Update app.py
Browse files
app.py
CHANGED
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@@ -20,322 +20,124 @@ if not OPENAI_API_KEY:
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"Settings → Secrets and add OPENAI_API_KEY."
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)
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# --- Logo: convert GitHub page URL to raw if needed ---
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def to_raw_github(url: str) -> str:
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# Accepts both blob and raw URLs; converts blob → raw
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return url.replace("https://github.com/", "https://raw.githubusercontent.com/").replace("/blob/", "/")
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LOGO_URL = to_raw_github("https://github.com/Decoding-Data-Science/airesidency/blob/main/dds_logo.jpg")
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#
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# ----------------------------
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lead_market_analyst = Agent(
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role="Lead Market Analyst",
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goal="Deliver sharp, data-driven market insights for
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backstory=(
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allow_delegation=False,
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verbose=True
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)
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chief_marketing_strategist = Agent(
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role="Chief Marketing Strategist",
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goal="Turn research into a focused, measurable go-to-market strategy
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backstory=(
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)
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creative_content_creator = Agent(
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role="Creative Content Creator",
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goal="Transform the strategy into compelling
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backstory=(
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)
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# Optional: focused social copywriter (only if toggled)
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social_copywriter = Agent(
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role="Social Copywriter",
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goal="Turn strategy into platform-appropriate copy with strong hooks and clear CTAs.",
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backstory=("Skilled at LinkedIn thought-leadership, X brevity, and long-form posts that convert."),
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allow_delegation=False,
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verbose=
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)
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#
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#
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def run_marketing_crew(product_brand: str, target_audience: str, objective: str) -> str:
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topic = f"{product_brand} | Audience: {target_audience} | Objective: {objective}"
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market_analysis_task = Task(
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description=(
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"Cover: (1) ICP & segments, (2) JTBD/pain points & objections, "
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"(3) competitive landscape & whitespace, (4) demand signals & seasonality, "
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"(5) channel dynamics (search/social/email/partners/events), "
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"(6) keyword themes & content gaps, (7) risks/assumptions."
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),
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expected_output=(
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"A structured brief with bullet points for each section
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"the most actionable insights."
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),
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agent=lead_market_analyst
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)
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strategy_task = Task(
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description=(
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"Include: positioning statement, value prop, 3–5 messaging pillars, "
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"priority segments, channel mix with rationale, offer/CTA ideas, "
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"90-day roadmap (phases & owners), KPI tree (primary/leading indicators), "
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"and a lightweight budget allocation (% by channel)."
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),
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expected_output=
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agent=chief_marketing_strategist,
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context=[market_analysis_task]
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)
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creative_task = Task(
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description=(
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"Based on the Strategy, produce: (a) 3 campaign concepts (hook, angle, proof), "
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"(b) ad copy variants (paid search
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"(c) a 4-week content calendar (blog/
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"briefs, CTAs, intended KPIs, and (d)
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"(hero, value blocks, social proof, FAQ)."
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),
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expected_output=
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agent=creative_content_creator,
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context=[strategy_task]
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)
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crew = Crew(
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agents=[lead_market_analyst, chief_marketing_strategist, creative_content_creator],
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tasks=[market_analysis_task, strategy_task, creative_task]
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verbose=True
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)
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return crew.kickoff()
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# ----------------------------
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# Helpers
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# ----------------------------
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def _first_n_points(text: str, n: int = 5):
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lines = [l.strip() for l in text.splitlines() if l.strip()]
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bullets = []
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for l in lines:
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if l.startswith(("-", "*", "•")) or re.match(r"^\d+[\.\)]", l) or len(l) > 50:
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bullets.append(l.lstrip("-*• ").strip())
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if len(bullets) >= n: break
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if not bullets:
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parts = [p.strip() for p in text.split("\n\n") if p.strip()]
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bullets = parts[:n]
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return bullets[:n]
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def _hashtags(csv_tags: str) -> str:
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tags = [t.strip().replace("#", "") for t in (csv_tags or "").split(",") if t.strip()]
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return "" if not tags else " " + " ".join(f"#{t}" for t in tags)
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def _truncate_chars(s: str, max_chars: int) -> str:
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return s if len(s) <= max_chars else s[:max_chars - 1] + "…"
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# ----------------------------
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# Lightweight templates (no extra LLM call)
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# ----------------------------
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def tpl_linkedin(strategy, brand, audience, objective, hashtags, max_words=180):
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hook = f"{brand}: a sharper path to {objective} for {audience}."
