0.6490677, \"raw_content\": null}, {\"title\": \"Andrew Tate's Kickboxing Career & Biography - MMA Full Contact\", \"url\": \"https://www.mmafullcontact.com/andrew-tate-kickboxing/\", \"content\": \"Andrew Tate's Kickboxing Career & Biography - MMA Full Contact Andrew Tate\\u2019s Kickboxing Career & Biography 2 Notable Opponents and Fights in Andrew Tate\\u2019s Kickboxing Career 4 Will Andrew Tate fight KSI? Notable Opponents and Fights in Andrew Tate\\u2019s Kickboxing Career Will Andrew Tate fight KSI? Similarly, Andrew Tate, known for his successful kickboxing career, has also shown interest in a potential fight with KSI. In conclusion, while there\\u2019s been plenty of interest and discussion about a potential boxing match between KSI and Andrew Tate, no official confirmation has been made as of now. With KSI\\u2019s upcoming match and Tate\\u2019s current personal circumstances, fans and followers of both personalities will have to wait for more updates on this potential fight.\", \"score\": 0.53050464, \"raw_content\": null}]}\u001b[0m\n", - "\u001b[33minference> \u001b[0m\u001b[33mAndrew\u001b[0m\u001b[33m Tate\u001b[0m\u001b[33m's\u001b[0m\u001b[33m kick\u001b[0m\u001b[33mboxing\u001b[0m\u001b[33m name\u001b[0m\u001b[33m is\u001b[0m\u001b[33m \"\u001b[0m\u001b[33mKing\u001b[0m\u001b[33m Cobra\u001b[0m\u001b[33m.\"\u001b[0m\u001b[97m\u001b[0m\n", + "\u001b[32mtool_execution> Tool:brave_search Response:{\"query\": \"Andrew Tate kickboxing name\", \"top_k\": [{\"title\": \"Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth\", \"url\": \"https://biographywallah.com/andrew-tate-biography/\", \"content\": \"Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth \\u00bb Biography Wallah Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth Andrew Tate Biography NameAndrew TateReal nameEmory Andrew Tate IIIProfession \\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0\\u00a0Kickboxer, Commentator and BusinessmanDate of birth14 December 1986BirthplaceWashington D.C., United StatesAndrew Tate Age37 years old (as of 2024)NationalityBritish-AmericanZodiac SignSagittariusGenderMaleSchoolLocal School in Washington D.C., United StatesGirlfriend/SpouseNaghel GeorgianaSexual OrientationStraightNet worth$1000 Million Who is Andrew Tate? Andrew Tate is a British-American former professional kickboxing world champion businessman and media personality, who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate Age Andrew Tate was born on 1 December 1986 and is 37 years old. Andrew Tate\\u2019s Net Worth What is the net worth of Andrew Tate? Where is Andrew Tate from? How old is Andrew Tate?\", \"score\": 0.80698997, \"raw_content\": null}, {\"title\": \"The Life Of Andrew Tate (By Andrew Tate Himself ... - Sidekick Boxing\", \"url\": \"https://sidekickboxing.co.uk/the-life-of-andrew-king-cobra-tate/\", \"content\": \"Andrew Tate is a British-American former professional kickboxing world champion who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate\\u2019s Kickboxing Career Andrew Tate in the Big Brother house Andrew Tate\\u2019s Kickboxing World Titles and his Sidekick boxing gloves Andrew Tate After Kickboxing Andrew Tate and his brother Tristan moved to Romania to set up their empire of businesses including trading in Bitcoin, Hustlers University, CobraTate.com, The Real World, and The War Room. From being a 4x kickboxing world champion to becoming the world\\u2019s most Googled man in the world with a private jet and over 33 cars, Andrew Tate\\u2019s life has been full of adventure.\", \"score\": 0.78194773, \"raw_content\": null}, {\"title\": \"Andrew Tate Bio, Wiki, Net Worth, Age, Family, MMA Career - Next Biography\", \"url\": \"https://www.nextbiography.com/andrew-tate/\", \"content\": \"Home \\u00bb Andrew Tate Bio, Wiki, Net Worth, Age, Family, MMA Career Andrew Tate is one of the most Googled people around the world. Before you cast your impression, keep reading to know more about Andrew Tate, the kickboxer, social media influencer, Big Brother contestant, and founder of \\u2018Hustlers University\\u2019. | Name | Andrew Tate | Who is Andrew Tate? Andrew Tate Career Andrew Tate Height & Weight Who is Andrew Tate? Andrew Tate is a British-American kickboxer, commentator, internet personality, and businessman. Andrew Tate Career Andrew Tate started his career as a kickboxer. Andrew Tate Height & Weight About us / Contact us / Disclaimer/ Privacy policy / Terms of Service\", \"score\": 0.73914057, \"raw_content\": null}, {\"title\": \"Andrew Tate (\\\"King Cobra\\\") | MMA Fighter Page - Tapology\", \"url\": \"https://www.tapology.com/fightcenter/fighters/72139-andrew-tate\", \"content\": \"Andrew Tate (\\\"King Cobra\\\") | MMA Fighter Page | Tapology Andrew \\\"King Cobra\\\" Tate Andrew Tate Name: Andrew Tate Height: 6'1\\\" (185cm) | Reach: Andrew Tate is ineligible for Tapology's regional MMA rankings due to inactivity. Fighters must have at least one completed MMA bout in the past two years to be ranked. Andrew Tate MMA Fight Record Former top-ranked UFC fighter has called out Andrew Tate for having a paper title when it comes to combat... Andrew Tate \\u2022 All the biggest upcoming MMA & Boxing fights | UFC Fight Night | 02.01.2025, 12:00 PM ET | MMA Junkie: UFC Fight Night 249 video: Nine stoppages to open the year?! MMA Mania: Prochazka Vs. Hill: Odds, Full Fight Preview & Prediction\", \"score\": 0.6999322, \"raw_content\": null}, {\"title\": \"Andrew Tate's Kickboxing Career & Biography - MMA Full Contact\", \"url\": \"https://www.mmafullcontact.com/andrew-tate-kickboxing/\", \"content\": \"Andrew Tate's Kickboxing Career & Biography - MMA Full Contact Andrew Tate\\u2019s Kickboxing Career & Biography 2 Notable Opponents and Fights in Andrew Tate\\u2019s Kickboxing Career 4 Will Andrew Tate fight KSI? Notable Opponents and Fights in Andrew Tate\\u2019s Kickboxing Career Will Andrew Tate fight KSI? Similarly, Andrew Tate, known for his successful kickboxing career, has also shown interest in a potential fight with KSI. In conclusion, while there\\u2019s been plenty of interest and discussion about a potential boxing match between KSI and Andrew Tate, no official confirmation has been made as of now. With KSI\\u2019s upcoming match and Tate\\u2019s current personal circumstances, fans and followers of both personalities will have to wait for more updates on this potential fight.\", \"score\": 0.53050464, \"raw_content\": null}]}\u001b[0m\n", + "\u001b[33minference> \u001b[0m\u001b[33mAndrew\u001b[0m\u001b[33m Tate\u001b[0m\u001b[33m's\u001b[0m\u001b[33m kick\u001b[0m\u001b[33mboxing\u001b[0m\u001b[33m name\u001b[0m\u001b[33m is\u001b[0m\u001b[33m \"\u001b[0m\u001b[33mKing\u001b[0m\u001b[33m Cobra\u001b[0m\u001b[33m\".\u001b[0m\u001b[97m\u001b[0m\n", "\u001b[30m\u001b[0m" ] } @@ -2850,7 +2893,7 @@ "from llama_stack_client.types.agent_create_params import AgentConfig\n", "\n", "agent_config = AgentConfig(\n", - " model=\"meta-llama/Llama-3.1-405B-Instruct-FP8\",\n", + " model=\"meta-llama/Llama-3.3-70B-Instruct\",\n", " instructions=\"You are a helpful assistant. Use search tool to answer the questions. \",\n", " toolgroups=[\"builtin::websearch\"],\n", " input_shields=[],\n", @@ -2859,9 +2902,9 @@ ")\n", "agent = Agent(client, agent_config)\n", "user_prompts = [\n", - " \"Which teams played in the NBA western conference finals of 2024\",\n", - " \"In which episode and season of South Park does Bill Cosby (BSM-471) first appear? Give me the number and title.\",\n", - " \"What is the British-American kickboxer Andrew Tate's kickboxing name?\",\n", + " \"Which teams played in the NBA western conference finals of 2024. Search the web for the answer.\",\n", + " \"In which episode and season of South Park does Bill Cosby (BSM-471) first appear? Give me the number and title. Search the web for the answer.\",\n", + " \"What is the British-American kickboxer Andrew Tate's kickboxing name? Search the web for the answer.\",\n", "]\n", "\n", "session_id = agent.create_session(\"test-session\")\n", @@ -2881,6 +2924,661 @@ " log.print()\n" ] }, + { + "cell_type": "markdown", + "id": "d0a50faf", + "metadata": {}, + "source": [ + "##### 3.1.2 Query Agent Execution Steps\n", + "\n", + "Now, let's look deeper into the agent's execution steps and see if how well our agent performs. As a sanity check, we will first check if all user prompts is followed by a tool call to `brave_search`." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c28ea2d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Session(\n",
