Creating your first agentยถ
If you're looking to build your first agent using a few simple tools, this is a great place to start. In this cookbook example, we will create and run a simple agent that has access to a few web tools. This can be easily expanded to add more advanced tools and features. ๐
Install Dependenciesยถ
any-agent uses the python asyncio module to support async functionality. When running in Jupyter notebooks, this means we need to enable the use of nested event loops. We'll install any-agent and enable this below using nest_asyncio.
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%pip install 'any-agent'
import nest_asyncio
nest_asyncio.apply()
%pip install 'any-agent'
import nest_asyncio
nest_asyncio.apply()
/home/daavoo/any-agent/.venv/bin/python: No module named pip Note: you may need to restart the kernel to use updated packages.
Configure the Agentยถ
Now it's time to configure the agent! At this stage you have a few choices:
Pick the frameworkยถ
We support a variety of underlying agent frameworks (OpenAI, Smolagents, Langchain, TinyAgent, etc), which all have their own particular agentic AI implementations. For this tutorial's simple use case, any of the frameworks should work just fine, but any-agent makes it easy to try out a different framework later, if we so choose. For this example, we will use the TinyAgent framework.
Pick an LLMยถ
Regardless of which agent framework you choose, each framework supports LiteLLM, which is a proxy that allows us to use whichever LLM inside the framework, hosted on by any provider. For example, we could use a local model via llama.cpp or llamafile, a google hosted gemini model, or a AWS bedrock hosted Llama model. For this example, let's use Mistral AI's mistral/mistral-small-latest LLM.
Pick which tools to useยถ
In this tutorial, we will provide the agent with access to web searches and web page visits. In later examples we will show more advanced tool usage like Model Context Protocol (MCP) tool use or inter-agent communication using Agent-2-Agent (A2A).
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import os
from getpass import getpass
for key in ("MISTRAL_API_KEY", "TAVILY_API_KEY"):
if key not in os.environ:
print(f"{key} not found in environment!")
api_key = getpass("Please enter your MISTRAL_API_KEY: ")
os.environ[key] = api_key
print(f"{key} set for this session!")
else:
print(f"{key} found in environment.")
import os
from getpass import getpass
for key in ("MISTRAL_API_KEY", "TAVILY_API_KEY"):
if key not in os.environ:
print(f"{key} not found in environment!")
api_key = getpass("Please enter your MISTRAL_API_KEY: ")
os.environ[key] = api_key
print(f"{key} set for this session!")
else:
print(f"{key} found in environment.")
MISTRAL_API_KEY found in environment. TAVILY_API_KEY found in environment.
We will use Tavily web search. For it, you will need a (free) Tavily API key. Alternatively, you can import and use search_web (Duck Duck Go Search).
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from any_agent import AgentConfig, AnyAgent
from any_agent.tools import search_tavily
agent = AnyAgent.create(
"tinyagent", # See all options in https://mozilla-ai.github.io/any-agent/
AgentConfig(model_id="mistral/mistral-small-latest", tools=[search_tavily]),
)
from any_agent import AgentConfig, AnyAgent
from any_agent.tools import search_tavily
agent = AnyAgent.create(
"tinyagent", # See all options in https://mozilla-ai.github.io/any-agent/
AgentConfig(model_id="mistral/mistral-small-latest", tools=[search_tavily]),
)
/home/daavoo/any-agent/.venv/lib/python3.13/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 from .autonotebook import tqdm as notebook_tqdm
Run the Agentยถ
Now we've configured our agent, so it's time to run it! Let's give it a simple task: find 5 trending new TV shows that were released recently.
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agent_trace = agent.run(
"What are 5 tv shows that are trending in 2025? Check a few sites, and provide the name of the show, the exact release date, the genre, and a brief description of the show."
)
agent_trace = agent.run(
"What are 5 tv shows that are trending in 2025? Check a few sites, and provide the name of the show, the exact release date, the genre, and a brief description of the show."