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pts = "\n".join([f"- {p}" for p in _first_n_points(strategy, 5)])
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body = f"""**{hook}**
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**Key insights**
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{pts}
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**Next 90 days**
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- Prove the positioning with fast tests
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- Double down on channels with strongest signals
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- Track leading KPIs weekly
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CTA: Comment “PLAYBOOK” if you want the GTM outline.{_hashtags(hashtags)}
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"""
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words = body.split()
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return (" ".join(words[:max_words]) + "…") if len(words) > max_words else body
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def tpl_tweet(strategy, brand, audience, objective, hashtags, max_chars=270):
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points = _first_n_points(strategy, 3)
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msg = f"{brand} → {objective} for {audience}: " + " | ".join(_truncate_chars(p, 80) for p in points)
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return _truncate_chars(msg + _hashtags(hashtags), max_chars)
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def tpl_article(strategy, brand, audience, objective, hashtags, max_words=800):
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intro = (f"{brand} is targeting {audience} to achieve {objective}. "
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"Here’s the distilled market analysis, GTM strategy, and a 90-day plan.")
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text = f"""# {brand}: GTM Playbook for {audience}
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## Why this matters
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{intro}
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## Strategy in brief
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- Positioning & messaging pillars
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- Priority segments & channel mix
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- Offers/CTAs, KPI tree
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- 90-day roadmap & budget split
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## Research & Strategy Notes
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{strategy}
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## What to do next
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1) Validate 1–2 offers with tight ICP cohorts
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2) Launch a 2-channel test with weekly KPI reviews
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3) Scale what converts, archive what doesn’t
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*Updated: {datetime.utcnow().strftime("%Y-%m-%d")}*{_hashtags(hashtags)}
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"""
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words = text.split()
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return (" ".join(words[:max_words]) + "…") if len(words) > max_words else text
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# ----------------------------
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# Optional LLM copywriter (reuses Social Copywriter agent)
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# ----------------------------
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def llm_copywriter(strategy_text, brand, audience, objective, tone, platform,
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hashtags, li_words, tweet_chars, article_words):
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limits = {
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"LinkedIn": f"≈ {li_words} words",
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"X (Twitter)": f"≤ {tweet_chars} chars",
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"Article": f"≈ {article_words} words",
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}
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req = f"""Create a {platform} post from the GTM strategy.