+              "│   session_id='61d2486a-da18-4f25-8591-c757a8b2b84b',\n",
+              "│   session_name='test-session',\n",
+              "│   started_at=datetime.datetime(2025, 2, 26, 15, 28, 21, 189390),\n",
+              "│   turns=[\n",
+              "│   │   Turn(\n",
+              "│   │   │   input_messages=[\n",
+              "│   │   │   │   UserMessage(\n",
+              "│   │   │   │   │   content='Which teams played in the NBA western conference finals of 2024. Search the web for the answer.',\n",
+              "│   │   │   │   │   role='user',\n",
+              "│   │   │   │   │   context=None\n",
+              "│   │   │   │   )\n",
+              "│   │   │   ],\n",
+              "│   │   │   output_message=CompletionMessage(\n",
+              "│   │   │   │   content='The teams that played in the NBA Western Conference Finals of 2024 were the Dallas Mavericks and the Minnesota Timberwolves.',\n",
+              "│   │   │   │   role='assistant',\n",
+              "│   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   tool_calls=[]\n",
+              "│   │   │   ),\n",
+              "│   │   │   session_id='61d2486a-da18-4f25-8591-c757a8b2b84b',\n",
+              "│   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 21, 195989, tzinfo=datetime.timezone(datetime.timedelta(days=-1, seconds=57600))),\n",
+              "│   │   │   steps=[\n",
+              "│   │   │   │   InferenceStep(\n",
+              "│   │   │   │   │   api_model_response=CompletionMessage(\n",
+              "│   │   │   │   │   │   content='',\n",
+              "│   │   │   │   │   │   role='assistant',\n",
+              "│   │   │   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   │   │   tool_calls=[\n",
+              "│   │   │   │   │   │   │   ToolCall(\n",
+              "│   │   │   │   │   │   │   │   arguments={'query': 'NBA Western Conference Finals 2024 teams'},\n",
+              "│   │   │   │   │   │   │   │   call_id='58cabb85-673e-499f-85d4-caefcc8d68ba',\n",
+              "│   │   │   │   │   │   │   │   tool_name='brave_search'\n",
+              "│   │   │   │   │   │   │   )\n",
+              "│   │   │   │   │   │   ]\n",
+              "│   │   │   │   │   ),\n",
+              "│   │   │   │   │   step_id='e28db61d-3cd0-4b83-93c5-af7df673a8c5',\n",
+              "│   │   │   │   │   step_type='inference',\n",
+              "│   │   │   │   │   turn_id='2c478207-8183-45e7-bea5-dcdef0cd2dce',\n",
+              "│   │   │   │   │   completed_at=datetime.datetime(2025, 2, 26, 15, 28, 23, 101607, tzinfo=TzInfo(-08:00)),\n",
+              "│   │   │   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 21, 197826, tzinfo=TzInfo(-08:00))\n",
+              "│   │   │   │   ),\n",
+              "│   │   │   │   ToolExecutionStep(\n",
+              "│   │   │   │   │   step_id='15871a45-e10b-45a7-a5ad-2dd206504bca',\n",
+              "│   │   │   │   │   step_type='tool_execution',\n",
+              "│   │   │   │   │   tool_calls=[\n",
+              "│   │   │   │   │   │   ToolCall(\n",
+              "│   │   │   │   │   │   │   arguments={'query': 'NBA Western Conference Finals 2024 teams'},\n",
+              "│   │   │   │   │   │   │   call_id='58cabb85-673e-499f-85d4-caefcc8d68ba',\n",
+              "│   │   │   │   │   │   │   tool_name='brave_search'\n",
+              "│   │   │   │   │   │   )\n",
+              "│   │   │   │   │   ],\n",
+              "│   │   │   │   │   tool_responses=[\n",
+              "│   │   │   │   │   │   ToolResponse(\n",
+              "│   │   │   │   │   │   │   call_id='58cabb85-673e-499f-85d4-caefcc8d68ba',\n",
+              "│   │   │   │   │   │   │   content='{\"query\": \"NBA Western Conference Finals 2024 teams\", \"top_k\": [{\"title\": \"2024 NBA Western Conference Finals - Basketball-Reference.com\", \"url\": \"https://www.basketball-reference.com/playoffs/2024-nba-western-conference-finals-mavericks-vs-timberwolves.html\", \"content\": \"2024 NBA Playoffs Dallas Mavericks vs. Dallas Mavericks vs. Dallas Mavericks vs. 5 Dallas Mavericks (4-1) vs. 7   Derrick Jones Jr. 2024 NBA Playoffs Dallas Mavericks vs. Dallas Mavericks vs. Dallas Mavericks vs. College Tools: Player Season Finder, Player Game Finder, Team Season Finder, Team Game Finder Players, Teams, Seasons, Leaders, Awards ... Players, Teams, Seasons, Leaders, Awards ... Players, Teams, Seasons, Leaders, Awards, All-Star Games, Executives ... Players, Teams, Seasons, Leaders, Awards ... Subscribe to Stathead Basketball: Get your first month FREE The SPORTS REFERENCE, STATHEAD, IMMACULATE GRID, and IMMACULATE FOOTY trademarks are owned exclusively by Sports Reference LLC. Sports\\\\u00a0Reference\\\\u202f\\\\u00ae Baseball Football (college) Basketball (college) Hockey F\\\\u00fatbol Blog Stathead\\\\u202f\\\\u00ae Immaculate Grid\\\\u202f\\\\u00ae\", \"score\": 0.89030397, \"raw_content\": null}, {\"title\": \"2024 NBA Western Conference playoff bracket - Basketnews.com\", \"url\": \"https://basketnews.com/news-204687-2024-nba-western-conference-playoff-bracket.html\", \"content\": \"In the 2024 NBA Western Conference playoffs, the Oklahoma City Thunder clinched the No. 1 seed. Every team from the Western Conference played their final game of the regular season, and two playoff pairs have been confirmed. The Los Angeles Lakers beat the New Orleans Pelicans, 110-106, in the Play-In Tournament to secure the 7th seed to set up a first-round matchup with the Denver Nuggets. Meanwhile, the Sacramento Kings will host the Golden State Warriors in the second Western Conference NBA Play-In Tournament game. The winners secure the No. 8 seed in the NBA playoffs for its conference. EuroLeague Play-In: Baskonia-Virtus game schedule announced\", \"score\": 0.8473754, \"raw_content\": null}, {\"title\": \"NBA Conference Finals Schedule: Full List of Games & Results\", \"url\": \"https://www.si.com/nba/nba-conference-finals-schedule-full-list-of-games-results\", \"content\": \"NBA Conference Finals Schedule: Full List of Games & Results NBA Conference Finals Schedule: Full List of Games & Results With the Minnesota\\' Timberwolves\\' epic comeback victory over the Denver Nuggets in Game 7, the 2024 NBA conference finals matchups are set. The Timberwolves will face off against the Dallas Mavericks, who dispatched the