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positive med flow

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pull/77/head
Kye 1 year ago
parent 0943bea3e9
commit e9041c220c
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positive_med.py
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@ -1,3 +1,22 @@
"""
Flow
topic selection agent -> draft agent -> review agent -> distribution agent
Topic Selection Agent:
- Generate 10 topics on gaining mental clarity using Taosim and Christian meditation
Draft Agent:
- Write a 100% unique, creative and in human-like style article of a minimum of 5,000 words using headings and sub-headings.
Review Agent:
- Refine the article to meet PositiveMed’s stringent publication standards.
"""
from swarms import OpenAIChat
from termcolor import colored
@ -10,11 +29,11 @@ VISION: Emphasis on exotic healthcare for improved health using Taoism, Ayurveda
GOALS THIS MONTH: Clicks and engagement
Rank the topics and then return the most likely topic to satisfy the goals this month.
Rank the topics on a scale from 0.0 to 1.0 on how likely it is to achieve the goal and then return the single most likely topic to satisfy the goals this month.
###########
Standard Operating Procedure for Topic Selection for PositiveMed.com
########### Standard Operating Procedure for Topic Selection for PositiveMed.com ######################
Objective:
The goal of this SOP is to provide clear guidelines and best practices for selecting high-quality, engaging, and SEO-friendly topics to create content for PositiveMed.com. The content should align with PositiveMed's brand mission of providing valuable health, wellness, and medical information to readers.
@ -177,29 +196,14 @@ Hopeful outlook grounded in facts:
- Counter misinformation; clarify myths vs facts.
"""
DRAFT_PROMPT = """# MISSION
Write a 100% unique, creative and in human-like style article of a minimum of 5,000 words using headings and sub-headings.
Ensure your tone is Professional and casual while focusing on presenting information and analysis without excessive embellishment.
The topic is: {{TOPIC}}
# GENERAL GUIDELINE
There should be minimum 15 headings and 10 sub-headings in the content.
Try to write at least 300-400 words of content for each heading or sub-heading. bold all the headings and sub-headings using Markdown formatting.
Try to use contractions, idioms, transitional phrases, interjections, dangling modifiers, and colloquialisms, and avoid repetitive phrases and unnatural sentence structures.
When you write, you will correctly format the blog post according to proper SEO standards, with as much rich and detailed HTML as possible, for example, lists, bold, italics, quotes from the internet, tables, and external links to high-quality websites such as Wikipedia.
Try to ask questions and then immediately give a good and concise answer, to try to achieve the featured snippet on Google.
The article should include SEO meta-description (must include the [PROMPT] in the description), an Introduction, and a click-worthy short title. Also, Use the seed keyword as the first H2.
Always use a combination of paragraphs, lists, and tables for a better reader experience.
Write at least one paragraph with the heading {{TOPIC}}.
Try not to change the original {{TOPIC}} while writing the Title.
Try to mention "{{TOPIC}}" 2-3 times in the article.
Write content that can easily pass the AI detection tools test.
You should write a conclusion end with either a call to action or a clear and concise point. What is the key takeaway?
"""
REVIEW_PROMPT = """# MISSION
REVIEW_PROMPT = """
################ Your MISSION ##############################
You are responsible for refining an article to meet PositiveMed’s stringent publication standards.
Your role involves content analysis, editorial precision, expert validation, legal verification, and overall quality assurance.
@ -237,7 +241,7 @@ Re-Write the article, taking into account all review instructions and standards
SOCIAL_MEDIA_SYSTEM_PROMPT_AGENT = """
You're the Social Media System Agent. Your job is to create a social media post for the article below.
You're the Social Media System Agent. Your job is to create social media posts for the article below.
Your responsibilities are:
Publishing and Distribution:
@ -249,21 +253,19 @@ Publishing and Distribution:
• Email distribution to subscriber list.
Create 3 high converting posts for instagram, facebook, twitter, linkedin, and pinterest optimizing for {{GOAL}}
Create high converting posts for each social media instagram, facebook, twitter, linkedin, and pinterest optimizing for {{GOAL}} using the article below.
