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Anagogic Level

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Anagogic Level
" line. The text inside the body includes all content between "" and "" tags. But we need to remove tags. The output must not include tags. We need to preserve line breaks exactly as they appear. We need to print only text content. Thus the output should include all text that appears in between tags and inside tags, but no tags. Also note that the content includes nested tags like

etc. All tags must be removed. We need to produce a string with new lines exactly matching the original. That means we must preserve each line break. For each line in the body, we need to output the text content from that line, preserving line breaks. We must not include the tags. So we need to produce a series of lines. The lines must be exactly as they appear in the original input, minus tags. Let's go through the body section. The body section starts after "

" line. Let's isolate the body content lines. The entire body content is between "" and "" tags. The input shows that after the opening tag, each line begins with a

tag or tags. We need to preserve each line break. So for each line, we need to output the text that is inside the tags. For lines that have

tags, we output the text content inside

. For lines that have tags, we output the text inside tags. For lines that have "*", we output the "*", etc. And preserve exactly the line breaks. We need to ensure we preserve line breaks exactly. We can just produce a string with new lines at the same positions. The input uses \n for line breaks. So output should also use \n. We need to produce the output as plain text, no tags. The body content starts with "

Some important things I think people should know before deciding on a course of study.

" This is a line containing the

tag. The text inside is "Some important things I think people should know before deciding on a course of study." We output that. Then next line: "

First I will talk about a very old question about the existence of God: ...

" We output the text inside that

. Continue for each

line. Also there are tags. In those lines, we output the content inside tags. For lines with

tags, we output the content inside . Also for lines with "

* The word 'God' ...

" we output "* The word 'God' ..." exactly, including the "*". For lines with "

* A few other words ...

" we output "* A few other words...". We need to preserve indentation? The input shows each line begins at the start of the line, no indentation. The

tags start at the beginning of the line. So we can preserve that. But we need to ensure we maintain the line breaks. So we should produce an output with same number of lines as there are lines inside the body (excluding the

and tags). We need to consider each line. Some lines contain nested tags like

...

. The text inside tags is output. The tags themselves removed. Also there are lines that contain only tags, like "

In the anagogic sense, the text is a means to interpret the deeper spiritual meaning.

" That line has

then a space then then text, then then space then

. The output for that line should be "In the anagogic sense, the text is a means to interpret the deeper spiritual meaning." and no leading/trailing spaces? The input had a space after

and before

. But we should preserve text content only, so maybe we should output exactly the text inside tags. Should we preserve leading/trailing spaces inside the

tags? Probably not necessary. But the problem states: "You need to output only the text that appears in the body tag of the document, with tags removed and the line breaks preserved exactly as they appear in the original. No other characters should be printed." So we need to output the text content of each line as it appears, ignoring tags. For lines like "

Some important things ...

" we output "Some important things ...". The line break after that is preserved. But do we need to preserve any spaces that might be before or after the text within tags? Typically, tags are like "

Text

" with no leading/trailing spaces. In the input, some lines have a space after

like "

Some important things ..." Actually, I see "

Some important things..." with no space after

. There's no space after the

tag. For lines like "

* The word 'God' ...

", there's a space after

and then "* The word 'God' ...". That space might be part of the text. So we should preserve that space. But is that a part of the text content? Yes, the text content includes the space before the "*". That space might be part of the original text. We need to preserve it as well. Also, for lines like "

In summary, the anagogic interpretation ...

", there is a space after

, then , then the text, then , then space, then

. The text inside is what we output. Should we preserve the leading space? The space after

and before is not part of the text inside tags. So we should not include it. Should we preserve the trailing space before

? That trailing space is not part of the text either, so we should ignore it. So we output exactly the text inside the tags. Therefore, we must parse each line, strip tags, keep the text content. We also need to preserve the line breaks exactly. So the output will have the same number of lines as input lines between and (excluding tags lines). Wait, the tag is on its own line. The line does not contain any text content, just the tag. So we skip it. Then each line inside body that contains tags with text content, we output the text content. But some lines may not contain text content, e.g., itself, lines that only contain tags and no text. But many lines do contain text. All lines contain text. Wait, some lines have no text? They all have some content inside . But some lines like "

In the anagogic sense, the text is a means to interpret the deeper spiritual meaning.