No. 1 seed Oklahoma City Thunder in six games, for a seat in the NBA Finals. In the other conference, the Boston Celtics will take on the Indiana Pacers, who pulled off their own big Game 7 win at Madison Square Garden to advance. | GAME | Game 1 | Game 2 | Game 3 | Game 4 | GAME | Game 1 | Game 2 | Game 3 | Game 4\", \"score\": 0.7859175, \"raw_content\": null}, {\"title\": \"2024 Playoffs: West Finals | Timberwolves (3) vs. Mavericks (5) - NBA.com\", \"url\": \"https://www.nba.com/playoffs/2024/west-final\", \"content\": \"Mavericks (5) | NBA.com 2024-25 NBA CrunchTime NBA TV Draft Kings DFS NBA Bet Home NBA Store NBA Game Worn NBA Photo Store NBA Experiences NBA G League NBA 2K League NBA Play NBA Bet ### Doncic, Irving carry Mavs to NBA Finals Luka Doncic and Kyrie Irving pour in 36 points apiece to guide Dallas to its 1st appearance in the NBA Finals since 2011. ### Luka: \\'This is special, coming from the West\\' Luka Doncic with Ernie, Charles, Kenny & Shaq about the Mavs being NBA Finals-bound, his Game 5 play and more. NBA Organization NBA ID NBA Official NBA Careers NBA Initiatives NBA Cares NBA Foundation NBA Communications NBA Transactions NBA Auctions NBA Photostore\", \"score\": 0.7522497, \"raw_content\": null}, {\"title\": \"NBA Western Conference Finals 2024: Schedule, Dates, and More\", \"url\": \"https://www.sportinglad.com/basketball/nba/nba-western-conference-finals-2024-schedule-dates-and-more/\", \"content\": \"The NBA Western Conference Finals 2024 is set to be a basketball spectacle that promises high stakes, thrilling plays, and unforgettable moments. As the season narrows down to the finest teams in the West, fans and analysts alike are on the edge of their seats, anticipating each game.\", \"score\": 0.7443038, \"raw_content\": null}]}',\n",
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+              "│   │   │   │   │   │   │   metadata=None\n",
+              "│   │   │   │   │   │   )\n",
+              "│   │   │   │   │   ],\n",
+              "│   │   │   │   │   turn_id='2c478207-8183-45e7-bea5-dcdef0cd2dce',\n",
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+              "│   │   │   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 23, 102744, tzinfo=TzInfo(-08:00))\n",
+              "│   │   │   │   ),\n",
+              "│   │   │   │   InferenceStep(\n",
+              "│   │   │   │   │   api_model_response=CompletionMessage(\n",
+              "│   │   │   │   │   │   content='The teams that played in the NBA Western Conference Finals of 2024 were the Dallas Mavericks and the Minnesota Timberwolves.',\n",
+              "│   │   │   │   │   │   role='assistant',\n",
+              "│   │   │   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   │   │   tool_calls=[]\n",
+              "│   │   │   │   │   ),\n",
+              "│   │   │   │   │   step_id='b7fe26b7-9759-456f-af90-0f5f44797b98',\n",
+              "│   │   │   │   │   step_type='inference',\n",
+              "│   │   │   │   │   turn_id='2c478207-8183-45e7-bea5-dcdef0cd2dce',\n",
+              "│   │   │   │   │   completed_at=datetime.datetime(2025, 2, 26, 15, 28, 26, 90563, tzinfo=TzInfo(-08:00)),\n",
+              "│   │   │   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 25, 509026, tzinfo=TzInfo(-08:00))\n",
+              "│   │   │   │   )\n",
+              "│   │   │   ],\n",
+              "│   │   │   turn_id='2c478207-8183-45e7-bea5-dcdef0cd2dce',\n",
+              "│   │   │   completed_at=datetime.datetime(2025, 2, 26, 15, 28, 26, 91365, tzinfo=TzInfo(-08:00)),\n",
+              "│   │   │   output_attachments=[]\n",
+              "│   │   ),\n",
+              "│   │   Turn(\n",
+              "│   │   │   input_messages=[\n",
+              "│   │   │   │   UserMessage(\n",
+              "│   │   │   │   │   content='In which episode and season of South Park does Bill Cosby (BSM-471) first appear? Give me the number and title. Search the web for the answer.',\n",
+              "│   │   │   │   │   role='user',\n",
+              "│   │   │   │   │   context=None\n",
+              "│   │   │   │   )\n",
+              "│   │   │   ],\n",
+              "│   │   │   output_message=CompletionMessage(\n",
+              "│   │   │   │   content='Bill Cosby (BSM-471) first appears in the episode \"Trapper Keeper\" (Season 4, Episode 12) of South Park.',\n",
+              "│   │   │   │   role='assistant',\n",
+              "│   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   tool_calls=[]\n",
+              "│   │   │   ),\n",
+              "│   │   │   session_id='61d2486a-da18-4f25-8591-c757a8b2b84b',\n",
+              "│   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 26, 108327, tzinfo=datetime.timezone(datetime.timedelta(days=-1, seconds=57600))),\n",
+              "│   │   │   steps=[\n",
+              "│   │   │   │   InferenceStep(\n",
+              "│   │   │   │   │   api_model_response=CompletionMessage(\n",
+              "│   │   │   │   │   │   content='',\n",
+              "│   │   │   │   │   │   role='assistant',\n",
+              "│   │   │   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   │   │   tool_calls=[\n",
+              "│   │   │   │   │   │   │   ToolCall(\n",
+              "│   │   │   │   │   │   │   │   arguments={'query': 'South Park Bill Cosby episode season'},\n",
+              "│   │   │   │   │   │   │   │   call_id='496a2a83-53a3-408e-914a-8d58f7a2d1b0',\n",
+              "│   │   │   │   │   │   │   │   tool_name='brave_search'\n",
+              "│   │   │   │   │   │   │   )\n",
+              "│   │   │   │   │   │   ]\n",
+              "│   │   │   │   │   ),\n",
+              "│   │   │   │   │   step_id='79969675-3f43-496e-948d-332b34768f1d',\n",
+              "│   │   │   │   │   step_type='inference',\n",
+              "│   │   │   │   │   turn_id='4333b04a-020e-411e-8be3-ff81b6bf18a3',\n",
+              "│   │   │   │   │   completed_at=datetime.datetime(2025, 2, 26, 15, 28, 26, 713679, tzinfo=TzInfo(-08:00)),\n",
+              "│   │   │   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 26, 115778, tzinfo=TzInfo(-08:00))\n",
+              "│   │   │   │   ),\n",
+              "│   │   │   │   ToolExecutionStep(\n",
+              "│   │   │   │   │   step_id='fabca5ea-f997-48a9-996b-150476b84dea',\n",
+              "│   │   │   │   │   step_type='tool_execution',\n",
+              "│   │   │   │   │   tool_calls=[\n",
+              "│   │   │   │   │   │   ToolCall(\n",
+              "│   │   │   │   │   │   │   arguments={'query': 'South Park Bill Cosby episode season'},\n",
+              "│   │   │   │   │   │   │   call_id='496a2a83-53a3-408e-914a-8d58f7a2d1b0',\n",
+              "│   │   │   │   │   │   │   tool_name='brave_search'\n",
+              "│   │   │   │   │   │   )\n",
+              "│   │   │   │   │   ],\n",
+              "│   │   │   │   │   tool_responses=[\n",
+              "│   │   │   │   │   │   ToolResponse(\n",
+              "│   │   │   │   │   │   │   call_id='496a2a83-53a3-408e-914a-8d58f7a2d1b0',\n",