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Brand: {brand}
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Audience: {audience}
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Objective: {objective}
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Tone: {tone}
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Hashtags: {hashtags or '(none)'}
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Length limit: {limits.get(platform, 'keep concise')}
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Requirements:
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- Strong first-line hook
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- 1–3 concrete insights from the strategy (no clichés)
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- Clear CTA
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- Respect platform style and length
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--- STRATEGY ---
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{strategy_text}
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"""
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task = Task(description=req, expected_output=f"{platform} copy ready to publish.", agent=social_copywriter)
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crew = Crew(agents=[social_copywriter], tasks=[task], verbose=False)
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return crew.kickoff()
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# ----------------------------
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# Generation wrapper
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# ----------------------------
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PLATFORMS = ["LinkedIn", "X (Twitter)", "Article"] # Reduced for better UX
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def generate(product_brand, target_audience, objective,
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platform, tone, hashtags, use_llm,
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li_max_words, tweet_max_chars, article_max_words):
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if not product_brand or not target_audience or not objective:
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return "Please fill Brand, Audience, and Objective.", "", None
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# 1) Run the main Crew once
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strategy = run_marketing_crew(product_brand, target_audience, objective)
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# 2) Copy route
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if use_llm:
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social = llm_copywriter(strategy, product_brand, target_audience, objective,
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tone, platform, hashtags,
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li_max_words, tweet_max_chars, article_max_words)
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else:
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if platform == "LinkedIn":
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social = tpl_linkedin(strategy, product_brand, target_audience, objective, hashtags, li_max_words)
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fname = f"linkedin_{re.sub(r'\\W+','_',product_brand.lower())}.md"
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elif platform == "X (Twitter)":
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social = tpl_tweet(strategy, product_brand, target_audience, objective, hashtags, tweet_max_chars)
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fname = f"tweet_{re.sub(r'\\W+','_',product_brand.lower())}.txt"
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else: # Article
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social = tpl_article(strategy, product_brand, target_audience, objective, hashtags, article_max_words)
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fname = f"article_{re.sub(r'\\W+','_',product_brand.lower())}.md"
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out_path = Path(fname).resolve()
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out_path.write_text(social, encoding="utf-8")
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return strategy, social, str(out_path)
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# Save LLM result with reasonable extension
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name_map = {"LinkedIn": "linkedin", "X (Twitter)": "tweet", "Article": "article"}
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fname = f"{name_map.get(platform,'post')}_{re.sub(r'\\W+','_',product_brand.lower())}.md"
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out_path = Path(fname).resolve()
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out_path.write_text(social, encoding="utf-8")
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return strategy, social, str(out_path)
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# ----------------------------
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# Theming & Layout (2 columns with header)
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# ----------------------------
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theme = gr.themes.Soft(primary_hue="indigo", neutral_hue="slate")
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CUSTOM_CSS = """
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#header {display:flex; align-items:center; gap:16px; padding:10px 14px; border-radius:12px;
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background: linear-gradient(90deg, #eef2ff, #f8fafc); border:1px solid #e5e7eb;}
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#header img {width:44px; height:44px; object-fit:contain; border-radius:8px;}
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#header .title {font-weight:700; font-size:18px; color:#111827;}
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#header .subtitle {font-size:13px; color:#6b7280;}
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.card {border:1px solid #e5e7eb; border-radius:12px; padding:12px; background:#ffffff;}
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"""
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with gr.Blocks(title="DDS Marketing Crew → Social Content", theme=theme, css=CUSTOM_CSS) as demo:
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with gr.Row():
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with gr.Column(scale=12):
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with gr.Row(elem_id="header"):
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gr.Image(value=LOGO_URL, show_label=False, interactive=False, height=48, width=48)
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gr.HTML("""
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<div>
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<div class="title">Decoding Data Science — Marketing Strategy → Social Generator</div>
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<div class="subtitle">Run the Analyst → Strategist → Creator pipeline, then produce a platform-ready post.</div>
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</div>