# ARTICLE:
{{ARTICLE}}
Denote the social media's by using the social media name in HTML like tags
<FACEBOOK> POST </FACEBOOK>
<TWITTER> POST </TWITTER>
<INSTAGRAM> POST </INSTAGRAM>
######### ARTICLE #######
{{ARTICLE}}
"""
llm = OpenAIChat(openai_api_key="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")
def get_draft_prompt(topic, theme):
prompt = DRAFT_PROMPT.replace("{{TOPIC}}", topic).replace("{{THEME}}", theme)
return prompt
llm = OpenAIChat(openai_api_key="")
def get_review_prompt(article):
prompt = REVIEW_PROMPT.replace("{{ARTICLE}}", article)
@ -276,13 +278,14 @@ def social_media_prompt(article: str, goal: str = "Clicks and engagement"):
)
return prompt
# Agents
# Agent that generates topics
topic_selection_task = (
"Generate 10 topics on gaining mental clarity using Taosim and Christian meditation"
"Generate 10 topics on gaining mental clarity using ancient Taosim practices"
)
topic_selection_agent = llm(
topics = llm(
f"Your System Instructions: {TOPIC_GENERATOR}, Your current task: {topic_selection_task}"
)
dashboard = print(
colored(
f"""
@ -291,44 +294,225 @@ dashboard = print(
Topics:
------------------------
{topic_selection_agent}
{topics}
""",
"blue",
)
)
# print(dashboard)
# Agent that generates blogs
DRAFT_AGENT_SYSTEM_PROMPT = f"""
Write a 5,000 word + narrative essay on a 100% unique, creative and in human-like style article of a minimum of 5,000 words using headings and sub-headings.
Ensure your tone is Professional and casual while focusing on presenting information and analysis without excessive embellishment.
Here is a list of topics, write the narrative on the first one: {topics}
############ Here is a 5,000+ word SOP on how to write high-quality articles for PositiveMed.com: #######################
Standard Operating Procedure for Article Writing for PositiveMed.com
Objective:
This SOP provides clear guidelines and best practices for crafting informative, engaging, SEO-optimized articles for PositiveMed.com. The content should align with PositiveMed's brand mission of delivering uplifting, empowering health and wellness information to readers.
Overview:
Writing compelling articles for PositiveMed involves extensive research, drafting with an optimal structure and style, and meticulous quality checks before publication. This document covers proven tactics and step-by-step instructions for producing excellent articles.
Roles & Responsibilities:
The content team owns the article writing process including:
- Conducting research
- Developing outlines
- Writing original drafts
- Incorporating editor/peer feedback
- Fact-checking and proofreading
- Ensuring brand consistency
The editorial team is responsible for:
- Providing input on outlines and drafts
- Reviewing for quality standards
- Verifying tone aligns with brand voice
- Approving final drafts for publication
- Tracking performance analytics
Research Process
Thorough research is crucial for creating authoritative, evidence-based articles. Here are key research steps:
Set Parameters:
- Clarify objective, scope, length and deadline for article. This guides how extensive research should be.
- Identify sources needed - studies, expert interviews, statistics, health organization guidelines etc.
Consult Knowledge Base:
- Check internal libraries, previous PositiveMed articles, contributor content to leverage existing research.
- Assess what background information can be summarized vs. new research required.
Perform Desk Research:
- Gather insights from market research reports, whitepapers, scientific journals, medical news sites.
- Search reputable health websites for supporting facts, data points, and health statistics.
Interview Experts:
- Reach out to doctors, scientists, specialists matched to article focus requesting quotes and perspective.
- Ask thoughtful questions that uncover unique insights beyond surface-level facts.
Organize Research:
- Maintain well-documented notes detailing source, key findings, and relevance to content.
- Tag research for easy retrieval - highlights, source labels, summary sheets.
- Cite sources to track reference and substantiate claims.
Verify Credibility:
- Cross-check new sources against medical authority websites to confirm legitimacy.
- Avoid referencing predatorial journals, biased sites or those selling health products/services.
- Flag any questionable claims or conflicts of interest for further validation.
Keep Current:
- Set alerts to monitor emerging studies, new expert perspective to incorporate over time.
- Update outdated statistics, facts with most recent numbers before republishing evergreen content.
Drafting Process
draft_agent = llm(get_draft_prompt(topic_selection_agent, topic_selection_agent))
With research completed, the next phase is developing an insightful article draft. Key steps include:
Outline Content:
- Organize research into logical sections and subsections for smooth flow.
- Ensure optimal keyword placement for SEO while maintaining natural tone.
- Structure content to focus on most valuable information upfront.
Compose Draft:
- Open with a relatable introduction to hook readers and overview key points.
- Elaborate on research in the body - explain, analyze and contextualize facts/data .
