Reflection¶
In the context of LLM agent building, reflection refers to the process of prompting an LLM to observe its past steps (along with potential observations from tools/the environment) to assess the quality of the chosen actions. This is then used downstream for things like re-planning, search, or evaluation.
This notebook demonstrates a very simple form of reflection in LangGraph.
Prerequisites¶
We will be using a basic agent with a search tool here.
Setup¶
Load env vars¶
Add a .env variable in the root of the repo folder with your variables.
Generate¶
For our example, we will create a "5 paragraph essay" generator. First, create the generator:
import { ChatFireworks } from "@langchain/community/chat_models/fireworks";
import {
ChatPromptTemplate,
MessagesPlaceholder,
} from "@langchain/core/prompts";
const prompt = ChatPromptTemplate.fromMessages([
[
"system",
`You are an essay assistant tasked with writing excellent 5-paragraph essays.
Generate the best essay possible for the user's request.
If the user provides critique, respond with a revised version of your previous attempts.`,
],
new MessagesPlaceholder("messages"),
]);
const llm = new ChatFireworks({
model: "accounts/fireworks/models/firefunction-v2",
temperature: 0,
modelKwargs: {
max_tokens: 32768,
},
});
const essayGenerationChain = prompt.pipe(llm);
import { AIMessage, BaseMessage, HumanMessage } from "@langchain/core/messages";
let essay = "";
const request = new HumanMessage({
content:
"Write an essay on why the little prince is relevant in modern childhood",
});
for await (
const chunk of await essayGenerationChain.stream({
messages: [request],
})
) {
console.log(chunk.content);
essay += chunk.content;
}
The Little
Prince, a
novella written
by Antoine de
Saint-Ex
upéry in
1943
, has been
a beloved classic
for generations of
children and adults
alike. Despite
being written over
80 years
ago,
the story
remains remarkably
relevant to modern
childhood. This
essay will explore
the ways in
which The Little
Prince continues to
resonate with
children today,
highlighting its timeless
themes, rel
atable characters,
and poignant commentary
on the
human experience.
One of the
primary reasons The
Little Prince remains
relevant is its
exploration of universal
themes that transcend
time and culture
. The story
delves into
complex emotions such
as loneliness,
friendship, and
the importance of
human connection.
These themes are
just as relevant
today as
they were
when the
book was first
published. Children
today face many
of the same
challenges as the
Little Prince,
including feeling isolated
and struggling to
form meaningful relationships
. The nov
ella's exploration
of these themes
provides a rel
atable and comforting
narrative for young
readers.
The
characters in The
Little Prince are
also remarkably rel
atable to modern
children. The
Little Prince himself
is a curious
and adventurous young
boy who embodies
the
sense of
wonder and
curiosity that
defines childhood
. His
relationships with the
various characters
he encounters
on
his journey
, including
the fox and
the rose,
serve as powerful
reminders of the
importance of empathy
, kindness,
and understanding.
These characters,
along with the
Little Prince,
provide a diverse
and inclusive cast
that reflects the
complexity of modern
childhood.
Furthermore
, The Little
Prince offers a
poignant commentary on
the human experience
that is just
as relevant today
as it was
when the book
was first
published.
The novella
's exploration
of the adult
world,
with its
emphasis on material
possessions and superficial
relationships, serves
as a powerful
critique of modern
society. The
Little Prince
's observations
on
the adult
world,
including his famous
line "You
see, grown
-ups never understand
anything by themselves
, and it
is exhausting for
children
to be
always and
forever explaining things
to them,"
remain a
powerful commentary
on the challenges
of growing up
and navigating the
complexities of adulthood
.
In conclusion
, The Little
Prince remains a
remarkably relevant and
powerful work of
children's literature
. Its exploration
of universal themes
, relatable
characters, and
poignant commentary on
the human experience
make it a
must-read for
children today.
As a work
of literature,
it continues to
inspire and comfort
young readers,
providing a powerful
reminder of the
importance of empathy
, kindness,
and understanding
. As a
cultural artifact,
it serves as
a powerful commentary
on the challenges
of growing up
and navigating the
complexities of modern
society.
Reflect¶
const reflectionPrompt = ChatPromptTemplate.fromMessages([
[
"system",
`You are a teacher grading an essay submission.
Generate critique and recommendations for the user's submission.
