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Owned by Gav

AV
AI Vibe Code Mastery

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20 contributions to AI Automation Society
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Feb 14 โ€ขย 
YouTube Resources ๐Ÿ“š
๐Ÿš€New Video: How a College Student Made $500k with Cold Email (Exact Framework)
In this episode, I brought on Suvam. He generated over $500,000 in sales opportunities in six months using cold email as a beginner. The core lesson is to sell the outcome first and build after commitment. Suvam overcame the trust barrier with a zero-risk offer: doing the work for free in exchange for a case study reference. This worked so well that one free client became his first paying client and the social proof nearly doubled his reply rates. His playbook uses AI to find pre-filtered niche databases, not massive lead directories, and employs a simple 4-step automation for personalization at scale.
9 likes โ€ข Feb 14
@Mateus Camargos hey this is great, I am really pleased you are making advances with AI in the medical field, that is amazing, all the best!
โœ… Claude Code Context windows optimization
Hey everyone, I've been burning a lot of brainpower on my current Leo 2.0 (my PAI) and optimizing my context usage. TL;DR:Here's how to actually set up Docker's MCP Toolkit if you're trying to optimize your AI agent context usage. + The Current Problem + As you see on my screenshot below, before starting a conversation, I already have 11.7% of my context taken just for the MCP tools (23.3k tokens). Standard MCP servers dump 13,000-18,000 tokens of tool definitions into your context. When you stack multiple servers, agents get confused and you're burning context on infrastructure instead of actual work. Docker's approach: containerized MCP servers with a gateway that aggregates everything. + Setup Steps (this is a beta feature) + Prerequisites: - Docker Desktop (not just Docker CLI) - Enable "MCP Toolkit" in Settings โ†’ Features in Development (it's Beta) Enable servers via CLI: - docker mcp server enable github-official - docker mcp server enable filesystem + OAuth setup (for services that need it): + - docker mcp oauth authorize github + Connect via CLI (once Docker Desktop is running): + - docker mcp client connect claude-code --global + Project specific + - docker mcp client connect claude-code This creates a `.mcp.json` (or updates `~/.claude.json` for global): + Verify it works + Run `/mcp` in Claude Code to see connected servers. + What You Actually Get + - Each server runs in its own container (1 CPU, 2GB RAM limit) - One connection point instead of multiple server configs - Browse and add servers from Docker Hub without hunting - Credential management without manual API token juggling + My Take So Far + Still testing, but seems promising: instead of managing 8 separate MCP server configs that each consume tokens, you get one gateway. The question is whether the gateway itself adds overhead that offsets the benefits. Will update once I've run it through some real workflows.
โœ… Claude Code Context windows optimization
1 like โ€ข Dec '25
Excellent post and very useful, thanks @Quentin Daems
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Dec '25 โ€ขย 
MVPs๐Ÿ†
๐ŸŽ‰FREE Lifetime Access to AIS+ for Jason
Big shoutout to @Jason Hagen, who just hit Level 8 inside our paid community, AI Automation Society Plus! ๐Ÿ™Œ Heโ€™s the third member to ever reach this milestone, unlocking FREE lifetime access to AIS+. This is the kind of reward we love giving to members who consistently show up, share insights, and help others grow. Drop a congrats for Jason in the comments below!! Cheers, Nate
๐ŸŽ‰FREE Lifetime Access to AIS+ for Jason
3 likes โ€ข Dec '25
Congrats @Jason Hagen
1 like โ€ข Dec '25
@Jason Hagen awesome bud!
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Dec '25 โ€ขย 
General Discussion ๐Ÿ’ฌ
Lovable raises $330M, valued at $6.6B
Absurd... check out the details here Which website building app is your favorite?
Poll
539 members have voted
3 likes โ€ข Dec '25
I only use Cursor, started with it and have tried others and ways return to it.
Dec '25 โ€ขย 
Wins ๐ŸŒŸ
๐Ÿ† Weekly Wins Recap | Nov 29 โ€“ Dec 5
From new client wins to digital twins and foundation-level breakthroughs - another week of real progress inside AIS+ Here are this weekโ€™s highlights inside AIS+ ๐Ÿ‘‡ ๐Ÿ‘‰ Kevin Hardin built a job-sorting automation using Apify + n8n to instantly organize Upwork leads - a solid real-world workflow in action. ๐Ÿ‘‰ @Elijah Williams restructured his entire agency model after completing the One-Person Agency course โ€” turning insights into a roadmap. ๐Ÿ‘‰ @Rakshith Gowda solved a Veo 3.1 API error after hours of debugging - a reminder that persistence pays off. ๐Ÿ‘‰ @Simon Cousineau is now featured weekly on Canadian radio as their official AI expert - turning consistency into credibility. ๐Ÿ‘‰ Malek Kilani built an AI-powered language coach in under an hour, shared the PRD, and inspired others to ship faster. ๐ŸŽฅ Super Win Spotlight of the Week: @Lutfiya Miller | From Toxicologist to AI Consultant Lutfiya went from learning AI workflows to landing two new clients at a scientific conference - proving what happens when confidence meets consistency. AIS+ helped her go from fear and uncertainty to building powerful automations and speaking at multiple events in 2025. ๐ŸŽฅ Watch her story ๐Ÿ‘‡ Lutfiyaโ€™s journey is proof that when you replace fear with action, everything starts to click. โœจ Want to see more wins like these every week? Join the builders inside AI Automation Society Plus - where learning turns into confidence and results ๐Ÿš€
๐Ÿ† Weekly Wins Recap | Nov 29 โ€“ Dec 5
8 likes โ€ข Dec '25
Awesome update and incredible advances within the community, thanks @Yash Chauhan ๐Ÿ™
6 likes โ€ข Dec '25
@Yash Chauhan yes my friend ๐Ÿงก thanks for all your continued updates and posts, theybare all much appreciated ๐Ÿ‘
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@gav-michael
AI Specialist, secure AI vibe coding and production ready SaaS products. Voice assist development and advanced voice applications.

Active 30m ago
Joined Feb 17, 2025
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