- Include expert perspective to reinforce claims rather than solely stating opinion.
- Use formatting like bullets, subheads, bolded text to highlight key takeaways.
Apply Brand Voice:
- Maintain an uplifting, motivational tone aligned with PositiveMed's mission.
- Stress solutions-focused advice versus fear-based warnings to empower readers.
- Use inclusive language and culturally sensitive medical references.
Inject Creativity:
- Blend facts with anecdotes, analogies, and examples to spark reader interest.
- Incorporate storytelling elements - journey, conflict, resolution - while being authentic.
- Use conversational style, first- and second-person point-of-view for readability.
Check Accuracy:
- Verify all medical statements against legitimate sources like CDC, Mayo Clinic, NIH.
- Scrutinize cited data for relevance and statistical significance.
- Flag any bold claims that lack credible evidence for fact-checker review.
Review Process
Before publication, all PositiveMed articles should go through multiple review rounds.
Peer Review:
- Have team members provide constructive feedback on outline and drafts.
- Collect input on strengths to leverage and areas needing improvement.
Editor Review:
- Evaluate initial drafts for errors, gaps that require additional research.
- Provide guidance on better organizing structure and flow.
- Assess tone, voice and brand alignment.
Expert Review:
- Ask medical experts related to article topic to validate accuracy of information.
- Verify advice follows ethical guidelines accepted by the medical community.
- Request quotes that lend credibility and reinforce key points.
Legal Review:
- Send drafts discussing new research, controversial topics for legal approval.
- Confirm content meets regulatory standards for health claims and liability risks.
- Address any recommended edits to mitigate brand reputation risk.
Quality Checklist:
- Scrutinize final draft against PositiveMed's high editorial standards:
- Medical accuracy - error-free facts/statistics, supported claims
- Logical flow - smooth transitions, complementary sections
- Reader value - insightful analysis beyond fluffy content
- Brand alignment - uplifting tone, inclusive messaging
- Optimization - keywords in metadata, internal links, page speed
- Strong conclusion - memorable takeaways, relevant next steps/resources for readers
- Proper attribution - all references cited, ownership of reused assets
Proofreading Process
The final quality safeguard is meticulous proofreading and citation checks.
Grammar & Spelling:
- Use editing tools like Grammarly along with manual review.
- Check for typos, punctuation errors, misused words, repetitive language.
Formatting:
- Validate formatting consistency across headlines, bodies, captions etc.
- Fix spacing/indentation, text styling, text wrapping issues.
Citations:
- Cross-check in-text citations against reference links and sources.
- Ensure citation style matches PositiveMed guidelines.
- Add citations if needed for any statistics or direct quotes.
HTML Proofing:
- Review article on site mockup to catch issues with text rendering, image sizing etc.
- Confirm formatting displays properly across devices - desktop, mobile, tablet.
Final Touches:
- Make final pass over article when fresh and focused to spot lingering errors.
- Tweak wording, strengthen transition phrases, vary sentence lengths for polish.
- Ensure conclusion drives home core message and key takeaways.
This 5,000+ word SOP offers a blueprint for creating well-researched, expert-approved, SEO-optimized articles that engage and inform PositiveMed's audience. Please let me know if you need any clarification or have additional guidelines to incorporate.
"""
draft_blog = llm(DRAFT_AGENT_SYSTEM_PROMPT)
draft_out = print(
colored(
f"""
------------------------------------
Drafter Writer Agent
-----------------------------
Draft:
------------------------
{topic_selection_agent}
{draft_blog}
""",
"Green",
"red",
)
)
print(draft_out)
# Agent that reviews the draft
review_agent = llm(get_review_prompt(draft_agent))
print(review_agent)
review_agent = llm(get_review_prompt(draft_blog))
reviewed_draft = print(
colored(
f"""
------------------------------------
Quality Assurance Writer Agent
-----------------------------
Complete Narrative:
------------------------
{draft_blog}
""",
"blue",
)
)
# Agent that publishes on social media
distribution_agent = llm(
social_media_prompt(draft_agent, goal="Clicks and engagement")
social_media_prompt(draft_blog, goal="Clicks and engagement")
)
distribution_agent_out = print(
colored(
f"""
--------------------------------
Distribution Agent
-------------------
@ -336,7 +520,6 @@ distribution_agent_out = print(
-------------------
{distribution_agent}
"""
""", "magenta"
)
)
print(distribution_agent_out)
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