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This project was designed as a modular data pipeline for automated freelance job monitoring and delivery. The architecture separates data collection, filtering, deduplication, AI-powered enrichment, storage, and notification layers, allowing each component to evolve independently. Telegram serves as the delivery channel for alerts, while the core system focuses on reliable data processing, automation, and workflow orchestration.
src/
collectors/ — Freelancer.com API integration
pipeline/ — per-specialty filter, deduplicate, scoring
bot/ — handlers, commands, keyboards
ai/ — translate, summarize, proposal (OpenAI GPT)
db/ — SQLAlchemy models (User, Job, Proposal, Feedback)
workers/ — background monitoring loop
utils/ — config, logger, analytics
scripts/ — CLI entry points
data/ — SQLite DB, raw/processed/analytics output
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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How AI Agents Help Business Operations
AI agents can act like digital teammates for repeatable workflows.
They can read documents, extract data, check missing details, update CRMs, send notifications, and prepare tasks for human review.
For example, when a client submits a form or document, an AI workflow can extract the key information, validate it, update the right tools, and notify the team automatically.
The goal is not to replace people. It is to remove repetitive work so teams can focus on better decisions.
The best AI automation keeps humans in the loop, adds error handling, and connects tools through APIs, webhooks, Slack, Google Sheets, CRMs, and workflow platforms like n8n.
Less manual work. Faster handoffs. Better operations.
I just joined Contra
I'm excited to share that I’ve joined Contra as a freelance developer.
I'll be offering services around:
• Full-stack web development
• Mobile app development
• AI automation
• API integrations
• SaaS and dashboard development
• Workflow automation with tools like n8n, Make, Zapier, and OpenAI API
My focus is simple: build clean, practical, and scalable products that solve real business problems.
I'm especially interested in helping startups, founders, and small teams turn ideas into working products faster, whether that means building an MVP, improving an existing platform, or automating manual workflows.
Looking forward to connecting with great clients and building useful things here.
#Contra #FreelanceDeveloper #FullStackDeveloper #MobileDeveloper #AIAutomation #SaaS #WebDevelopment #React #Nextjs #ReactNative #OpenAI #WorkflowAutomation
Contra Labs is one of the most interesting things to happen in the freelance space recently.
I got early access and helped the team with a few tests and design reviews. Very intrigued with where this is heading.
I don't know what the future of creative work looks like with AI in the room, nobody does. But Contra Labs is going to have a real hand in shaping it and I'm glad they're the ones asking the questions.
Great Explanation Mate, I am also a part of early stage Contra Labs too help them test and create new designs and its still going on smoothly 🎉
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