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8 contributions to AI Automation Society
Day 1 Newsletter build.
Hi everyone! šŸ‘‹ I’m excited to share my Day 1 win: building my first newsletter using Claude Code. I learned a ton through the process—how Claude Code works, what goes into creating a newsletter from scratch, and where there’s room for improvement. Since this was my first time building something like this, it was a great hands-on experience. Honestly, I’m pretty impressed with how capable the AI is. The result turned out better than I expected—but as a beginner, I’m sure I’ve missed things I could improve. I’d really appreciate any feedback or suggestions on how I can make the newsletter better. Thanks in advance! šŸ™Œ
Day 1 Newsletter build.
What is your biggest challenge at the moment ?
It’s Sunday and probably you are chilling and relaxing . I’m building the whole Sunday because my calendar for next week is packed with new opportunities. My challenge is get everything processed and produced what is your challenge today or the coming week ??
What is your biggest challenge at the moment ?
1 like • 7d
My challenge for the next week is to complete 7-Day AIS challenge
0 likes • 7d
@Vasilica Ilut Thanks, I hope so
Logistics Company Lost $2.8M Because Shipping Documents Had Wrong Warehouse Codes šŸ”„
Shipping logistics company. Moving $180M in goods annually. One field on shipping documents kept causing problems: warehouse location code. Cost them $2.8 million in one year. THE WAREHOUSE CODE PROBLEM: Shipping document has field: "Destination Warehouse" Should contain: 4-digit code (e.g., "WH47") Often contained: - Old warehouse codes (facility closed 2 years ago) - Typos ("WH47" typed as "WG47") - Full addresses instead of codes - Wrong region codes Result: Shipment goes to wrong warehouse. THE CASCADE: Wrong warehouse code triggers: - Delivery to wrong facility - Customer calls: "Where's my shipment?" - Investigation time: 2-3 hours - Rerouting shipment - Additional freight cost - Delivery delay - Customer service time - Possible contract penalty Cost per misdirected shipment: Average $4,200 THE ANNUAL IMPACT: Tracked 12 months: - Total shipments: 14,400 - Misdirected due to wrong warehouse code: 673 (4.7%) - Average cost per incident: $4,200 - Total annual cost: $2,826,600 4.7% error rate. $2.8M problem. THE PATTERN: Most errors came from: - Manual data entry (clerk types code from email/PDF) - Copy-paste errors - Outdated customer shipping instructions - 3PL partners using old templates THE SOLUTION I BUILT: Shipping document validation system: - Document arrives (PDF, email, EDI) - System extracts warehouse destination - Auto-validates against active warehouse database - Flags invalid codes BEFORE shipment processed - Suggests correct code based on delivery address - Requires human approval for flagged shipments Won't let invalid warehouse code enter system. THE RESULTS: Before automation: - Shipments with invalid codes: 673/year (4.7%) - Cost of misdirected shipments: $2.8M annually - Customer complaints: 89/month - Investigation time: 220 hours/month After automation: - Shipments with invalid codes: 47/year (0.3%) - Cost of misdirected shipments: $197,400 annually - Customer complaints: 11/month - Investigation time: 28 hours/month
2 likes • 7d
@Duy Bui Wow, great work man! Congrats on a big pay alsošŸ”„
Why OpenCode Is Better Than Claude Code (It's Free!)
Tired of hitting rate limits in Claude Code? It’s time to look at OpenCode! If you are a developer using AI coding agents, you’ve likely felt the frustration of hitting "rate limits" just when you’re in the flow. Whether it’s Claude Code or other popular AI coding tools, those caps can be a real productivity killer. I just created a full breakdown of OpenCode, and it’s a total game-changer for anyone looking for a truly free, open-source alternative. Here's why OpenCode is worth your attention: šŸ”¹ Truly Open-Source & Free: Unlike many "freemium" agents, OpenCode offers a "Zen" plan that is completely free and gives you access to a massive range of models šŸ”¹ Versatility: It isn’t just a terminal tool. You can integrate it directly into your favorite IDEs like VS Code, Cursor, and even Z Windsurf šŸ”¹ 75+ LLM Providers: Through integrations with models.dev and OpenRouter, you can toggle between GPT-4, Claude, Gemini, and open-source powerhouses like Kimmy 2.5 and Quinn 3.5 šŸ”¹ Parallel Agents: You can run multiple agents on the same project simultaneously to speed up complex tasks šŸ”¹ Built-in GitHub Integration: Commit and push your code directly through the agent with ease With over 146,000 stars on GitHub, the community support behind this is massive. If you’re looking to scale your AI-assisted development without the heavy subscription costs or restrictive limits, this is a tool you need to check out. Comment "OPENCODE" below to watch the full tutorial on YouTube.
Why OpenCode Is Better Than Claude Code (It's Free!)
2 likes • 7d
OPENCODE
A lead generation workflow I help businesses with - example
Hello, I thought I'd try to share some value here, so I'm sharing how i generally set up a lead generation workflow and how I walk through a business to build it for them. Each lead generation workflow is similar from business to business. I've found it to be true across multiple niches, BioTech, AEC / MEP (Mechanical/electrical engineering), Life Coaching, and Drone surveying... The workflow is typically 4 Phases - Gathering -> Filtering -> Researching -> Delivery Gathering - The gathering phase is typically done through an API or web fetches. If an API is available, this is usually the most reliable. Any common model can do a web fetch, but it's less deterministic. You will also need sources for the web fetch and API. You would determine this based on the clients typical sources (websites) and/or doing quick market research to determine where the ideal leads reside. I typically don't use filters in this phase unless really broad filters can be applied (Gather anyone who has a particular title CEO, P.E. Mechanical Engineer, etc.), otherwise agent web fetches can have large bottlenecks. API filters in the phase can be useful, but make sure your agent knows the correct parameter values for the particular API. It's useful to find the page where it describes the API parameters and give it to your agent when it's building. Web fetches gather the whole page data, so you'll want your agent to know "I'm looking for people on this website and their contact info, email, phone, title, etc." Have it output into an MD file or something simple for the agent to read. This trims down so the filtering agent can work with less noise. (Tell the agent to include the URL/Link to the particular person) Filtering - This phase is pretty self explanatory, it filters the leads you've gather based on the companies parameters. When talking with the client, you'll want to ask a series of questions to figure out what truly makes a good lead for them / a good client. Often times, they don't know, so you'll have to do some questioning (not interrogation hah).
1 like • 7d
@Jordan Clement thanks a lot for the free value man! šŸ”„
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@don-dre-2466
Just starting out :)

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