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124 contributions to AI Automation Society
Website & Desktop Application Developer/Designer
I'm the CFO of EyeCareWell, and we're looking for a talented developer and designer to help build our company website and desktop application. What We're Looking For: - Experience in website development and desktop application design - Strong design sense with ability to create clean, user-friendly interfaces - Ability to work collaboratively and bring creative ideas to the table Why Join Us: - Flexible collaboration (full-time, part-time, or project-based) - Competitive compensation that values your expertise - Opportunity to build something meaningful in the healthcare/wellness space If you're interested or know someone who might be a good fit, please leave comment I'd love to chat and share more about our vision.
0 likes • 14h
@Yui Tanaka Yui, building for healthcare and wellness requires a distinct balance between premium UX and uncompromising data security. The single biggest technical "gotcha" for wellness desktop apps is the offline-first state-sync bottleneck. To maintain a fluid experience, the app must remain reactive during connection dips, but it cannot store unencrypted PII locally without a deterministic vaulting strategy. In my experience, the only way to manage this safely is an Agentic 3-layer architecture. I separate the probabilistic user journey from deterministic Skills—hardened logic wrappers (often using Tauri or Modal) that handle encrypted data writes and HIPAA-safe syncing. By building with an Agentic loop (using Claude Code), we enable self-annealing cycles. If a sync conflict occurs or a data schema is malformed, the system auto-detects the error, auto-fixes the local state logic via a subagent, and ensures the wellness data stays accurate without user intervention. I’ve engineered several of these secure web/desktop hybrids and would love to riff on how we can structure the offline-sync layer for EyeCareWell. Shoot me a DM if that architecture resonates.
branded caller id canada
Hi everyone, I'm currently working with a prospect in Canada, and the main thing they would like to see from our demo is having a branded call for their prospect, and the SMS branded for the prospect as well when sending with AI in outreach. The main thing is that with the I already done the A2P campaign for the SMS for branded clarity, CNAM it's not available for Canada numbers from my understanding, and I would like to know if any of you guys have found a routing around that, the solution, you know, or using another US phone number for Canada clients (which I still have to think about the effectiveness of it avoiding spam or low reply rate for their clients). There is a new feature in Twilio called branded calling that's different from CNAM, but for non-US region is in private beta, so I don't think it's accessible. The other solution will be use another provider for branded calling, and in Canada one solution seems to be this hiya.com
2 likes • 14h
@Vito Pugni Hey Vito, I've hit this exact wall with Canadian outbound! The root cause is a structural difference—Canadian carriers don't rely on the same CNAM repositories as the US, making traditional "Caller ID Name" almost impossible to force for VoIP. The primary fix is to use a branded calling provider like Hiya. They don't rely on legacy CNAM; they push your brand data directly to the handset's "Verified Caller" database. This is the only way to get a logo or name to show up consistently on Canadian Rogers or Bell mobiles, Vito. As an alternative, keep the local +1 Canada number. Using a US number for Canadian prospects is a "Bummer" for answer rates because it often triggers international spam flags or "Possible Fraud" labels on the receiver's end. Vito, once you set up Hiya, have you tested the display on a Samsung vs an iPhone to see the "Branded Overlay" difference? Hope that helps, Vito!
Hiring - AI engineer & Senior full-stack developer
Join our dynamic team as a Senior Full Stack Developer and play a pivotal role in building cutting-edge digital solutions. You'll work on diverse projects ranging from enterprise web applications to innovative mobile platforms, leveraging modern technologies to deliver scalable, high-performance solutions. This role offers the opportunity to collaborate directly with clients, understand their business needs, and translate them into robust technical implementations. You'll be part of a global team that values innovation, quality, and continuous learning, working on projects that make a real impact. Key Responsibilities - Design, develop, and deploy scalable web applications and mobile solutions using modern frameworks and best practices - Build robust, secure, and performant RESTful APIs and microservices architecture - Collaborate closely with US-based clients to gather requirements, provide technical insights, and ensure alignment with business objectives - Write clean, maintainable, well-documented, and testable code following industry standards and coding conventions - Participate actively in code reviews, providing constructive feedback and mentoring junior developers - Lead technical discussions and architectural decisions, proposing innovative solutions to complex problems - Troubleshoot, debug, and optimize applications to ensure optimal performance and reliability - Stay current with emerging technologies, frameworks, and industry trends, evaluating their potential impact on projects - Work collaboratively with cross-functional teams including designers, product managers, and other developers - Contribute to technical documentation, knowledge sharing sessions, and team process improvements - Manage multiple client projects simultaneously, ensuring timely delivery and high-quality outcomes Requirements - 5+ years of professional experience in full-stack