+              "│   │   │   │   │   │   │   content='{\"query\": \"South Park Bill Cosby episode season\", \"top_k\": [{\"title\": \"Trapper Keeper | South Park Archives | Fandom\", \"url\": \"https://southpark.fandom.com/wiki/Trapper_Keeper\", \"content\": \"\\\\\"Trapper Keeper\\\\\" is the twelfth episode of Season Four and the 60th overall episode of South Park. It aired on November 15, 2000.[1] ... \\\\\"Bill Cosby\\\\\" then explains that the binder is a means to conquer the world in the future and wipe out all traces of humanity. \\\\\"Cosby\\\\\" himself is a cyborg from the future named BSM-471 with the task to destroy\", \"score\": 0.79369855, \"raw_content\": null}, {\"title\": \"Bill Cosby - South Park Archives - Cartman, Stan, Kenny, Kyle\", \"url\": \"https://southpark.wiki.gg/wiki/Bill_Cosby\", \"content\": \"Page Characters Other Characters All Characters Page information He first appear in the Season Five episode, \\\\\"Here Comes the Neighborhood\\\\\", as one of the wealthy African-Americans who move to South Park. Cosby (or a parody of him) also appears as the host of the show. \\\\\"Here Comes the Neighborhood\\\\\" - One of the many wealthy African-Americans who move to South Park. Pages that were created prior to August 2024 are from the South Park Archives Wiki.\", \"score\": 0.77589405, \"raw_content\": null}, {\"title\": \"Bill Cosby is Here to See You - South Park | South Park Studios US\", \"url\": \"https://southpark.cc.com/video-clips/wfot8s/south-park-bill-cosby-is-here-to-see-you\", \"content\": \"01:56 It\\'s Not About Music South ParkS18 E9 ------------------------------------------ At home, Randy sees the consequences of Lorde\\'s performance and calls the Record Producer to try and fix it. 01:24 Lorde\\'s Hologram South ParkS18 E9 -------------------------------------- The Record Producer reveals the truth about the music industry... South ParkS18 E9 --------------------------------------------- Randy catches Sharon with Tupac\\'s hologram. 01:37 I\\'ve Got Your Son, Lorde South ParkS18 E10 ----------------------------------------------- The Record Producer takes Stan and Kyle hostage. 01:05 Bill Cosby is Here to See You South ParkS18 E10 ---------------------------------------------------- Bill Cosby recruits Kyle and his hashtag for the big Holiday Special. 01:21 Lorde Is My Dad South ParkS18 E10 -------------------------------------- After trying to confront Cartman Bra, Stan finally reveals the truth about his dad.\", \"score\": 0.5331307, \"raw_content\": null}, {\"title\": \"Bill Cosby | South Park Archives | Fandom\", \"url\": \"https://southpark.fandom.com/wiki/Bill_Cosby\", \"content\": \"SIGN IN CHARACTERS SIGN IN Explore EXPLORE CHARACTERS SIGN IN TO EDIT Character Information For other uses, see Bill (Disambiguation). Bill Cosby is elderly, having gray hair as well as various facial wrinkles. More Information: Criminal Celebrities More Information: Movie Celebrities Minor Characters from Season Four More information: List of Minor Characters from Season Four | Season Four Community content is available under CC-BY-SA unless otherwise noted. EXPLORE PROPERTIES FOLLOW US Terms of Use Global Sitemap Local Sitemap Follow on IG\", \"score\": 0.48323447, \"raw_content\": null}, {\"title\": \"Bill Cosby (BSM-471) - South Park Archives - Cartman, Stan, Kenny, Kyle\", \"url\": \"https://southpark.wiki.gg/wiki/Bill_Cosby_(BSM-471)\", \"content\": \"Background. After Cartman shows off his new Dawson\\'s Creek Trapper Keeper Ultra Keeper Futura S 2000, the boys go on the bus only to find Bill Cosby along with them posing as a new 4th grade student. He claims to have been held back 10 years. He soon learns about Cartman\\'s new device, and tries numerous times to get his hands on it.\", \"score\": 0.29126853, \"raw_content\": null}]}',\n",
+              "│   │   │   │   │   │   │   tool_name='brave_search',\n",
+              "│   │   │   │   │   │   │   metadata=None\n",
+              "│   │   │   │   │   │   )\n",
+              "│   │   │   │   │   ],\n",
+              "│   │   │   │   │   turn_id='4333b04a-020e-411e-8be3-ff81b6bf18a3',\n",
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+              "│   │   │   │   ),\n",
+              "│   │   │   │   InferenceStep(\n",
+              "│   │   │   │   │   api_model_response=CompletionMessage(\n",
+              "│   │   │   │   │   │   content='Bill Cosby (BSM-471) first appears in the episode \"Trapper Keeper\" (Season 4, Episode 12) of South Park.',\n",
+              "│   │   │   │   │   │   role='assistant',\n",
+              "│   │   │   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   │   │   tool_calls=[]\n",
+              "│   │   │   │   │   ),\n",
+              "│   │   │   │   │   step_id='ca503c6f-e3ad-4eda-a114-fe64f89bc080',\n",
+              "│   │   │   │   │   step_type='inference',\n",
+              "│   │   │   │   │   turn_id='4333b04a-020e-411e-8be3-ff81b6bf18a3',\n",
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+              "│   │   │   │   )\n",
+              "│   │   │   ],\n",
+              "│   │   │   turn_id='4333b04a-020e-411e-8be3-ff81b6bf18a3',\n",
+              "│   │   │   completed_at=datetime.datetime(2025, 2, 26, 15, 28, 31, 845596, tzinfo=TzInfo(-08:00)),\n",
+              "│   │   │   output_attachments=[]\n",
+              "│   │   ),\n",
+              "│   │   Turn(\n",
+              "│   │   │   input_messages=[\n",
+              "│   │   │   │   UserMessage(\n",
+              "│   │   │   │   │   content=\"What is the British-American kickboxer Andrew Tate's kickboxing name? Search the web for the answer.\",\n",
+              "│   │   │   │   │   role='user',\n",
+              "│   │   │   │   │   context=None\n",
+              "│   │   │   │   )\n",
+              "│   │   │   ],\n",
+              "│   │   │   output_message=CompletionMessage(\n",
+              "│   │   │   │   content='Andrew Tate\\'s kickboxing name is \"King Cobra\".',\n",
+              "│   │   │   │   role='assistant',\n",
+              "│   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   tool_calls=[]\n",
+              "│   │   │   ),\n",
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+              "│   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 31, 854184, tzinfo=datetime.timezone(datetime.timedelta(days=-1, seconds=57600))),\n",
+              "│   │   │   steps=[\n",
+              "│   │   │   │   InferenceStep(\n",
+              "│   │   │   │   │   api_model_response=CompletionMessage(\n",
+              "│   │   │   │   │   │   content='',\n",
+              "│   │   │   │   │   │   role='assistant',\n",
+              "│   │   │   │   │   │   stop_reason='end_of_turn',\n",
+              "│   │   │   │   │   │   tool_calls=[\n",
+              "│   │   │   │   │   │   │   ToolCall(\n",
+              "│   │   │   │   │   │   │   │   arguments={'query': 'Andrew Tate kickboxing name'},\n",
+              "│   │   │   │   │   │   │   │   call_id='9a730927-bf56-4400-b694-38f28eda1065',\n",
+              "│   │   │   │   │   │   │   │   tool_name='brave_search'\n",
+              "│   │   │   │   │   │   │   )\n",
+              "│   │   │   │   │   │   ]\n",
+              "│   │   │   │   │   ),\n",
+              "│   │   │   │   │   step_id='f4288e1d-21e6-4695-949c-c55e660f31bf',\n",
+              "│   │   │   │   │   step_type='inference',\n",
+              "│   │   │   │   │   turn_id='7928703a-48d6-4251-a9ca-03a8f50366c2',\n",
+              "│   │   │   │   │   completed_at=datetime.datetime(2025, 2, 26, 15, 28, 33, 550463, tzinfo=TzInfo(-08:00)),\n",
+              "│   │   │   │   │   started_at=datetime.datetime(2025, 2, 26, 15, 28, 31, 854908, tzinfo=TzInfo(-08:00))\n",
+              "│   │   │   │   ),\n",