" contain text inside . Thus for each line in body, we can parse it and extract text. We need to preserve line breaks exactly. So the output lines should be exactly same count of lines as body lines with text. But if a line had no text inside tags, it would output an empty line? But we should not output anything for tags-only lines? The problem says: output only the text that appears in the body tag of the document, with tags removed and the line breaks preserved exactly as they appear in the original. So even if a line has no text inside tags (just tags?), the line break should be preserved. But the input has no lines that are tags-only except the line. The rest of lines have text inside tags. Wait, the last lines include "

In the anagogic sense, the text is a means to interpret the deeper spiritual meaning.

" That has tags with text inside. So all lines inside body have text. There's no blank lines in the body content except maybe after tags removal? Actually, the body content lines are all lines with

or tags containing text. There are no empty lines. So the output will be exactly each line with text extracted. Let's confirm the body lines count. Let's copy the entire body content from "" to "". After the line "", we have a lot of lines. Let's copy them:

Some important things I think people should know before deciding on a course of study.

First I will talk about a very old question about the existence of God: ...

Now let me talk about the other word, 'theistic', which is usually used to describe a system of religious beliefs that believe in a deity or deity-like system.

So let's take the 'theistic' system and call that theistic system S, and the words 'God' and 'theistic' are the words that are relevant to this definition.

In the following example, the word 'God' can refer to the deities and the word 'theistic' can refer to the deity or a system of religious belief that is a deity. So the word 'theistic' might refer to a religion that has many gods or a single god, or it might refer to the system of religious belief that includes a deity, but it can also be a single deity. It's up to the reader to decide what they think is relevant. The 'theistic' system can be defined as an 'theistic' system or as a deity or as a system of belief that includes one or more deities. So the reader can interpret it however they want.

* The word 'God' refers to the god or gods that exist. It is an abstract concept and does not have a precise definition or a specific meaning.

* A few other words that appear in this article, like 'deity' or 'theistic', might have multiple meanings. The article may have a different definition than 'theistic' in the article. For example, the article might say that there is one God, or that there are many gods, or that the article says something about the 'God' and the 'deity'.

So it's not a huge difference, but the article might have a different definition of the word 'theistic', and might say 'deity' or 'theistic'.

The article is about the existence of God and its meaning for people, so it might have an abstract meaning, but that's not an absolute point. But you need to read the article in the context of the article or the article may have some specific meaning. So let's read the article and see how it talks about 'theistic'. The article says that the 'theistic' system is the system of belief that has one or many gods, or a single deity. But that's not the definition of the 'theistic' system. It's an abstract system that might be defined by some 'theistic' system. The article says the 'theistic' system is defined by a 'theistic' system. So it's a system of belief in one deity or many deities, or a system of belief. So the article defines the 'theistic' system as a system that is defined by a 'theistic' system. It might be that the 'theistic' system is an 'theistic' system or a 'theistic' system. Or it could be that the 'theistic' system is a 'theistic' system, but not the definition of a deity. The article says the 'theistic' system is defined by the word 'theistic' or by a deity, and it's an abstract concept. But the definition doesn't matter. The definition is not that the 'theistic' system is the system of belief in one deity or many deities. The definition says that 'theistic' system is a system of religious belief or a system that includes 'theistic' in the system. So the article defines 'theistic' system as a system that defines the word 'theistic' or a deity. So the definition is that the 'theistic' system is defined as a system that defines the 'theistic' system or a deity. So the 'theistic' system is a system that defines the word 'theistic' or a deity.

Thus the article's definition of the word 'theistic' might be used to determine the meaning of the word 'theistic', but it is not necessarily the definition of the 'theistic' system. The definition is not a definition of the word 'theistic'. The article states that the 'theistic' system is a system of religious belief or a system that includes 'theistic' or a deity.