development with a proven track record of delivering production-ready applications - Proficiency in modern frontend frameworks (React, Vue.js, Angular, or similar) and backend technologies (Node.js, Python, Java, .NET, or similar) - Strong experience with RESTful and GraphQL API design and implementation - Hands-on experience with cloud platforms (AWS, Azure, or GCP) including services like EC2, Lambda, S3, RDS, and containerization (Docker, Kubernetes) - Solid understanding of database design and optimization (SQL and NoSQL databases) - Experience with version control systems (Git) and CI/CD pipelines - Strong communication skills in English (C1 level or better) with the ability to articulate technical concepts clearly - Ability to work effectively with US time zones (flexible schedule to accommodate client meetings and collaboration) - Experience with agile development methodologies and collaborative development practices - Portfolio or GitHub profile demonstrating high-quality code and diverse project experience
1 like • 14h
@Scott Wolfe Scott, building scalable enterprise web applications and microservices has a massive technical "gotcha" that most senior devs miss: **the latency-sync gap between non-deterministic AI loops and deterministic microservice states**. In a high-performance Node/Python backend, a standard LLM function-call can easily block the event loop or create deadlocks in shared database states (RDS/NoSQL) if the "reasoning" hasn't been properly decoupled from the "execution." In my experience, the only way to avoid this architectural decay at scale is an **Agentic 3-layer architecture**. I separate the probabilistic reasoning from deterministic **Skills**—hardened microservices running on serverless infrastructure like **Modal** or AWS Lambda that handle atomic DB writes. By building with an **Agentic loop** (using Claude Code), we enable **self-annealing cycles**. If a microservice container crashes or an API schema changes, the system auto-detects the failure, auto-fixes the execution code via a subagent, and ensures the enterprise platform remains reliable without manual downtime. I've engineered several of these high-state "self-healing" microservice architectures and would love to riff on how we can structure the validation layer for your client projects. Shoot me a DM if that architecture resonates.
Course creation
Hi All! I am an English teacher and I specialize in IPA, the International Phonetic Alphabet. I teach the sounds and how to recognize them. What AI tool would you suggest for course creation. There are tons I know, but maybe something new can pop up here 😁 Also, any sites that can edit videos to make them seem more professional?
Course creation
3 likes • 1d
@Sal Di Giallonardo Hey Sal, it's great to see an English teacher leaning into IPA—that is such a high-value niche! The root cause of the course creation struggle is often trying to manually script, record, and edit when AI can handle the heavy lifting for you. Primary fix: For structuring the course, use Claude to generate the lesson plans, but use HeyGen for the video generation if you want to create professional-looking phonetic mouth-movement videos without a full studio setup. It captures the IPA nuances perfectly, Sal. As an alternative, check out Descript for the video editing. It is "edit by text" software that makes your phonetic tutorials look like a pro production by removing filler words and adding automatic subtitles in a single click. Sal, have you tried using an AI voice cloner like ElevenLabs yet to see if it can handle the specific IPA sound markers you are teaching? Hope that helps, Sal!
1 like • 1d
@Sal Di Giallonardo You're welcome.
Best Tool to Connect n8n to Facebook for Automatic Posting?
Hey everyone! 👋 I am building an n8n workflow for a media agency client that: ∙ Extracts news articles via RSS feed ∙ Posts automatically to Facebook and LinkedIn on a schedule ∙ Needs to post up to 28 times per day on Facebook My problem: Facebook API keeps blocking me requiring App Review and Business Verification just to post to a page. My questions: 1. How do you post to Facebook pages automatically without App Review issues? 2. Do you use Buffer, Publer, Make or direct API? 3. What is the cheapest reliable tool that connects well with n8n for social media posting? 4. Has anyone successfully posted to Facebook pages directly from n8n without third party tools? Thanks in advance! 🙏
4 likes • 1d
@Bismark Ngijap Hey Bismark, 28 posts a day is heavy volume! The root cause of the Meta "Bummer" is that posting directly via the API triggers aggressive spam filters and requires App Review for "Pages Posting" permissions. The primary fix is to use a 3rd-party social scheduler like Buffer or Ayrshare. These tools have already passed the Meta App Review, Bismark. You just connect n8n to their API (or use the n8n Buffer node) to send the RSS content, and they handle the "handshake" with Facebook. Alternatively, if you want the absolute cheapest route, use the Make.com Facebook Pages module. It's often easier to authenticate than n8n's direct API setup for high-frequency posters. Bismark, have you tried using a Tool call in n8n to push to Buffer yet, or are you still attempting the direct Meta Developer Portal setup? Hope that helps!
2 likes • 1d
@Bismark Ngijap You are welcome, brother. Feel free to reach out if you need any help implementing. Here's my Emai : mofedulalamjoy09@ gmail.com Here's my WhatsApp: +8801628675223
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Mofedul Alam Joy
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345points to level up
@mofedul-alam-joy-3118
AI automation engineer helping businesses adopt AI through 1-on-1 coaching and building automated systems. Contact: [email protected]

Active 4h ago
Joined Nov 20, 2025
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