+              "│   │   │   │   ToolExecutionStep(\n",
+              "│   │   │   │   │   step_id='568b75c7-8bc1-4a61-99ad-bfb4dce6638e',\n",
+              "│   │   │   │   │   step_type='tool_execution',\n",
+              "│   │   │   │   │   tool_calls=[\n",
+              "│   │   │   │   │   │   ToolCall(\n",
+              "│   │   │   │   │   │   │   arguments={'query': 'Andrew Tate kickboxing name'},\n",
+              "│   │   │   │   │   │   │   call_id='9a730927-bf56-4400-b694-38f28eda1065',\n",
+              "│   │   │   │   │   │   │   tool_name='brave_search'\n",
+              "│   │   │   │   │   │   )\n",
+              "│   │   │   │   │   ],\n",
+              "│   │   │   │   │   tool_responses=[\n",
+              "│   │   │   │   │   │   ToolResponse(\n",
+              "│   │   │   │   │   │   │   call_id='9a730927-bf56-4400-b694-38f28eda1065',\n",
+              "│   │   │   │   │   │   │   content='{\"query\": \"Andrew Tate kickboxing name\", \"top_k\": [{\"title\": \"Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth\", \"url\": \"https://biographywallah.com/andrew-tate-biography/\", \"content\": \"Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth \\\\u00bb Biography Wallah Andrew Tate Age, Height, Weight, Family, Parents, Biography, Net Worth Andrew Tate Biography NameAndrew TateReal nameEmory Andrew Tate IIIProfession \\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0Kickboxer, Commentator and BusinessmanDate of birth14 December 1986BirthplaceWashington D.C., United StatesAndrew Tate Age37 years old (as of 2024)NationalityBritish-AmericanZodiac SignSagittariusGenderMaleSchoolLocal School in Washington D.C., United StatesGirlfriend/SpouseNaghel GeorgianaSexual OrientationStraightNet worth$1000 Million Who is Andrew Tate? Andrew Tate is a British-American former professional kickboxing world champion businessman and media personality, who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate Age Andrew Tate was born on 1 December 1986 and is 37 years old. Andrew Tate\\\\u2019s Net Worth What is the net worth of Andrew Tate? Where is Andrew Tate from? How old is Andrew Tate?\", \"score\": 0.80698997, \"raw_content\": null}, {\"title\": \"The Life Of Andrew Tate (By Andrew Tate Himself ... - Sidekick Boxing\", \"url\": \"https://sidekickboxing.co.uk/the-life-of-andrew-king-cobra-tate/\", \"content\": \"Andrew Tate is a British-American former professional kickboxing world champion who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate\\\\u2019s Kickboxing Career Andrew Tate in the Big Brother house Andrew Tate\\\\u2019s Kickboxing World Titles and his Sidekick boxing gloves Andrew Tate After Kickboxing Andrew Tate and his brother Tristan moved to Romania to set up their empire of businesses including trading in Bitcoin, Hustlers University, CobraTate.com, The Real World, and The War Room. From being a 4x kickboxing world champion to becoming the world\\\\u2019s most Googled man in the world with a private jet and over 33 cars, Andrew Tate\\\\u2019s life has been full of adventure.\", \"score\": 0.78194773, \"raw_content\": null}, {\"title\": \"Andrew Tate Bio, Wiki, Net Worth, Age, Family, MMA Career - Next Biography\", \"url\": \"https://www.nextbiography.com/andrew-tate/\", \"content\": \"Home \\\\u00bb Andrew Tate Bio, Wiki, Net Worth, Age, Family, MMA Career Andrew Tate is one of the most Googled people around the world. Before you cast your impression, keep reading to know more about Andrew Tate, the kickboxer, social media influencer, Big Brother contestant, and founder of \\\\u2018Hustlers University\\\\u2019. | Name | Andrew Tate | Who is Andrew Tate? Andrew Tate Career Andrew Tate Height & Weight Who is Andrew Tate? Andrew Tate is a British-American kickboxer, commentator, internet personality, and businessman. Andrew Tate Career Andrew Tate started his career as a kickboxer. Andrew Tate Height & Weight About us / Contact us / Disclaimer/ Privacy policy / Terms of Service\", \"score\": 0.73914057, \"raw_content\": null}, {\"title\": \"Andrew Tate (\\\\\"King Cobra\\\\\") | MMA Fighter Page - Tapology\", \"url\": \"https://www.tapology.com/fightcenter/fighters/72139-andrew-tate\", \"content\": \"Andrew Tate (\\\\\"King Cobra\\\\\") | MMA Fighter Page | Tapology Andrew \\\\\"King Cobra\\\\\" Tate Andrew Tate Name: Andrew Tate Height: 6\\'1\\\\\" (185cm) | Reach: Andrew Tate is ineligible for Tapology\\'s regional MMA rankings due to inactivity. Fighters must have at least one completed MMA bout in the past two years to be ranked. Andrew Tate MMA Fight Record Former top-ranked UFC fighter has called out Andrew Tate for having a paper title when it comes to combat... Andrew Tate \\\\u2022 All the biggest upcoming MMA & Boxing fights | UFC Fight Night | 02.01.2025, 12:00 PM ET | MMA Junkie: UFC Fight Night 249 video: Nine stoppages to open the year?! MMA Mania: Prochazka Vs. Hill: Odds, Full Fight Preview & Prediction\", \"score\": 0.6999322, \"raw_content\": null}, {\"title\": \"Andrew Tate\\'s Kickboxing Career & Biography - MMA Full Contact\", \"url\": \"https://www.mmafullcontact.com/andrew-tate-kickboxing/\", \"content\": \"Andrew Tate\\'s Kickboxing Career & Biography - MMA Full Contact Andrew Tate\\\\u2019s Kickboxing Career & Biography 2 Notable Opponents and Fights in Andrew Tate\\\\u2019s Kickboxing Career 4 Will Andrew Tate fight KSI? Notable Opponents and Fights in Andrew Tate\\\\u2019s Kickboxing Career Will Andrew Tate fight KSI? Similarly, Andrew Tate, known for his successful kickboxing career, has also shown interest in a potential fight with KSI. In conclusion, while there\\\\u2019s been plenty of interest and discussion about a potential boxing match between KSI and Andrew Tate, no official confirmation has been made as of now. With KSI\\\\u2019s upcoming match and Tate\\\\u2019s current personal circumstances, fans and followers of both personalities will have to wait for more updates on this potential fight.\", \"score\": 0.53050464, \"raw_content\": null}]}',\n",
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+              "│   │   │   │   │   api_model_response=CompletionMessage(\n",
+              "│   │   │   │   │   │   content='Andrew Tate\\'s kickboxing name is \"King Cobra\".',\n",
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Leaders, Awards ... Players, Teams, Seasons, Leaders, Awards ... Players, Teams, Seasons, Leaders, Awards, All-Star Games, Executives ... Players, Teams, Seasons, Leaders, Awards ... Subscribe to Stathead Basketball: Get your first month FREE The SPORTS REFERENCE, STATHEAD, IMMACULATE GRID, and IMMACULATE FOOTY trademarks are owned exclusively by Sports Reference LLC. Sports\\\\u00a0Reference\\\\u202f\\\\u00ae Baseball Football \u001b[0m\u001b[32m(\u001b[0m\u001b[32mcollege\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Basketball \u001b[0m\u001b[32m(\u001b[0m\u001b[32mcollege\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Hockey F\\\\u00fatbol Blog Stathead\\\\u202f\\\\u00ae Immaculate Grid\\\\u202f\\\\u00ae\", \"score\": 0.89030397, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"2024 NBA Western Conference playoff bracket - Basketnews.com\", \"url\": \"https://basketnews.com/news-204687-2024-nba-western-conference-playoff-bracket.html\", \"content\": \"In the 2024 NBA Western Conference playoffs, the Oklahoma City Thunder clinched the No. 1 seed. Every team from the Western Conference played