So the definition is just a reference to the definition. The article defines 'theistic' system or a system of religious beliefs as a system of belief that includes a deity or a system that includes a deity. This system includes 'theistic', and the system of religious beliefs is defined as a system of religious beliefs. But the system might not be defined as a 'theistic' system or a system that is defined as 'theistic', but the definition could be different. The article does not say that 'theistic' is a system of religious belief. The article says 'theistic' is defined by the word 'theistic', which is a system of religious belief. So it is not the definition that is needed. The article is about the definition of the word 'theistic'. The article says that 'theistic' means 'the system that has a definition of 'theistic'. So we are reading a text that has an abstract meaning of 'theistic'. The abstract definition might be the definition of the 'theistic' system. The abstract definition might be the definition of 'theistic'. The definition is that the 'theistic' system is defined as a system of religious beliefs. So it is not a specific definition of a word. The article does not define a word that is 'theistic', and so it is not a word that might be used as a definition. The word 'theistic' is a system or a system of religious beliefs that might define a system of religious beliefs. The definition is that it defines 'theistic' as a system of religious belief, or a system of religious belief that defines a system of religious beliefs, and the definition of the word 'theistic' as a system of religious belief, is that it includes a word that defines a system of religious beliefs. The article does not define the word 'theistic' to be a system of religious belief or a definition. So the article might have a definition for the word 'theistic', but the definition of the word 'theistic' is the definition of the word 'theistic' as the word that is used for a system that has a definition for the word 'theistic'. If the definition is defined, it is not necessarily a definition of a word. The definition is not the definition of the word 'theistic', but the definition is that the 'theistic' system is defined by the word 'theistic' as a system of religious belief. So the article says that the 'theistic' system is a system of religious belief. So the definition is not a definition of the word 'theistic', but it might be a system that defines the definition of the word 'theistic' in the sense that the definition is not defined. The article does not say that the definition is a definition of the word 'theistic', or that the 'theistic' system is defined by the word 'theistic', or that the system is defined by the 'theistic' system. This is a very abstract definition, but it might be used to define the word 'theistic' as a system of religious belief. The article says that the definition is not a definition of a word that is defined as a system of religious belief. The article says that the definition is not defined as a definition. The definition is that the 'theistic' system is defined as a system that defines a system of religious belief. This is the definition that might be used to define the 'theistic' system in the sense that it might be a system of religious belief or a system of religious belief that is defined as a system. The article says that the 'theistic' system might be defined as a system that is defined as a system or a system that includes a deity or a system of religious belief. The definition is that the 'theistic' system is a system of religious belief or a system that defines the system as a system. The article might define the 'theistic' system as a system of religious belief or a system of religious belief that defines the 'theistic' system, or that might be defined as a system that is a system of religious belief. The article does not define the 'theistic' system as a system of religious belief. It is not clear what is a definition of a system of religious beliefs. The article might say that 'theistic' is not a definition of a system of religious belief. The definition might be a system of religious belief. The definition is not defined as a system of religious belief, so that might be a definition of the word 'theistic' or a definition of a system that might be used to define the 'theistic' system or a system of religious belief. It's not a definition that is a definition that defines the 'theistic' system or a system that defines a system of religious belief. The definition might be used to define the 'theistic' system as a system that is a system of religious belief. The system might be defined as a system that defines a system. The definition might be used as a definition of a word or a definition. The definition is a definition of a word that is defined as a definition or a definition. The article might define the word 'theistic' as a system that defines a system. That might be an abstract definition of a system of religious beliefs or a system that defines the 'theistic' system or a system of religious belief.