Provide detailed recommendations, including requests for length, depth, style, etc.`,
],
new MessagesPlaceholder("messages"),
]);
const reflect = reflectionPrompt.pipe(llm);
let reflection = "";
for await (
const chunk of await reflect.stream({
messages: [request, new HumanMessage({ content: essay })],
})
) {
console.log(chunk.content);
reflection += chunk.content;
}
The essay
provides a
good overview of
the relevance of
The Little Prince
in modern childhood
. However,
there are some
areas that need
improvement. Firstly
, the introduction
could be stronger
. Instead of
simply stating that
the book is
a classic,
try to provide
a more nuanced
explanation of its
enduring popularity.
Additionally, the
body paragraphs could
be more detailed
and provide more
specific examples from
the text to
support the arguments
.
In terms
of style,
the writing is
clear and concise
, but could
benefit from more
varied sentence structures
and vocabulary.
The use of
transitions between paragraphs
could also be
improved to create
a
more cohesive
flow.
One area that
could be explored
further is the
way in which
The Little Prince
reflects the experiences
of modern children
. While the
essay touches on
this, it
could be developed
more fully to
provide
a more
nuanced understanding
of how the
book continues to
resonate with young
readers.
Overall
, the essay
provides a good
foundation for exploring
the relevance of
The Little Prince
in modern childhood
. With some
revisions to address
the areas mentioned
above, it
could be even
stronger.
Grade
: B
+
Recommendations
:
* Rev
ise the introduction
to provide a
more nuanced explanation
of the book
's enduring popularity
.
* Provide
more specific examples
from the text
to support the
arguments
in the
body paragraphs
.
* V
ary sentence structures
and vocabulary to
create a more
engaging writing style
.
* Explore
the way in
which The Little
Prince reflects the
experiences of modern
children in more
detail.
*
Improve transitions between
paragraphs to create
a more cohesive
flow.
Length
: The essay
is a good
length, but
could be expanded
to provide more
detail and examples
.
Depth:
The essay provides
a good overview
of the relevance
of The Little
Prince, but
could delve deeper
into the themes
and characters to
provide a more
nuanced understanding.
Style: The
writing is clear
and concise
,
but could
benefit from
more varied sentence
structures and vocabulary
.
Overall
, the essay
provides a good
foundation for exploring
the relevance of
The Little Prince
in modern childhood
. With some
revisions to address
the areas mentioned
above, it
could be even
stronger.
Repeat¶
And... that's all there is too it! You can repeat in a loop for a fixed number of steps, or use an LLM (or other check) to decide when the finished product is good enough.
let stream = await essayGenerationChain.stream({
messages: [
request,
new AIMessage({ content: essay }),
new HumanMessage({ content: reflection }),
],
});
for await (const chunk of stream) {
console.log(chunk.content);
}
Here is
a revised
version of
the essay that
addresses the areas
mentioned above:
The Little Prince
, a nov
ella written by
Antoine de Saint
-Exup
éry in
1943,
has captivated
the hearts of
readers of all
ages with its
poignant and timeless
tale of friendship
, love,
and the human
experience. One
of the primary
reasons for its enduring
popularity is its
ability to tap
into the universal
emotions and experiences
that define childhood
. The story
's exploration of
complex themes such
as loneliness,
friendship, and
the importance of
human connection reson
ates deeply with
children today,
who face many
of the same
challenges as the
Little Prince.
One of the
most relatable
aspects of
The Little
Prince is
its
exploration of
the complexities
of human relationships
. The Little
Prince's journey
to different planets
, where he
encounters various strange
characters,
serves as
a powerful metaphor
for the challenges
of forming meaningful
connections with others
. For example
, his relationship
with the fox
, who teaches
him the importance
of human connection
and the value
of friendship,
is a powerful
reminder of the
importance of empathy
and understanding in
building strong relationships
. This theme
is particularly relevant
in modern childhood
, where children
are often encouraged
to focus on
individual achievement and
success, rather
than building strong
relationships with others
.
Furthermore,
The Little Prince
offers a powerful
commentary on the
adult world,
which is just
as relevant today
as it was
when the book
was first published
. The nov
ella's exploration
of the superficial
ity of adult
relationships, where
people are often
more concerned with
material possessions and
appearances than with
genuine human connection
, serves as
a powerful critique
of modern society
. The Little
Prince's observations
on the adult
world, including
his famous line
"You see
, grown-ups
never understand anything
by themselves,
and it is
exhausting for children
to be always
and forever explaining
things to them
," remain a
powerful commentary on
the challenges of
growing up and
navigating the complexities
of adulthood.