their final game of the regular season, and two playoff pairs have been confirmed. The Los Angeles Lakers beat the New Orleans Pelicans, 110-106, in the Play-In Tournament to secure the 7th seed to set up a first-round matchup with the Denver Nuggets. Meanwhile, the Sacramento Kings will host the Golden State Warriors in the second Western Conference NBA Play-In Tournament game. The winners secure the No. 8 seed in the NBA playoffs for its conference. EuroLeague Play-In: Baskonia-Virtus game schedule announced\", \"score\": 0.8473754, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"NBA Conference Finals Schedule: Full List of Games & Results\", \"url\": \"https://www.si.com/nba/nba-conference-finals-schedule-full-list-of-games-results\", \"content\": \"NBA Conference Finals Schedule: Full List of Games & Results NBA Conference Finals Schedule: Full List of Games & Results With the Minnesota\\' Timberwolves\\' epic comeback victory over the Denver Nuggets in Game 7, the 2024 NBA conference finals matchups are set. The Timberwolves will face off against the Dallas Mavericks, who dispatched the No. 1 seed Oklahoma City Thunder in six games, for a seat in the NBA Finals. In the other conference, the Boston Celtics will take on the Indiana Pacers, who pulled off their own big Game 7 win at Madison Square Garden to advance. | GAME | Game 1 | Game 2 | Game 3 | Game 4 | GAME | Game 1 | Game 2 | Game 3 | Game 4\", \"score\": 0.7859175, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"2024 Playoffs: West Finals | Timberwolves \u001b[0m\u001b[32m(\u001b[0m\u001b[32m3\u001b[0m\u001b[32m)\u001b[0m\u001b[32m vs. Mavericks \u001b[0m\u001b[32m(\u001b[0m\u001b[32m5\u001b[0m\u001b[32m)\u001b[0m\u001b[32m - NBA.com\", \"url\": \"https://www.nba.com/playoffs/2024/west-final\", \"content\": \"Mavericks \u001b[0m\u001b[32m(\u001b[0m\u001b[32m5\u001b[0m\u001b[32m)\u001b[0m\u001b[32m | NBA.com 2024-25 NBA CrunchTime NBA TV Draft Kings DFS NBA Bet Home NBA Store NBA Game Worn NBA Photo Store NBA Experiences NBA G League NBA 2K League NBA Play NBA Bet ### Doncic, Irving carry Mavs to NBA Finals Luka Doncic and Kyrie Irving pour in 36 points apiece to guide Dallas to its 1st appearance in the NBA Finals since 2011. ### Luka: \\'This is special, coming from the West\\' Luka Doncic with Ernie, Charles, Kenny & Shaq about the Mavs being NBA Finals-bound, his Game 5 play and more. NBA Organization NBA ID NBA Official NBA Careers NBA Initiatives NBA Cares NBA Foundation NBA Communications NBA Transactions NBA Auctions NBA Photostore\", \"score\": 0.7522497, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"NBA Western Conference Finals 2024: Schedule, Dates, and More\", \"url\": \"https://www.sportinglad.com/basketball/nba/nba-western-conference-finals-2024-schedule-dates-and-more/\", \"content\": \"The NBA Western Conference Finals 2024 is set to be a basketball spectacle that promises high stakes, thrilling plays, and unforgettable moments. As the season narrows down to the finest teams in the West, fans and analysts alike are on the edge of their seats, anticipating each game.\", \"score\": 0.7443038, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m]\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ │ \u001b[0m\u001b[33mtool_name\u001b[0m=\u001b[32m'brave_search'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ │ \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mturn_id\u001b[0m=\u001b[32m'2c478207-8183-45e7-bea5-dcdef0cd2dce'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcompleted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m507599\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstarted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m23\u001b[0m, \u001b[1;36m102744\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1;35mInferenceStep\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mapi_model_response\u001b[0m=\u001b[1;35mCompletionMessage\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'The teams that played in the NBA Western Conference Finals of 2024 were the Dallas Mavericks and the Minnesota Timberwolves.'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mstop_reason\u001b[0m=\u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mtool_calls\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstep_id\u001b[0m=\u001b[32m'b7fe26b7-9759-456f-af90-0f5f44797b98'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstep_type\u001b[0m=\u001b[32m'inference'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mturn_id\u001b[0m=\u001b[32m'2c478207-8183-45e7-bea5-dcdef0cd2dce'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcompleted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m90563\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstarted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m509026\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mturn_id\u001b[0m=\u001b[32m'2c478207-8183-45e7-bea5-dcdef0cd2dce'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mcompleted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m91365\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mTzInfo\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m-08\u001b[0m:\u001b[1;36m00\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33moutput_attachments\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1;35mTurn\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33minput_messages\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1;35mUserMessage\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'In which episode and season of South Park does Bill Cosby \u001b[0m\u001b[32m(\u001b[0m\u001b[32mBSM-471\u001b[0m\u001b[32m)\u001b[0m\u001b[32m first appear? Give me the number and title. Search the web for the answer.'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'user'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcontext\u001b[0m=\u001b[3;35mNone\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33moutput_message\u001b[0m=\u001b[1;35mCompletionMessage\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'Bill Cosby \u001b[0m\u001b[32m(\u001b[0m\u001b[32mBSM-471\u001b[0m\u001b[32m)\u001b[0m\u001b[32m first appears in the episode \"Trapper Keeper\" \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSeason 4, Episode 12\u001b[0m\u001b[32m)\u001b[0m\u001b[32m of South Park.'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mstop_reason\u001b[0m=\u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mtool_calls\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33msession_id\u001b[0m=\u001b[32m'61d2486a-da18-4f25-8591-c757a8b2b84b'\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mstarted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m28\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m108327\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.timezone\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mdatetime.timedelta\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdays\u001b[0m=\u001b[1;36m-1\u001b[0m, \u001b[33mseconds\u001b[0m=\u001b[1;36m57600\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33msteps\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1;35mInferenceStep\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mapi_model_response\u001b[0m=\u001b[1;35mCompletionMessage\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m''\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mstop_reason\u001b[0m=\u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mtool_calls\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ │ \u001b[0m\u001b[1;35mToolCall\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ │ │ \u001b[0m\u001b[33marguments\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'query'\u001b[0m: \u001b[32m'South Park Bill Cosby episode season'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ │ │ \u001b[0m\u001b[33mcall_id\u001b[0m=\u001b[32m'496a2a83-53a3-408e-914a-8d58f7a2d1b0'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ │ │ \u001b[0m\u001b[33mtool_name\u001b[0m=\u001b[32m'brave_search'\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstep_id\u001b[0m=\u001b[32m'79969675-3f43-496e-948d-332b34768f1d'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstep_type\u001b[0m=\u001b[32m'inference'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mturn_id\u001b[0m=\u001b[32m'4333b04a-020e-411e-8be3-ff81b6bf18a3'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcompleted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m15\u001b[0m, 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It aired on November 15, 2000.\u001b[0m\u001b[32m[\u001b[0m\u001b[32m1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m ... \\\\\"Bill Cosby\\\\\" then explains that the binder is a means to conquer the world in the future and wipe out all traces of humanity. \\\\\"Cosby\\\\\" himself is a cyborg from the future named BSM-471 with the task to destroy\", \"score\": 0.79369855, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Bill Cosby - South Park Archives - Cartman, Stan, Kenny, Kyle\", \"url\": \"https://southpark.wiki.gg/wiki/Bill_Cosby\", \"content\": \"Page Characters Other Characters All Characters Page information He first appear in the Season Five episode, \\\\\"Here Comes the Neighborhood\\\\\", as one of the wealthy African-Americans who move to South Park. Cosby \u001b[0m\u001b[32m(\u001b[0m\u001b[32mor a parody of him\u001b[0m\u001b[32m)\u001b[0m\u001b[32m also appears as the host of the show. \\\\\"Here Comes the Neighborhood\\\\\" - One of the many wealthy African-Americans who move to South Park. Pages that were created prior to August 2024 are from the South Park Archives Wiki.\", \"score\": 0.77589405, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Bill Cosby is Here to See You - South Park | South Park Studios US\", \"url\": \"https://southpark.cc.com/video-clips/wfot8s/south-park-bill-cosby-is-here-to-see-you\", \"content\": \"01:56 It\\'s Not About Music South ParkS18 E9 ------------------------------------------ At home, Randy sees the consequences of Lorde\\'s performance and calls the Record Producer to try and fix it. 01:24 Lorde\\'s Hologram South ParkS18 E9 -------------------------------------- The Record Producer reveals the truth about the music industry... South ParkS18 E9 --------------------------------------------- Randy catches Sharon with Tupac\\'s hologram. 01:37 I\\'ve Got Your Son, Lorde South ParkS18 E10 ----------------------------------------------- The Record Producer takes Stan and Kyle hostage. 01:05 Bill Cosby is Here to See You South ParkS18 E10 ---------------------------------------------------- Bill Cosby recruits Kyle and his hashtag for the big Holiday Special. 01:21 Lorde Is My Dad South ParkS18 E10 -------------------------------------- After trying to confront Cartman Bra, Stan finally reveals the truth about his dad.\", \"score\": 0.5331307, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Bill Cosby | South Park Archives | Fandom\", \"url\": \"https://southpark.fandom.com/wiki/Bill_Cosby\", \"content\": \"SIGN IN CHARACTERS SIGN IN Explore EXPLORE CHARACTERS SIGN IN TO EDIT Character Information For other uses, see Bill \u001b[0m\u001b[32m(\u001b[0m\u001b[32mDisambiguation\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Bill Cosby is elderly, having gray hair as well as various facial wrinkles. More Information: Criminal Celebrities More Information: Movie Celebrities Minor Characters from Season Four More information: List of Minor Characters from Season Four | Season Four Community content is available under CC-BY-SA unless otherwise noted. EXPLORE PROPERTIES FOLLOW US Terms of Use Global Sitemap Local Sitemap Follow on IG\", \"score\": 0.48323447, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Bill Cosby \u001b[0m\u001b[32m(\u001b[0m\u001b[32mBSM-471\u001b[0m\u001b[32m)\u001b[0m\u001b[32m - South Park Archives - Cartman, Stan, Kenny, Kyle\", \"url\": \"https://southpark.wiki.gg/wiki/Bill_Cosby_\u001b[0m\u001b[32m(\u001b[0m\u001b[32mBSM-471\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\", \"content\": \"Background. After Cartman shows off his new Dawson\\'s Creek Trapper Keeper Ultra Keeper Futura S 2000, the boys go on the bus only to find Bill Cosby along with them posing as a new 4th grade student. He claims to have been held back 10 years. 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\u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'Bill Cosby \u001b[0m\u001b[32m(\u001b[0m\u001b[32mBSM-471\u001b[0m\u001b[32m)\u001b[0m\u001b[32m first appears in the episode \"Trapper Keeper\" \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSeason 4, Episode 12\u001b[0m\u001b[32m)\u001b[0m\u001b[32m of South Park.'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mstop_reason\u001b[0m=\u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ │ \u001b[0m\u001b[33mtool_calls\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstep_id\u001b[0m=\u001b[32m'ca503c6f-e3ad-4eda-a114-fe64f89bc080'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mstep_type\u001b[0m=\u001b[32m'inference'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ 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"\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1;35mTurn\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33minput_messages\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1;35mUserMessage\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m\"What\u001b[0m\u001b[32m is the British-American kickboxer Andrew Tate's kickboxing name? Search the web for the answer.\"\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'user'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ │ \u001b[0m\u001b[33mcontext\u001b[0m=\u001b[3;35mNone\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33moutput_message\u001b[0m=\u001b[1;35mCompletionMessage\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mcontent\u001b[0m=\u001b[32m'Andrew Tate\\'s kickboxing name is \"King Cobra\".'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mrole\u001b[0m=\u001b[32m'assistant'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mstop_reason\u001b[0m=\u001b[32m'end_of_turn'\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[33mtool_calls\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ │ │ 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\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0\\\\u00a0Kickboxer, Commentator and BusinessmanDate of birth14 December 1986BirthplaceWashington D.C., United StatesAndrew Tate Age37 years old \u001b[0m\u001b[32m(\u001b[0m\u001b[32mas of 2024\u001b[0m\u001b[32m)\u001b[0m\u001b[32mNationalityBritish-AmericanZodiac SignSagittariusGenderMaleSchoolLocal School in Washington D.C., United StatesGirlfriend/SpouseNaghel GeorgianaSexual OrientationStraightNet worth$1000 Million Who is Andrew Tate? Andrew Tate is a British-American former professional kickboxing world champion businessman and media personality, who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate Age Andrew Tate was born on 1 December 1986 and is 37 years old. Andrew Tate\\\\u2019s Net Worth What is the net worth of Andrew Tate? Where is Andrew Tate from? How old is Andrew Tate?