)
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ CALL_LLM: mistral/mistral-small-latest โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ INPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ [ โ โ โ โ { โ โ โ โ "role": "system", โ โ โ โ "content": "You are an agent - please keep going until the user's query is completely resolved, before โ โ โ โ }, โ โ โ โ { โ โ โ โ "role": "user", โ โ โ โ "content": "What are 5 tv shows that are trending in 2025? Check a few sites, and provide the name of t โ โ โ โ } โ โ โ โ ] โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ [ โ โ โ โ { โ โ โ โ "tool.name": "search_tavily", โ โ โ โ "tool.args": "{\"query\": \"trending tv shows 2025\"}" โ โ โ โ } โ โ โ โ ] โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ USAGE โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "input_tokens": 362, โ โ โ โ "output_tokens": 21, โ โ โ โ "input_cost": 3.62e-05, โ โ โ โ "output_cost": 6.3e-06 โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ EXECUTE_TOOL: search_tavily โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ Input โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "query": "trending tv shows 2025" โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ Most popular TV shows - IMDb Eric Bana in Untamed (2025). 1 ( ) ยท Michael C. Hall in Dexter: Resurrection โ โ โ โ (2025). 2 ( ) ยท Malin Akerman and Brittany Snow in The Hunting Wives (2025). 3 ( 239) โ โ โ โ โ โ โ โ What are the best shows of 2025 so far? : r/television - Reddit Severance, The Studio, The Pitt, Dying For โ โ โ โ Sex, Andor, Righteous Gemstones, The Agency, Your Friends and Neighbors. โ โ โ โ โ โ โ โ 38 Of The Most Anticipated New & Returning TV Shows Of 2025 Image 16: 'Love Island USA' Season 6 reunion โ โ โ โ Image 23: Adam Scott in 'Severance' Season 2 Image 37: Will Poulter 'Black Mirror' Season 7 Image 38: Pedro โ โ โ โ Pascal in 'The Last of Us' Season 2 8 One Chicago: All Leads Set To Return Next Season As 'Chicago Fire' โ โ โ โ Trio Inks New Deals Image 52 ### 'Love Island UK' Adds Rugby Player Conor Philips To Season 12 Cast โ โ โ โ Following Surprise Islander Exit Image 57 As explained in our Privacy Policy, we and our ad partners โ โ โ โ collect certain information from our visitors through cookies and similar technologies and share it with โ โ โ โ third parties or combine it with information from other businesses to deliver more relevant ads to you and โ โ โ โ for related advertising activities. โ โ โ โ โ โ โ โ The 10 Best TV Shows of 2025 So Far - Rolling Stone And several our 10 best of the year so far are โ โ โ โ adventurous in other ways: a morally and politically complex drama set in the Star Wars universe; a โ โ โ โ miniseries where each episode was filmed in one continuous take; and a raunchy comedy about a womanโs quest โ โ โ โ for an orgasm that was also a tragedy about her dealing with terminal cancer. This month is a bit slow in โ โ โ โ terms of notable TV premieres, so use the time to catch up on one or more of these great shows โ listed โ โ โ โ here in alphabetical order โ before favorites like The Bear and Squid Game return. PMC, its service โ โ โ โ providers, and third-party partners collect information about you and how you use our services (including โ โ โ โ clicks and screen recordings) using first and third-party cookies, pixels, and similar technologies. โ โ โ โ โ โ โ โ The Best TV Shows of 2025 (So Far) - Variety Based on a true story and Carol Anne Leeโs biography, โA Fine โ โ โ โ Day for Hanging,โ BritBoxโs crime drama โA Cruel Love: The Ruth Ellis Storyโ is a devastating series about โ โ โ โ abuse, misogyny, trauma and the deep desire to love and be loved. Set in Los Angeles in 2018, the series โ โ โ โ follows track star Keisha Clark (Lovie Simone) and basketball player Justin Edwards (Michael Cooper Jr.) as โ โ โ โ they try to navigate their final high school years and their burgeoning romantic relationship. Three years โ โ โ โ after its first season elevated his brain-bending performance art to new heights, Nathan Fielder soared โ โ โ โ even higher for Season 2 of his HBO series โ specifically, to the