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This project uses GPT API for mental health counseling by simulating expert opinions from various therapy techniques like CBT, Psychodynamic, and Mindfulness Therapy. Dynamic prompting incorporates topic inputs, few-shot examples, and social determinants of health (SDoH) to generate personalized advice. Counseling responses are evaluated on psychotherapy factors like empathy, engagement, and alliance capacity, ensuring high-quality guidance. This approach combines AI with psychotherapy expertise to deliver tailored mental health support.
Mental Health AI Agents
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The Heron homepage carries an unfamiliar product to an audience with very little patience for marketing language.
The page is structured in two halves. The first half earns attention: a boot-sequence preloader, an interactive hero where dragging surfaces real code violations, four problem statements, and the agent loop delivered as a paced scroll.
The second half spends it. Use cases are laid out plainly by role, from architects and BIM managers to small firms, and the demo booking section is the quietest thing on the page.
Deciding where the ambition stops is the part that determines whether a B2B site converts or just impresses.
Amazing work🔥
🚀 My First AI Automation Project with n8n
I recently built my first automation project — an AI-Powered Invoice Extraction & Tracking System.
The problem I wanted to solve was simple:
Imagine a business receiving dozens of invoices or cash memos every week. Someone has to open each file, read the information, and manually enter the vendor name, date, items, total amount, and category into a spreadsheet.
That’s repetitive, time-consuming, and easy to get wrong.
So I built a workflow where:
📂 An invoice is uploaded to Google Drive
→ 🤖 Gemini AI reads and extracts the invoice data
→ ⚙️ n8n processes and validates the information
→ 📊 The data is automatically added to Google Sheets
The best part?
No manual data entry. Just upload the invoice and the rest happens automatically.
While building it, I also worked with things like workflow triggers, loop control, API errors/retries, and handling multiple files.
For me, this project was less about simply “building an n8n workflow” and more about learning how AI + automation + data workflows can solve real business problems.
This is just my first step into AI automation, and I’m excited to build more practical systems like this.
If your business has a repetitive process that could be automated with AI, n8n, or data workflows, feel free to DM me. I’d be happy to discuss it.
#AIAutomation #n8n #Automation #ArtificialIntelligence #DataAnalytics #DataAnalyst #WorkflowAutomation #GenerativeAI #BusinessAutomation #AI
Smart pipeline! Have you added strict JSON schema validation after Gemini extracts the invoice fields? Found that it stops edge case hallucinations before the data ever hits Sheets.
Agentic AI Order-to-Cash Pipeline for E-Commerce
An end-to-end intelligent automation architecture designed to bridge e-commerce sales, payment processing, cognitive AI data enrichment, automated bookkeeping, and team notifications. This workflow transforms rigid, manual financial operations into a self-managing, responsive pipeline.
Trigger (Shopify): Captures incoming e-commerce orders instantly upon successful customer payment.
Data Enrichment (Stripe): Retrieves detailed payment gateway metadata, customer risk scores, and transaction status for enhanced security validation.
AI Reasoning Engine (OpenAI): Acts as the cognitive core to analyze unstructured order data, dynamically categorize products into appropriate accounting ledger codes, and flag anomalies.
Financial Settlement (Xero): Automatically provisions customer profiles and generates structured sales invoices within the accounting platform.
Operational Loop (Slack): Dispatches real-time, context-rich notifications and alerts directly to internal finance and operations channels.
'Prompt configuration hidden for client confidentiality
Amazing work