In addition to
its exploration of
universal themes and
relatable characters
, The Little
Prince also reflects
the experiences of
modern children in
a number of
ways. For
example, the
Little Prince's
sense of wonder
and curiosity,
as well as
his desire for
adventure and exploration
, are all
qualities that are
highly valued in
modern childhood.
Furthermore, the
novella's
exploration of the
importance of human
connection and empathy
is particularly relevant
in modern childhood
, where children
are often encouraged
to
focus on
individual achievement
and success,
rather than building strong
relationships with
others.
In
conclusion,
The Little
Prince remains a
remarkably relevant and
powerful work of
children's literature
. Its exploration
of universal themes
, relatable
characters, and
poignant commentary on
the human experience
make it a
must-read for
children today.
As a work
of literature
, it
continues to inspire
and comfort young
readers, providing
a powerful reminder
of the importance
of empathy,
kindness, and
understanding. As
a cultural artifact
, it serves
as a powerful
commentary on the
challenges of growing
up and navigating
the complexities of
modern society.
Define graph¶
Now that we've shown each step in isolation, we can wire it up in a graph.
import { END, MemorySaver, StateGraph, START, Annotation } from "@langchain/langgraph";
// Define the top-level State interface
const State = Annotation.Root({
messages: Annotation<BaseMessage[]>({
reducer: (x, y) => x.concat(y),
})
})
const generationNode = async (state: typeof State.State) => {
const { messages } = state;
return {
messages: [await essayGenerationChain.invoke({ messages })],
};
};
const reflectionNode = async (state: typeof State.State) => {
const { messages } = state;
// Other messages we need to adjust
const clsMap: { [key: string]: new (content: string) => BaseMessage } = {
ai: HumanMessage,
human: AIMessage,
};
// First message is the original user request. We hold it the same for all nodes
const translated = [
messages[0],
...messages
.slice(1)
.map((msg) => new clsMap[msg._getType()](msg.content.toString())),
];
const res = await reflect.invoke({ messages: translated });
// We treat the output of this as human feedback for the generator
return {
messages: [new HumanMessage({ content: res.content })],
};
};
// Define the graph
const workflow = new StateGraph(State)
.addNode("generate", generationNode)
.addNode("reflect", reflectionNode)
.addEdge(START, "generate");
const shouldContinue = (state: typeof State.State) => {
const { messages } = state;
if (messages.length > 6) {
// End state after 3 iterations
return END;
}
return "reflect";
};
workflow
.addConditionalEdges("generate", shouldContinue)
.addEdge("reflect", "generate");
const app = workflow.compile({ checkpointer: new MemorySaver() });
const checkpointConfig = { configurable: { thread_id: "my-thread" } };
stream = await app.stream(
{
messages: [
new HumanMessage({
content:
"Generate an essay on the topicality of The Little Prince and its message in modern life",
}),
]
},
checkpointConfig,
);
for await (const event of stream) {
for (const [key, _value] of Object.entries(event)) {
console.log(`Event: ${key}`);
// Uncomment to see the result of each step.
// console.log(value.map((msg) => msg.content).join("\n"));
console.log("\n------\n");
}
}
Event: generate
------
Event: reflect
------
Event: generate
------
Event: reflect
------
Event: generate
------
Event: reflect
------
Event: generate
------
const snapshot = await app.getState(checkpointConfig);
console.log(
snapshot.values.messages
.map((msg: BaseMessage) => msg.content)
.join("\n\n\n------------------\n\n\n"),
);
Generate an essay on the topicality of The Little Prince and its message in modern life
------------------
The Little Prince, a novella written by Antoine de Saint-Exupéry in 1943, has remained a timeless classic, captivating readers of all ages with its poignant and thought-provoking themes. Despite being written over seven decades ago, the story's message continues to resonate with modern society, making it a topical and relevant work of literature.
One of the primary reasons for The Little Prince's enduring popularity is its exploration of the human condition. The novella delves into the complexities of adult relationships, highlighting the superficiality and materialism that often characterize them. The Little Prince's encounters with various strange characters on different planets serve as a commentary on the flaws of modern society, where people often prioritize wealth, power, and status over genuine human connections. This critique of modern society remains pertinent today, as people continue to struggle with the pressures of social media, consumerism, and the pursuit of material success.