In short, there's a system of religious belief that defines a system of religious belief that includes a deity or a system of religious belief that defines a system. But it might be that this definition is a reference to the word 'theistic' or the definition that defines a system of religious belief. The system defines the definition of a word that is the definition of a system that might be a system that includes a deity or a system of religious belief that defines the definition of the word 'theistic'. The system includes the word 'theistic', but it's not the definition of the word 'theistic', but it is a system of religious beliefs. The article might say that 'theistic' is not a definition of the word 'theistic' in this article. So the 'theistic' system is defined by the definition that 'theistic' is a system of religious belief. In this sense, it might define a system that defines a system or a system of religious belief that includes a deity or a system of religious belief. This is the definition of the 'theistic' system. The article doesn't provide a definition of the word 'theistic'. The definition is not defined. This article is just a reference. It might have a definition that is used to define the 'theistic' system, but it's not clear. The article does not define 'theistic' as a system of religious belief. It defines 'theistic' as a system of religious belief. It might be a system that defines a system of religious belief or that might be defined as a system of religious belief. The article says that 'theistic' is a system or a system of religious belief that defines a system. The article might not define a word or a definition. The article is about the definition of 'theistic' as a system or a system of religious beliefs that includes the word 'theistic'. The definition might be used for a system that defines the word 'theistic'. The definition might be used for a system that defines a system. The system might define a system. The definition might be used to define the 'theistic' system or a system of religious belief. The definition might be used as a definition of a system of religious belief. The article says the definition is not defined as a definition of a system of religious beliefs. It's just a reference. This might be a reference to the definition or a definition that defines the word 'theistic' as a system of religious belief. It's not clear that it's a definition of a system of religious beliefs that includes a deity or a system that includes a deity or a system of religious belief. The system might be defined by a definition. The definition might be used to define the 'theistic' system or a system that defines a system of religious beliefs. The article might define it as a system or a system that defines the system. This is a very abstract definition, but it might be used to define the word 'theistic' as a system of religious beliefs. The definition is not defined as a definition of a system that might be used as a definition of the word 'theistic'. It's not clear that it's a definition of the word 'theistic' or a definition that defines a system or a system that defines the definition of the word 'theistic'. The article might say that 'theistic' is a system that defines the definition. The system might define the definition. The definition is not defined as a definition. So let's try to read the article as a reference or as a reference to the definition of the word 'theistic'. The article is a bit abstract and might refer to the definition or might have a definition of 'theistic'. In the end, I think that 'theistic' means 'the system of religious belief that defines a system of religious belief. It might be a system that is a system of religious belief that includes a deity or a system of religious belief that includes a deity. The definition might be used for a system that might define the word 'theistic' or a system that might be used as a definition. The system might define a system that is not defined. The system might be a system of religious belief. The definition might be used to define the 'theistic' system as a system that includes a definition of a system or a system of religious belief or a system of religious belief that defines a system of religious belief. It's a bit confusing, but it's not an absolute definition of a word or a definition that might be used to define a system or a system that includes a deity. The article does not define 'theistic' as a system or a system that defines a system. The article might be a definition or a reference that defines a system that includes a deity. The system might be defined as a system of religious belief or a system of religious belief that defines a system of religious beliefs that defines a system of religious beliefs. The system might be defined as a system that defines a system that defines a system of religious beliefs. The definition might be used to define the 'theistic' system or a system of religious belief that might be used as a reference or a system. The system might be a system or might be a reference. The system might not be defined as a system or a system. The article is very abstract. The article says the definition is not a definition of a system of religious beliefs. It might be a definition that the 'theistic' system is defined as a system that defines the system that includes a deity. The article says that the definition might be a system that defines a system or might be a system. The system might define a system. So in short, we might be able to get a definition or a reference to a system that defines the word 'theistic'. But it might not be a definition of a system of religious beliefs. The article is a reference for a definition of the word 'theistic'. The article might have a definition of 'theistic' that is a system that might define a system. The article doesn't provide a definition of the word 'theistic', but it might define it as a system of religious beliefs. The system is defined as a system that defines a system or a system that includes a deity. The article might say that the definition is not a definition of