\", \"score\": 0.80698997, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"The Life Of Andrew Tate \u001b[0m\u001b[32m(\u001b[0m\u001b[32mBy Andrew Tate Himself ... - Sidekick Boxing\", \"url\": \"https://sidekickboxing.co.uk/the-life-of-andrew-king-cobra-tate/\", \"content\": \"Andrew Tate is a British-American former professional kickboxing world champion who fought in the cruiserweight and super cruiserweight divisions. Andrew Tate\\\\u2019s Kickboxing Career Andrew Tate in the Big Brother house Andrew Tate\\\\u2019s Kickboxing World Titles and his Sidekick boxing gloves Andrew Tate After Kickboxing Andrew Tate and his brother Tristan moved to Romania to set up their empire of businesses including trading in Bitcoin, Hustlers University, CobraTate.com, The Real World, and The War Room. From being a 4x kickboxing world champion to becoming the world\\\\u2019s most Googled man in the world with a private jet and over 33 cars, Andrew Tate\\\\u2019s life has been full of adventure.\", \"score\": 0.78194773, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Andrew Tate Bio, Wiki, Net Worth, Age, Family, MMA Career - Next Biography\", \"url\": \"https://www.nextbiography.com/andrew-tate/\", \"content\": \"Home \\\\u00bb Andrew Tate Bio, Wiki, Net Worth, Age, Family, MMA Career Andrew Tate is one of the most Googled people around the world. Before you cast your impression, keep reading to know more about Andrew Tate, the kickboxer, social media influencer, Big Brother contestant, and founder of \\\\u2018Hustlers University\\\\u2019. | Name | Andrew Tate | Who is Andrew Tate? Andrew Tate Career Andrew Tate Height & Weight Who is Andrew Tate? Andrew Tate is a British-American kickboxer, commentator, internet personality, and businessman. Andrew Tate Career Andrew Tate started his career as a kickboxer. Andrew Tate Height & Weight About us / Contact us / Disclaimer/ Privacy policy / Terms of Service\", \"score\": 0.73914057, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Andrew Tate \u001b[0m\u001b[32m(\u001b[0m\u001b[32m\\\\\"King Cobra\\\\\"\u001b[0m\u001b[32m)\u001b[0m\u001b[32m | MMA Fighter Page - Tapology\", \"url\": \"https://www.tapology.com/fightcenter/fighters/72139-andrew-tate\", \"content\": \"Andrew Tate \u001b[0m\u001b[32m(\u001b[0m\u001b[32m\\\\\"King Cobra\\\\\"\u001b[0m\u001b[32m)\u001b[0m\u001b[32m | MMA Fighter Page | Tapology Andrew \\\\\"King Cobra\\\\\" Tate Andrew Tate Name: Andrew Tate Height: 6\\'1\\\\\" \u001b[0m\u001b[32m(\u001b[0m\u001b[32m185cm\u001b[0m\u001b[32m)\u001b[0m\u001b[32m | Reach: Andrew Tate is ineligible for Tapology\\'s regional MMA rankings due to inactivity. Fighters must have at least one completed MMA bout in the past two years to be ranked. Andrew Tate MMA Fight Record Former top-ranked UFC fighter has called out Andrew Tate for having a paper title when it comes to combat... Andrew Tate \\\\u2022 All the biggest upcoming MMA & Boxing fights | UFC Fight Night | 02.01.2025, 12:00 PM ET | MMA Junkie: UFC Fight Night 249 video: Nine stoppages to open the year?! MMA Mania: Prochazka Vs. Hill: Odds, Full Fight Preview & Prediction\", \"score\": 0.6999322, \"raw_content\": null\u001b[0m\u001b[32m}\u001b[0m\u001b[32m, \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"title\": \"Andrew Tate\\'s Kickboxing Career & Biography - MMA Full Contact\", \"url\": \"https://www.mmafullcontact.com/andrew-tate-kickboxing/\", \"content\": \"Andrew Tate\\'s Kickboxing Career & Biography - MMA Full Contact Andrew Tate\\\\u2019s Kickboxing Career & Biography 2 Notable Opponents and Fights in Andrew Tate\\\\u2019s Kickboxing Career 4 Will Andrew Tate fight KSI? Notable Opponents and Fights in Andrew Tate\\\\u2019s Kickboxing Career Will Andrew Tate fight KSI? Similarly, Andrew Tate, known for his successful kickboxing career, has also shown interest in a potential fight with KSI. In conclusion, while there\\\\u2019s been plenty of interest and discussion about a potential boxing match between KSI and Andrew Tate, no official confirmation has been made as of now. 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"source": [ + "# query the agents session\n", + "from rich.pretty import pprint\n", + "session_response = client.agents.session.retrieve(\n", + " session_id=session_id,\n", + " agent_id=agent.agent_id,\n", + ")\n", + "\n", + "pprint(session_response)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f87a376d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3/3 user prompts are followed by a tool call to `brave_search`\n" + ] + } + ], + "source": [ + "num_tool_call = 0\n", + "for turn in session_response.turns:\n", + " for step in turn.steps:\n", + " if step.step_type == \"tool_execution\" and step.tool_calls[0].tool_name == \"brave_search\":\n", + " num_tool_call += 1\n", + "\n", + "print(f\"{num_tool_call}/{len(session_response.turns)} user prompts are followed by a tool call to `brave_search`\")" + ] + }, + { + "cell_type": "markdown", + "id": "ed69220f", + "metadata": {}, + "source": [ + "##### 3.1.3 Evaluate Agent Responses\n", + "\n", + "Now, we want to evaluate the agent's responses to the user prompts. \n", + "\n", + "1. First, we will process the agent's execution history into a list of rows that can be used for evaluation.\n", + "2. Next, we will label the rows with the expected answer.\n", + "3. Finally, we will use the `/scoring` API to score the agent's responses." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a2b293bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
[\n",
+              "│   {\n",
+              "│   │   'input_query': 'Which teams played in the NBA western conference finals of 2024. Search the web for the answer.',\n",
+              "│   │   'generated_answer': 'The teams that played in the NBA Western Conference Finals of 2024 were the Dallas Mavericks and the Minnesota Timberwolves.',\n",
+              "│   │   'expected_answer': 'Dallas Mavericks and the Minnesota Timberwolves'\n",
+              "│   },\n",
+              "│   {\n",
+              "│   │   'input_query': 'In which episode and season of South Park does Bill Cosby (BSM-471) first appear? Give me the number and title. Search the web for the answer.',\n",
+              "│   │   'generated_answer': 'Bill Cosby (BSM-471) first appears in the episode \"Trapper Keeper\" (Season 4, Episode 12) of South Park.',\n",
+              "│   │   'expected_answer': 'Season 4, Episode 12'\n",
+              "│   },\n",
+              "│   {\n",
+              "│   │   'input_query': \"What is the British-American kickboxer Andrew Tate's kickboxing name? Search the web for the answer.\",\n",
+              "│   │   'generated_answer': 'Andrew Tate\\'s kickboxing name is \"King Cobra\".',\n",
+              "│   │   'expected_answer': 'King Cobra'\n",
+              "│   }\n",
+              "]\n",
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ScoringScoreResponse(\n",
+              "│   results={\n",
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+              "│   │   │   score_rows=[{'score': 1.0}, {'score': 1.0}, {'score': 1.0}]\n",
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