Furthermore, The Little Prince's emphasis on the importance of human relationships and emotional connections is a message that resonates deeply with modern audiences. In an era where technology has made it easier to connect with others, yet simultaneously created a sense of isolation and disconnection, the novella's themes of love, friendship, and empathy are more relevant than ever. The story encourages readers to reevaluate their priorities and focus on building meaningful relationships, rather than getting caught up in the superficialities of modern life.
The Little Prince's exploration of the environment and our responsibility towards it is another aspect of the novella that remains topical today. The character's concern for the well-being of his own planet and his desire to protect it from harm serves as a powerful metaphor for the environmental crises facing our world. As we grapple with the consequences of climate change, deforestation, and pollution, the novella's message about the importance of preserving our planet's natural beauty and resources is more urgent than ever.
In conclusion, The Little Prince's themes of human relationships, emotional connections, and environmental responsibility continue to resonate with modern audiences, making it a topical and relevant work of literature. As we navigate the complexities of modern life, the novella's message serves as a powerful reminder of the importance of prioritizing what truly matters: love, friendship, and the well-being of our planet.
------------------
The essay provides a good overview of the topicality of The Little Prince and its message in modern life. However, there are some areas that need improvement.
Firstly, the introduction could be stronger. Instead of simply stating that the novella is a timeless classic, the writer could provide more context about its enduring popularity and why it remains relevant today.
Secondly, the body paragraphs could be more detailed and nuanced. For example, the writer could provide more examples from the novella to support their arguments about the human condition, relationships, and the environment. Additionally, the writer could explore the implications of these themes in more depth, such as how they relate to contemporary issues like social media, consumerism, and climate change.
Thirdly, the conclusion could be more concise and impactful. Instead of simply restating the main points, the writer could summarize the key takeaways and provide a final thought or call to action.
In terms of style, the writing is clear and concise, but could benefit from more varied sentence structures and vocabulary. Additionally, the writer could use more transitions to connect the different paragraphs and ideas.
Overall, the essay provides a good foundation for exploring the topicality of The Little Prince, but could benefit from more depth, nuance, and attention to style.
Grade: B+
Recommendations:
* Provide more context and background information in the introduction to set up the essay.
* Use more specific examples and details from the novella to support arguments in the body paragraphs.
* Explore the implications of the themes in more depth and relate them to contemporary issues.
* Use more varied sentence structures and vocabulary to improve style.
* Use transitions to connect the different paragraphs and ideas.
* Summarize key takeaways and provide a final thought or call to action in the conclusion.
Length: 500-750 words
Depth: 7/10
Style: 6/10
Overall, the essay provides a good foundation for exploring the topicality of The Little Prince, but could benefit from more depth, nuance, and attention to style.
------------------
Here is a revised version of the essay that addresses the critique provided:
The Little Prince, a novella written by Antoine de Saint-Exupéry in 1943, has captivated readers of all ages with its poignant and thought-provoking themes. Despite being written over seven decades ago, the story's message continues to resonate with modern society, making it a timeless classic that remains relevant today. One of the primary reasons for its enduring popularity is its ability to tap into the universal human experiences of love, friendship, and the search for meaning. As a result, the novella has become a cultural touchstone, with its themes and characters continuing to inspire and influence contemporary art, literature, and popular culture.
One of the most striking aspects of The Little Prince is its exploration of the human condition. The novella delves into the complexities of adult relationships, highlighting the superficiality and materialism that often characterize them. For example, the character of the businessman, who is so consumed by his own importance that he fails to see the beauty of the stars, serves as a powerful commentary on the flaws of modern society. Similarly, the character of the king, who is so obsessed with his own power and authority that he neglects the needs of his subjects, highlights the dangers of unchecked ambition and the importance of empathy and compassion. These critiques of modern society remain pertinent today, as people continue to struggle with the pressures of social media, consumerism, and the pursuit of material success.
Furthermore, The Little Prince's emphasis on the importance of human relationships and emotional connections is a message that resonates deeply with modern audiences. In an era where technology has made it easier to connect with others, yet simultaneously created a sense of isolation and disconnection, the novella's themes of love, friendship, and empathy are more relevant than ever. For example, the Little Prince's relationship with the rose, which is characterized by a deep sense of love and responsibility, serves as a powerful metaphor for the importance of nurturing and caring for others. Similarly, the character of the fox, who teaches the Little Prince about the importance of human connection and the value of relationships, highlights the need for empathy and understanding in our interactions with others.