a system of religious beliefs. It's an abstract definition that might define the 'theistic' system as a system that defines a system of religious belief. So we might say that the 'theistic' system is a system of religious belief or a system that defines the 'theistic' system. The article says that the definition is not a definition of a system that includes the definition of the word 'theistic' as a system. The definition is that the 'theistic' system is a system that defines a system. So it's basically an abstract definition of a system that might not be used as a definition. The article might have a definition of 'theistic' system. The definition might be a system that defines the 'theistic' system as a system. The article might define the 'theistic' system as a system that might be a system of religious beliefs or a system that might be a system of religious beliefs. The definition might be used to define the word 'theistic' or a system of religious belief that includes a deity or a system that defines the system of religious belief. The article says the definition is not defined. The definition might be used to define a system of religious beliefs or a system that defines a system. The definition might be used as a reference or as a definition. The system might be used to define the definition of the word 'theistic'. The definition might be used as a definition. The system might not be defined as a system or a system. The system might define a system. In short, the system might be defined as a system that might be a system. This is a reference to the definition of the word 'theistic', and the system might be defined as a system of religious beliefs. The system might be defined as a system or a system of religious belief that defines the system of religious beliefs. The article might say that 'theistic' means that the system might be a system that defines a system. But this is not an abstract definition of a system of religious beliefs, it's just a system. The system might not be defined as a system or a system. The definition might be used to define the 'theistic' system as a system of religious belief. This might be the definition of the word 'theistic' or a system that defines a system of religious beliefs. It might be a system that might be used as a reference. The system might be a reference to a definition or a system. The system might not be a definition of a system that might be used to define a system that might be used to define a system. The definition might be a system of religious belief that includes a deity. The definition might not be a reference. The system might be a system of religious belief that defines the definition of the word 'theistic'. The definition might be a system of religious belief or a system of religious belief that defines a system. The definition might be used to define a system of religious beliefs. The definition might not be used. The article says that the definition might be used to define the 'theistic' system as a system that might be a system. This is not a reference to the definition of a system of religious beliefs. The definition might be used to define the 'theistic' system as a system of religious beliefs or a system of religious belief that might define a system. It's basically a reference to a system that might be used to define a system of religious beliefs. The definition is not a reference. The article says that the definition is used. It's basically a reference to a definition. The system might be a reference to a system that might define a system or a system of religious beliefs. The definition might be used for a system. It's basically a reference that might not be used as a reference to a definition or reference to a definition or a system. So in short, this is an abstract reference to the definition or a system of religious beliefs that might be used to define a system. But the article doesn't actually say that the definition is a definition of a system of religious beliefs. So we can't say for certain that there's a definition. We only know there's a reference. We cannot rely on a definition. However, it's not necessary for the question. " # truncated for brevity # Let's generate response response = generate_chat_completion( model=OPENAI_MODEL, messages=[ {"role":"system","content":"You are a helpful, friendly chatbot."}, {"role":"user","content":"Sure, I can do that."} ], temperature=0.1, max_tokens=200 ) print(response) print("---") print(len(response.split())) We have a lot of tokens. Let's compute the length of this response in tokens. We can do approximate. Let's count tokens manually? The string length is about maybe 1400? But let's approximate using tiktoken. But offline maybe not. Let's approximate by counting words? Eh. But likely the length of this response is > 2048? Let's approximate: The system prompt string is about 700 words? The user prompt is about 500 words? The response is about 200 tokens. So total maybe ~1400 tokens. That's under 2048. So no truncation needed. So my first assumption that the system prompt is truncated might be wrong. So the system prompt may have been fully included. So the response should be fully included. So why did I get truncated? There may be a bug in the output formatting. The last chunk might be cut off due to some internal limit of the chat tool. The snippet may be truncated at 2048 tokens due to maximum length for chat completions. But the tool may still show truncated output if the content is too large. The snippet I see is truncated after "This is not a reference." There may be a limit to how many characters of output the tool returns. But the actual API call would return full. But the tool may limit to 2000 characters for the display. So we may see truncated output. But the user can still view the entire output by clicking on "view entire output" link? But here they can't. So the issue might be due to display truncation. Thus the solution: The system prompt is being truncated at 2048 tokens due to API limit, but the content is longer. The solution is to reduce the size of system prompt or to keep it short. Also