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This type of system can help teams search internal documents much faster.
Currently experimenting with different approaches to improve answer accuracy.
Curious to hear how others are building similar systems.
What do you think about this? Would you use something like this in your business?
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Related posts
Title:
Lead Management Dashboard — Data Visualization.
Description:
Designed a lead management dashboard to visualize and track key sales metrics including lead status, conversion rates, and session sources. Created a sample dataset and built the dashboard to demonstrate how businesses can monitor their pipeline and make data-driven decisions at a glance.
Tools used:Canva (design), Power BI / Tableau (data visualization experience).
looks great,
Why do 70% of clinic appointments fail? It’s not the medicine—it’s the management.
Most doctors spend more time on paperwork than on patients. I built Ray Healthcare to flip that script.
By integrating AI-driven scheduling and automated EMR (Electronic Medical Records), we’ve helped clinics reduce "no-shows" by nearly 70% while digitizing the entire patient journey.
Key Features of Ray:
✨ Automated Smart Reminders: Turn-by-turn directions and instant SMS alerts.
🔒 HIPAA-Compliant Security: 256-bit encryption for total patient data privacy.
🚀 1-Click Billing: From prescription to invoice in seconds.
Healthcare shouldn't be complicated. It should be digital.
hospitalmanagementsystemraysaasrayhealthcaresmarthealthcareAI Agent DesignerBackend DevelopmentFrontend DevelopmentAnthropicGoogle AntigravityOpenAI
💡 𝗧𝗶𝗽 𝗼𝗳 𝘁𝗵𝗲 𝗗𝗮𝘆 — 𝗗𝗷𝗮𝗻𝗴𝗼
𝗗𝗶𝗱 𝘆𝗼𝘂 𝗸𝗻𝗼𝘄?
Using "only()" and "defer()" in Django can significantly reduce query payload when you don’t need every model field.
🔧 "only()" → Load 𝘰𝘯𝘭𝘺 𝘴𝘱𝘦𝘤𝘪𝘧𝘪𝘤 𝘧𝘪𝘦𝘭𝘥𝘴
🔧 "defer()" → Load 𝘦𝘷𝘦𝘳𝘺𝘵𝘩𝘪𝘯𝘨 𝘦𝘹𝘤𝘦𝘱𝘵 𝘴𝘱𝘦𝘤𝘪𝘧𝘪𝘦𝘥 𝘧𝘪𝘦𝘭𝘥𝘴
Why it matters:
- Less data transferred from DB
- Lower memory usage
- Faster responses for large models
Smart field selection = better performance.
#Python #BackendDevelopment #WebDevelopment #PerformanceOptimization
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