skies. โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ CALL_LLM: mistral/mistral-small-latest โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ [ โ โ โ โ { โ โ โ โ "tool.name": "search_tavily", โ โ โ โ "tool.args": "{\"query\": \"Untamed 2025\"}" โ โ โ โ }, โ โ โ โ { โ โ โ โ "tool.name": "search_tavily", โ โ โ โ "tool.args": "{\"query\": \"Dexter: Resurrection 2025\"}" โ โ โ โ }, โ โ โ โ { โ โ โ โ "tool.name": "search_tavily", โ โ โ โ "tool.args": "{\"query\": \"The Hunting Wives 2025\"}" โ โ โ โ } โ โ โ โ ] โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ USAGE โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "input_tokens": 1204, โ โ โ โ "output_tokens": 61, โ โ โ โ "input_cost": 0.0001204, โ โ โ โ "output_cost": 1.8299999999999998e-05 โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ EXECUTE_TOOL: search_tavily โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ Input โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "query": "Untamed 2025" โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ Untamed (TV series) - Wikipedia It was released on July 17, 2025 on Netflix. In July 2025, the series was โ โ โ โ renewed for a second season. Untamed. Genre. โ โ โ โ โ โ โ โ Untamed (TV Mini Series 2025โ ) - IMDb Untamed: With Eric Bana, Sam Neill, Rosemarie DeWitt, Lily Santiago. โ โ โ โ A National Parks Service agent investigates a brutal death at Yosemite National Park. โ โ โ โ โ โ โ โ Watch UNTAMED | Netflix Official Site UNTAMED. 2025; 1 Season; TV-MA; Thriller. In the vast expanse of โ โ โ โ Yosemite National Park, a woman's death draws a federal agent into lawless terrain โ where โ โ โ โ โ โ โ โ UNTAMED | Official Trailer | Netflix - YouTube ... UNTAMED | Official Trailer | Netflix https ... All โ โ โ โ Comic-Con Movie Trailers (2025) Official. MovieGasm โค com New โ โ โ โ โ โ โ โ Limited Series โ Untamed - Rotten Tomatoes Wrangled by Eric Bana's steady star power, Untamed's solid โ โ โ โ murder mystery is elevated by the visually sumptuous backdrop of its Yosemite National Park milieu. โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ EXECUTE_TOOL: search_tavily โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ Input โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "query": "Dexter: Resurrection 2025" โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ Dexter: Resurrection - Wikipedia It premiered on July 11, 2025 on Paramount+ with Showtime. Dexter: โ โ โ โ Resurrection. Genre. Crime drama ยท Mystery. Based on. โ โ โ โ โ โ โ โ 'Dexter: Resurrection' review: The show is back, and Michael C. Hall ... 'Resurrection' brings 'Dexter' โ โ โ โ back to life โ and Michael C. Hall is better than ever. July 25, 202511:56 AM ET. โ โ โ โ โ โ โ โ Dexter: Resurrection (TV Series 2025โ ) - IMDb Dexter Morgan awakens from a coma and sets out for New York โ โ โ โ City, determined to find Harrison and make things right. โ โ โ โ โ โ โ โ Dexter: Resurrection | Inside the Series | SHOWTIME on Paramount+ ... Dexter #DexterResurrection โ โ โ โ #ParamountPlus #SHOWTIME Dexter: Resurrection | Inside ... NEW UPCOMING MOVIES (2025) Trailer. MovieGasm โค โ โ โ โ comโข1.2M โ โ โ โ โ โ โ โ Dexter: Resurrection - Showtime - Watch on Paramount Plus Dexter Morgan awakens from a coma and sets out โ โ โ โ for NYC to find Harrison. Starring: Michael C. Hall, Peter Dinklage, Uma Thurman, Jack Alcott, David Zayas. โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ EXECUTE_TOOL: search_tavily โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ Input โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "query": "The Hunting Wives 2025" โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ The Hunting Wives - Wikipedia The series premiered on Netflix on July 21, 2025. The Hunting Wives. Genre, โ โ โ โ Drama. Created by, Rebecca Cutter. Based on, The โ โ โ โ โ โ โ โ The Hunting Wives Cast and Plot - Netflix Tudum ... Know About The Hunting Wives. The thriller series stars โ โ โ โ Malin ร kerman, Brittany Snow, Dermot Mulroney, and Chrissy Metz. By Ingrid Ostby. July 21, 2025. โ โ โ โ โ โ โ โ Watch The Hunting Wives | Netflix The Hunting Wives. 2025; 8 Episodes; โจTV-MAโฉ; Drama. Sophie trades New โ โ โ โ England for East Texas and falls into a wealthy socialite's magnetic orbit โ where a โ โ โ โ โ โ โ โ The Hunting Wives (TV Series 2025 - IMDb Sophie O'Neil moves to deep East Texas, and she succumbs to โ โ โ โ socialite Margo's charms. Her life is soon consumed by obsession, seduction and murder. โ โ โ โ โ โ โ โ 'The Hunting Wives' Is Soapy, Sultry Fun - The New York Times The new Netflix Texas murder mystery, โ โ โ โ starring an irresistible Malin Akerman, is deliciously and audaciously not safe for work. โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
โญโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ CALL_LLM: mistral/mistral-small-latest โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โญโ OUTPUT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ Here are 3 trending TV shows in 2025: โ โ โ โ โ โ โ โ 1 Untamed โ โ โ โ โข Release Date: July 17, 2025 โ โ โ โ โข Genre: Thriller โ โ โ โ โข Description: A National Parks Service agent investigates a brutal death at Yosemite National Park. โ โ โ โ The series is known for its solid murder mystery and visually sumptuous backdrop of Yosemite National โ โ โ โ Park. โ โ โ โ โข Starring: Eric Bana, Sam Neill, Rosemarie DeWitt, Lily Santiago โ โ โ โ 2 Dexter: Resurrection โ โ โ โ โข Release Date: July 11, 2025 โ โ โ โ โข Genre: Crime drama, Mystery โ โ โ โ โข Description: Dexter Morgan awakens from a coma and sets out for New York City, determined to find โ โ โ โ Harrison and make things right. โ โ โ โ โข Starring: Michael C. Hall, Peter Dinklage, Uma Thurman, Jack Alcott, David Zayas โ โ โ โ 3 The Hunting Wives โ โ โ โ โข Release Date: July 21, 2025 โ โ โ โ โข Genre: Drama โ โ โ โ โข Description: Sophie O'Neil moves to deep East Texas and falls into the magnetic orbit of a wealthy โ โ โ โ socialite, leading to a life consumed by obsession, seduction, and murder. โ โ โ โ โข Starring: Malin ร kerman, Brittany Snow, Dermot Mulroney, Chrissy Metz โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โ โญโ USAGE โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฎ โ โ โ { โ โ โ โ "input_tokens": 2419, โ โ โ โ "output_tokens": 306, โ โ โ โ "input_cost": 0.0002419, โ โ โ โ "output_cost": 9.18e-05 โ โ โ โ } โ โ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ โ โฐโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฏ
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The agent.run method returns an AgentTrace object, which has a few convenient attributes for displaying some interesting information about the run.
Inย [5]:
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print(agent_trace.final_output) # Final answer
print(f"Duration: {agent_trace.duration.total_seconds():.2f} seconds")
print(f"Usage: {agent_trace.tokens.total_tokens:,}")
print(f"Cost (USD): {agent_trace.cost.total_cost:.6f}")
print(agent_trace.final_output) # Final answer
print(f"Duration: {agent_trace.duration.total_seconds():.2f} seconds")
print(f"Usage: {agent_trace.tokens.total_tokens:,}")
print(f"Cost (USD): {agent_trace.cost.total_cost:.6f}")
Here are 3 trending TV shows in 2025: 1. **Untamed** - **Release Date:** July 17, 2025 - **Genre:** Thriller - **Description:** A National Parks Service agent investigates a brutal death at Yosemite National Park. The series is known for its solid murder mystery and visually sumptuous backdrop of Yosemite National Park. - **Starring:** Eric Bana, Sam Neill, Rosemarie DeWitt, Lily Santiago 2. **Dexter: Resurrection** - **Release Date:** July 11, 2025 - **Genre:** Crime drama, Mystery - **Description:** Dexter Morgan awakens from a coma and sets out for New York City, determined to find Harrison and make things right. - **Starring:** Michael C. Hall, Peter Dinklage, Uma Thurman, Jack Alcott, David Zayas 3. **The Hunting Wives** - **Release Date:** July 21, 2025 - **Genre:** Drama - **Description:** Sophie O'Neil moves to deep East Texas and falls into the magnetic orbit of a wealthy socialite, leading to a life consumed by obsession, seduction, and murder. - **Starring:** Malin ร kerman, Brittany Snow, Dermot Mulroney, Chrissy Metz Duration: 12.28 seconds Usage: 4,373 Cost (USD): 0.000515