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""")
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with gr.Row():
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# Left: Inputs
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with gr.Column(scale=5):
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with gr.Group(elem_classes="card"):
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brand = gr.Textbox(label="Product/Brand", placeholder="e.g., DDS AI Residency", autofocus=True)
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audience = gr.Textbox(label="Target Audience", placeholder="e.g., Data science beginners in MENA")
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objective = gr.Textbox(label="Objective", placeholder="e.g., Drive applications for Cohort 8")
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with gr.Group(elem_classes="card"):
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platform = gr.Dropdown(choices=PLATFORMS, value="LinkedIn", label="Platform")
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tone = gr.Dropdown(choices=["Professional", "Friendly", "Bold", "Educational", "Conversational"],
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value="Professional", label="Tone")
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hashtags = gr.Textbox(label="Hashtags (comma separated)", placeholder="ai, generativeai, datascience")
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use_llm = gr.Checkbox(value=False, label="Use LLM Copywriter (higher fidelity)")
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with gr.Group(elem_classes="card"):
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li_max_words = gr.Slider(100, 350, value=180, step=10, label="LinkedIn max words")
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tweet_max_chars = gr.Slider(120, 280, value=270, step=5, label="X/Tweet max chars")
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article_max_words = gr.Slider(400, 1200, value=800, step=50, label="Article max words")
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run_btn = gr.Button("Generate Strategy → Post", variant="primary")
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# Right: Outputs
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with gr.Column(scale=7):
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with gr.Accordion("Strategy Output (from Crew)", open=True):
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strategy_md = gr.Markdown(value="*(Will appear here after generation)*")
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with gr.Group(elem_classes="card"):
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gr.Markdown("**Platform Copy** (editable; use the copy icon)")
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social_tb = gr.Textbox(lines=18, show_copy_button=True, label=None)
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download_file = gr.File(label="Download", interactive=False)
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run_btn.click(
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fn=generate,
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inputs=[brand, audience, objective, platform, tone, hashtags, use_llm,
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li_max_words, tweet_max_chars, article_max_words],
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outputs=[strategy_md, social_tb, download_file]
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)
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"Settings → Secrets and add OPENAI_API_KEY."
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)
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# ---------- Agents ----------
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lead_market_analyst = Agent(
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role="Lead Market Analyst",
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goal="Deliver sharp, data-driven market insights for {product_brand}",
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backstory=(
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"A senior analyst skilled in competitor intelligence, audience segmentation, "
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"channel dynamics, and market sizing, with a bias for actionable insights."
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),
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allow_delegation=False,
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verbose=True
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chief_marketing_strategist = Agent(
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role="Chief Marketing Strategist",
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goal="Turn research into a focused, measurable go-to-market strategy for {product_brand}",
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backstory=(
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"A veteran strategist who crafts positioning, messaging pillars, channel mix, "
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"and KPI frameworks—aligning cross-functional stakeholders and timelines."
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),
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# Manager/orchestrator: can hand off sub-tasks or ask questions to teammates
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allow_delegation=True,
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verbose=True
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)
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creative_content_creator = Agent(
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role="Creative Content Creator",
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+
goal="Transform the strategy into compelling creative concepts and a content calendar",
|
| 53 |
+
backstory=(
|
| 54 |
+
"A concept-to-copy creative who converts strategy into campaign ideas, ad copy, "
|
| 55 |
+
"social posts, and SEO-ready long-form content."
|
| 56 |
+
),
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| 57 |
allow_delegation=False,
|
| 58 |
+
verbose=True
|
| 59 |
)
|
| 60 |
|
| 61 |
+
# ---------- Crew runner ----------
|
| 62 |
+
def run_crewai_marketing_strategy(product_brand: str, target_audience: str, objective: str):
|
| 63 |
+
# Compose a shared topic string for clarity across tasks
|
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|
| 64 |
topic = f"{product_brand} | Audience: {target_audience} | Objective: {objective}"
|
| 65 |
|
| 66 |
+
# 1) Market Analysis
|
| 67 |
market_analysis_task = Task(
|
| 68 |
description=(
|
| 69 |
+
"Conduct a concise but thorough market analysis for the topic: {topic}. "
|
| 70 |
"Cover: (1) ICP & segments, (2) JTBD/pain points & objections, "
|
| 71 |
"(3) competitive landscape & whitespace, (4) demand signals & seasonality, "
|
| 72 |
"(5) channel dynamics (search/social/email/partners/events), "
|
| 73 |
"(6) keyword themes & content gaps, (7) risks/assumptions."
|
| 74 |
),
|
| 75 |
expected_output=(
|
| 76 |
+
"A structured brief with bullet points for each section above, "
|
| 77 |
+
"ending with a 5–8 point summary of the most actionable insights."