The Little Prince's exploration of the environment and our responsibility towards it is another aspect of the novella that remains topical today. The character's concern for the well-being of his own planet and his desire to protect it from harm serves as a powerful metaphor for the environmental crises facing our world. As we grapple with the consequences of climate change, deforestation, and pollution, the novella's message about the importance of preserving our planet's natural beauty and resources is more urgent than ever. For example, the character of the lamplighter, who is so consumed by his own routine that he fails to see the beauty of the stars, serves as a powerful commentary on the dangers of complacency and the importance of taking action to protect our planet.
In conclusion, The Little Prince's themes of human relationships, emotional connections, and environmental responsibility continue to resonate with modern audiences, making it a timeless classic that remains relevant today. As we navigate the complexities of modern life, the novella's message serves as a powerful reminder of the importance of prioritizing what truly matters: love, friendship, and the well-being of our planet. Ultimately, The Little Prince encourages us to reevaluate our priorities and focus on building meaningful relationships, rather than getting caught up in the superficialities of modern life. By doing so, we can create a more compassionate, empathetic, and sustainable world for ourselves and for future generations.
------------------
The revised essay provides a more detailed and nuanced exploration of the topicality of The Little Prince and its message in modern life. The writer has addressed the critique provided by adding more specific examples and details from the novella to support their arguments, and by exploring the implications of the themes in more depth.
One of the strengths of the revised essay is its ability to provide a more detailed and nuanced exploration of the human condition. The writer has done a good job of highlighting the complexities of adult relationships and the dangers of superficiality and materialism. The use of specific examples from the novella, such as the character of the businessman and the king, adds depth and nuance to the argument.
The revised essay also does a good job of exploring the importance of human relationships and emotional connections in modern life. The writer has provided more specific examples from the novella, such as the Little Prince's relationship with the rose and the character of the fox, to support their argument. The use of these examples adds depth and nuance to the argument and helps to make it more relatable to modern audiences.
The revised essay also does a good job of exploring the environmental themes in the novella and their relevance to modern life. The writer has provided more specific examples from the novella, such as the character of the lamplighter, to support their argument. The use of these examples adds depth and nuance to the argument and helps to make it more relatable to modern audiences.
One area for improvement is the conclusion. While the writer has done a good job of summarizing the main points, the conclusion could be more concise and impactful. The writer could consider ending with a more thought-provoking question or a call to action to leave the reader with a lasting impression.
Overall, the revised essay provides a more detailed and nuanced exploration of the topicality of The Little Prince and its message in modern life. The writer has done a good job of addressing the critique provided and has added more depth and nuance to the argument.
Grade: A-
Recommendations:
* Consider ending the conclusion with a more thought-provoking question or a call to action to leave the reader with a lasting impression.
* Use more varied sentence structures and vocabulary to improve style.
* Consider adding more transitions to connect the different paragraphs and ideas.
Length: 750-1000 words
Depth: 9/10
Style: 8/10
------------------
Here is a revised version of the essay that addresses the critique provided:
The Little Prince, a novella written by Antoine de Saint-Exupéry in 1943, has captivated readers of all ages with its poignant and thought-provoking themes. Despite being written over seven decades ago, the story's message continues to resonate with modern society, making it a timeless classic that remains relevant today. One of the primary reasons for its enduring popularity is its ability to tap into the universal human experiences of love, friendship, and the search for meaning. As a result, the novella has become a cultural touchstone, with its themes and characters continuing to inspire and influence contemporary art, literature, and popular culture.
One of the most striking aspects of The Little Prince is its exploration of the human condition. The novella delves into the complexities of adult relationships, highlighting the superficiality and materialism that often characterize them. For example, the character of the businessman, who is so consumed by his own importance that he fails to see the beauty of the stars, serves as a powerful commentary on the flaws of modern society. Similarly, the character of the king, who is so obsessed with his own power and authority that he neglects the needs of his subjects, highlights the dangers of unchecked ambition and the importance of empathy and compassion. These critiques of modern society remain pertinent today, as people continue to struggle with the pressures of social media, consumerism, and the pursuit of material success.