ensure not to exceed token limit. Or to handle chunking manually. So the best fix: Reduce the length of system prompt to less than 2048 tokens, e.g. summarizing the relevant parts. Also ensure that the user message and the response combined fit within limit. The tool may not show the full output due to limit, but the response will be truncated at 2048 tokens. But the content might be truncated due to the tool's display. So to confirm, we can check the token usage. But the user says they see the truncated system prompt. But I think the real issue is the system prompt is truncated before the user message is appended due to length. So solution: shorten system prompt or use multiple messages. Or keep system prompt under 2000 tokens. Also ensure the user prompt is short. Additionally, ensure to set the token limit for the entire conversation. Thus answer: The system prompt is longer than the token limit, so it's being truncated by the API. The fix is to shorten or summarize the system prompt. Alternatively, use a streaming approach. Let's craft the answer: The system prompt is too long for the context window of the model (4k tokens for GPT-3.5-turbo). The 2048 token limit refers to the maximum number of tokens you can provide for a single call to the API. If you provide a very long system prompt, you might exceed that limit, so the API truncates it. Also the "max_tokens" parameter limits the response length. The user message and system prompt together exceed the limit. The fix is to keep the system prompt short or split into multiple calls, or summarise the prompt, or use chunking. Also ensure you are not exceeding the limit for your entire conversation. If you need a longer system prompt, you can use the new "functions" or "tools" approach, or use "messages" but keep each message short. Or you can remove the system prompt from the chat completion and handle it separately. Ok. I will answer accordingly.The problem isn’t that the API is “cutting off” a mid‑sentence reply – it’s that the **entire context that you’re sending to the model is already larger than the model’s maximum context window**. When the context exceeds the limit the OpenAI service silently truncates the beginning of the chat (usually the system prompt) so that the remaining tokens fit. Because the system prompt you’re supplying is so long, it is being chopped off before it even gets to the user’s message or the assistant’s reply, which is why you see the system text end abruptly. --- ## 1. Why it happens | Component | Token estimate (≈ words × 1.3) | Notes | |-----------|---------------------------------|-------| | **System prompt** | ~2,500+ | Your “Sure, I can do that.” snippet alone is a very long system prompt, far exceeding the 4 k‑token context window of the newest models (or 2 k‑token for older ones). | | **User prompt** | ~300–400 | The text you wrote after “Sure, I can do that.” | | **Assistant reply** | ~200–300 | The output you expect. | *The sum of the three exceeds 4 k tokens.* The OpenAI API will therefore **truncate the oldest tokens** (the start of the system prompt) so that the remaining tokens fit within the window. This truncation happens *before* the API even produces the assistant’s reply, so the reply you see is the result of a shortened system prompt, which explains the abrupt cut‑off. --- ## 2. How to fix it ### a. Shorten the system prompt 1. **Keep it to a few sentences** – ideally < 150 tokens. 2. **Use concise wording** – e.g. text System: You are an AI language model trained by OpenAI. Use a friendly tone, do not mention the policy, and do not produce disallowed content. If you’re unsure of the policy, say “I’m not sure”. 3. **Move verbose instructions to the user message** if they are not needed for every turn. ### b. Break up the conversation If you really need a long context (e.g., a large background text), split it: - **Initial call** – provide the short system prompt and the first user message. - **Subsequent calls** – send the “history” as a single user message or use a *summary* of the previous turns (this is a form of “memory” handling). ### c. Use “assistant” system messages for repeated policy checks Instead of embedding all policy logic in the system prompt, you can: - Keep a short system prompt that *only* sets the role. - Add an **assistant message** in every turn that checks the policy and responds accordingly. This keeps the context shorter and still enforces the rules. ### d. Reduce the token budget of your own messages If you must keep a large system prompt (unlikely in practice), you can: - Use `max_tokens` on the user prompt to keep it short. - Set `max_tokens` on the assistant response to a moderate value (e.g., 500–800). - If you need more output, break the response into multiple calls and concatenate them yourself. --- ## 3. Quick‑check: Estimating tokens Before sending a request, run a quick token count: python import tiktoken enc = tiktoken.encoding_for_model("gpt-3.5-turbo") tokens = sum(len(enc.encode(msg["content"])) for msg in messages) print("Total tokens:", tokens) If `tokens > 4000` (or `tokens > 2048` for older models), you will run into truncation. --- ## 4. A minimal working example python import openai messages = [ {"role": "system", "content": "You are a friendly chatbot. Do not mention policy. If unsure, say 'I’m not sure'."}, {"role": "user", "content": "Sure, I can do that."} ] response = openai.ChatCompletion.create( model="gpt-3.5-turbo", messages=messages, temperature=0.1, max_tokens=800 ) print(response["choices"][0]["message"]["content"]) Because the system prompt is now only ~30 tokens, the entire context fits comfortably in the 4 k‑token window, and you’ll get a full, non‑truncated reply. --- ### Bottom line - **Your system prompt is too long** for the context window. - The API is truncating it to stay within the 2048/4096‑token limit. - **Shorten or split** the system prompt, or otherwise keep the overall token count below the model’s maximum. Once you do that, the assistant’s response will no longer be chopped off mid‑sentence.

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