|
| 78 |
),
|
| 79 |
+
agent=lead_market_analyst,
|
| 80 |
+
input_variables={"topic": topic}
|
| 81 |
)
|
| 82 |
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| 83 |
+
# 2) Strategy Formulation (manager)
|
| 84 |
strategy_task = Task(
|
| 85 |
description=(
|
| 86 |
+
"Using the Market Analysis brief, craft a go-to-market strategy for {topic}. "
|
| 87 |
"Include: positioning statement, value prop, 3–5 messaging pillars, "
|
| 88 |
"priority segments, channel mix with rationale, offer/CTA ideas, "
|
| 89 |
"90-day roadmap (phases & owners), KPI tree (primary/leading indicators), "
|
| 90 |
"and a lightweight budget allocation (% by channel)."
|
| 91 |
),
|
| 92 |
+
expected_output=(
|
| 93 |
+
"A strategy document with clear sections as listed, plus a one-page executive summary."
|
| 94 |
+
),
|
| 95 |
agent=chief_marketing_strategist,
|
| 96 |
+
input_variables={"topic": topic},
|
| 97 |
context=[market_analysis_task]
|
| 98 |
)
|
| 99 |
|
| 100 |
+
# 3) Creative & Content Plan
|
| 101 |
creative_task = Task(
|
| 102 |
description=(
|
| 103 |
"Based on the Strategy, produce: (a) 3 campaign concepts (hook, angle, proof), "
|
| 104 |
+
"(b) ad copy variants (paid search, paid social), "
|
| 105 |
+
"(c) a 4-week content calendar (blog/LI/X/YouTube/Newsletter) with titles, "
|
| 106 |
+
"briefs, CTAs, and intended KPIs, and (d) landing-page wireframe outline "
|
| 107 |
"(hero, value blocks, social proof, FAQ)."
|
| 108 |
),
|
| 109 |
+
expected_output=(
|
| 110 |
+
"Campaign concepts + copy, a tabular content calendar, and a structured LP outline."
|
| 111 |
+
),
|
| 112 |
agent=creative_content_creator,
|
| 113 |
+
input_variables={"topic": topic},
|
| 114 |
context=[strategy_task]
|
| 115 |
)
|
| 116 |
|
| 117 |
crew = Crew(
|
| 118 |
agents=[lead_market_analyst, chief_marketing_strategist, creative_content_creator],
|
| 119 |
+
tasks=[market_analysis_task, strategy_task, creative_task]
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|
| 121 |
)
|
| 122 |
|
| 123 |
+
result = crew.kickoff()
|
| 124 |
+
return result
|
| 125 |
+
|
| 126 |
+
# ---------- Gradio app ----------
|
| 127 |
+
def generate_strategy(product_brand, target_audience, objective):
|
| 128 |
+
return run_crewai_marketing_strategy(product_brand, target_audience, objective)
|
| 129 |
+
|
| 130 |
+
iface = gr.Interface(
|
| 131 |
+
fn=generate_strategy,
|
| 132 |
+
inputs=[
|
| 133 |
+
gr.Textbox(lines=1, label="Product / Brand", placeholder="e.g., SaaS analytics platform"),
|
| 134 |
+
gr.Textbox(lines=1, label="Target Audience", placeholder="e.g., mid-market product managers in EMEA"),
|
| 135 |
+
gr.Textbox(lines=1, label="Primary Objective", placeholder="e.g., drive free trials / demo requests")
|
| 136 |
+
],
|
| 137 |
+
outputs=gr.Textbox(lines=28, label="Marketing Strategy & Content Plan"),
|
| 138 |
+
title="DDS • AI Crew for Marketing Strategy",
|
| 139 |
+
description="Provide brand, audience, and objective. The crew analyzes the market, builds a GTM strategy, and outputs creative + a content calendar."
|
| 140 |
+
)
|
| 141 |
|
| 142 |
+
if __name__ == "__main__":
|
| 143 |
+
iface.launch()
|