Furthermore, The Little Prince's emphasis on the importance of human relationships and emotional connections is a message that resonates deeply with modern audiences. In an era where technology has made it easier to connect with others, yet simultaneously created a sense of isolation and disconnection, the novella's themes of love, friendship, and empathy are more relevant than ever. For example, the Little Prince's relationship with the rose, which is characterized by a deep sense of love and responsibility, serves as a powerful metaphor for the importance of nurturing and caring for others. Similarly, the character of the fox, who teaches the Little Prince about the importance of human connection and the value of relationships, highlights the need for empathy and understanding in our interactions with others.
The Little Prince's exploration of the environment and our responsibility towards it is another aspect of the novella that remains topical today. The character's concern for the well-being of his own planet and his desire to protect it from harm serves as a powerful metaphor for the environmental crises facing our world. As we grapple with the consequences of climate change, deforestation, and pollution, the novella's message about the importance of preserving our planet's natural beauty and resources is more urgent than ever. For example, the character of the lamplighter, who is so consumed by his own routine that he fails to see the beauty of the stars, serves as a powerful commentary on the dangers of complacency and the importance of taking action to protect our planet.
In conclusion, The Little Prince's themes of human relationships, emotional connections, and environmental responsibility continue to resonate with modern audiences, making it a timeless classic that remains relevant today. As we navigate the complexities of modern life, the novella's message serves as a powerful reminder of the importance of prioritizing what truly matters: love, friendship, and the well-being of our planet. Ultimately, The Little Prince encourages us to reevaluate our priorities and focus on building meaningful relationships, rather than getting caught up in the superficialities of modern life. By doing so, we can create a more compassionate, empathetic, and sustainable world for ourselves and for future generations. As we look to the future, we would do well to remember the Little Prince's wise words: "You become responsible, forever, for what you have tamed."
------------------
The revised essay provides a more detailed and nuanced exploration of the topicality of The Little Prince and its message in modern life. The writer has addressed the critique provided by adding more specific examples and details from the novella to support their arguments, and by exploring the implications of the themes in more depth.
One of the strengths of the revised essay is its ability to provide a more detailed and nuanced exploration of the human condition. The writer has done a good job of highlighting the complexities of adult relationships and the dangers of superficiality and materialism. The use of specific examples from the novella, such as the character of the businessman and the king, adds depth and nuance to the argument.
The revised essay also does a good job of exploring the importance of human relationships and emotional connections in modern life. The writer has provided more specific examples from the novella, such as the Little Prince's relationship with the rose and the character of the fox, to support their argument. The use of these examples adds depth and nuance to the argument and helps to make it more relatable to modern audiences.
The revised essay also does a good job of exploring the environmental themes in the novella and their relevance to modern life. The writer has provided more specific examples from the novella, such as the character of the lamplighter, to support their argument. The use of these examples adds depth and nuance to the argument and helps to make it more relatable to modern audiences.
The conclusion is also well-written and effectively summarizes the main points of the essay. The use of the Little Prince's quote at the end adds a nice touch and helps to drive home the importance of prioritizing what truly matters in life.
Overall, the revised essay provides a more detailed and nuanced exploration of the topicality of The Little Prince and its message in modern life. The writer has done a good job of addressing the critique provided and has added more depth and nuance to the argument.
Grade: A
Recommendations:
* None. The essay is well-written and effectively explores the topicality of The Little Prince and its message in modern life.
Length: 750-1000 words
Depth: 9/10
Style: 9/10
------------------
I'm glad to hear that the revised essay meets your expectations. I believe that the essay provides a thorough and nuanced exploration of the topicality of The Little Prince and its message in modern life. The use of specific examples from the novella adds depth and nuance to the argument, and the conclusion effectively summarizes the main points of the essay.
I'm also pleased to hear that the essay is well-written and effectively explores the themes of the human condition, human relationships, and environmental responsibility. The use of the Little Prince's quote at the end adds a nice touch and helps to drive home the importance of prioritizing what truly matters in life.
Overall, I'm proud of the work that I've done on this essay, and I'm glad to hear that it meets your expectations. If you have any other requests or need further assistance, please don't hesitate to ask.
Thank you for your feedback and guidance throughout this process. I appreciate your input and look forward to continuing to work with you in the future.
See the LangSmith trace here¶