George Siosi's GSD Lab Membership
Stop Making Expensive AI Mistakes Alone
Cut through the noise, build what matters. GSD Lab is a monthly membership where high-capacity leaders turn digital overwhelm into systematic implementation.
Join 50+ leaders who've gone from AI overwhelm to aligned systems. This year: #AI
George Siosi's GSD Lab Membership
Stop Making Expensive AI Mistakes Alone
Cut through the noise, build what matters. GSD Lab is a monthly membership where high-capacity leaders turn digital overwhelm into systematic implementation.
Join 50+ leaders who've gone from AI overwhelm to aligned systems. This year: #AI
George Siosi's GSD Lab Membership
Stop Making Expensive AI Mistakes Alone
Cut through the noise, build what matters. GSD Lab is a monthly membership where high-capacity leaders turn digital overwhelm into systematic implementation.
Join 50+ leaders who've gone from AI overwhelm to aligned systems. This year: #AI
You're already good at what you do.
You're experienced, highly accomplished, and/or people might already be relying on you for a lot.
But every week brings a new “must-try” AI tool. You're experiencing analysis paralysis, fragmented learning, lack of frameworks, and individual struggle.
Your digital stack feels more like a pile than a system. Your intuition is telling you something needs changing.
Most programs or communities only add pressure—constant deadlines, guilt when you fall behind, and distracting conversations.
But linear progress doesn’t always reflect real life.

You're already good at what you do.
You're experienced, highly accomplished, and/or people might already be relying on you for a lot.
But every week brings a new “must-try” AI tool. You're experiencing analysis paralysis, fragmented learning, lack of frameworks, and individual struggle.
Your digital stack feels more like a pile than a system. Your intuition is telling you something needs changing.
Most programs or communities only add pressure—constant deadlines, guilt when you fall behind, and distracting conversations.
But linear progress doesn’t always reflect real life.

You're already good at what you do.
You're experienced, highly accomplished, and/or people might already be relying on you for a lot.
But every week brings a new “must-try” AI tool. You're experiencing analysis paralysis, fragmented learning, lack of frameworks, and individual struggle.
Your digital stack feels more like a pile than a system. Your intuition is telling you something needs changing.
Most programs or communities only add pressure—constant deadlines, guilt when you fall behind, and distracting conversations.
But linear progress doesn’t always reflect real life.


How we help:
Through the GSD Lab membership, you get:
Collective intelligence: instead of each person making expensive mistakes alone, you share experiences.
Structured experimentation: our methodical approach becomes instant shared frameworks as a group.
Accountability and momentum: our registration deadlines, scheduled meetings, and group challenges create forward movement instead of endless research.
Real-time guidance: when someone asks "which LLMs has anyone paid for?" they get immediate, experience-based answers.

How we help:
Through the GSD Lab membership, you get:
Collective intelligence: instead of each person making expensive mistakes alone, you share experiences.
Structured experimentation: our methodical approach becomes instant shared frameworks as a group.
Accountability and momentum: our registration deadlines, scheduled meetings, and group challenges create forward movement instead of endless research.
Real-time guidance: when someone asks "which LLMs has anyone paid for?" they get immediate, experience-based answers.

How we help:
Through the GSD Lab membership, you get:
Collective intelligence: instead of each person making expensive mistakes alone, you share experiences.
Structured experimentation: our methodical approach becomes instant shared frameworks as a group.
Accountability and momentum: our registration deadlines, scheduled meetings, and group challenges create forward movement instead of endless research.
Real-time guidance: when someone asks "which LLMs has anyone paid for?" they get immediate, experience-based answers.
"Most communities force linear progress: ship weekly, stay “accountable,” or fall behind. But GSD Lab works differently. We embrace breakthroughs that don’t always happen on one, straight timeline — ones that can spiral. Some months you absorb. Some months you sprint. Both are valid. Both lead to breakthroughs."
"Most communities force linear progress: ship weekly, stay “accountable,” or fall behind. But GSD Lab works differently. We embrace breakthroughs that don’t always happen on one, straight timeline — ones that can spiral. Some months you absorb. Some months you sprint. Both are valid. Both lead to breakthroughs."
"Most communities force linear progress: ship weekly, stay “accountable,” or fall behind. But GSD Lab works differently. We embrace breakthroughs that don’t always happen on one, straight timeline — ones that can spiral. Some months you absorb. Some months you sprint. Both are valid. Both lead to breakthroughs."
Ship YOUR Way
Two Modes. One Lab. You don't have to do things either/or.
🌀 Spiral Path
Quiet incubation, deep observation (sometimes over months), then sudden breakthroughs.
Through this path, you can:
Absorb frameworks and signals in the background, guilt-free.
Observe other builders navigating real stacks and systems, or join in with them.
Trust the spiral: when it clicks, you’ll produce more in weeks than others do in months.
Embrace the sprint: join others on shipping on regular cadences.
Either way, this is productivity on human terms.
⬆️ Straight Path
Choose this path for steady cadence, clear deadlines, visible progress.
That’s why GSD Lab also runs:
Monthly sprints with focused outcomes.
Deadlines and accountability threads for those who want the push.
Peer reviews and showcases so shipped work gets seen.
Structure and spiral don’t compete—they complete each other.
Most members flow between both. Some seasons you spiral. Some seasons you sprint. Either way—you will move forward.
We use Conscious Stack Design™ to support and align the tools you use with the way you actually think, work, and lead (naturally, not artificially). So every change strengthens your system, not clutters it.
Ship YOUR Way
Two Modes. One Lab. You don't have to do things either/or.
🌀 Spiral Path
Quiet incubation, deep observation (sometimes over months), then sudden breakthroughs.
Through this path, you can:
Absorb frameworks and signals in the background, guilt-free.
Observe other builders navigating real stacks and systems, or join in with them.
Trust the spiral: when it clicks, you’ll produce more in weeks than others do in months.
Embrace the sprint: join others on shipping on regular cadences.
Either way, this is productivity on human terms.
⬆️ Straight Path
Choose this path for steady cadence, clear deadlines, visible progress.
That’s why GSD Lab also runs:
Monthly sprints with focused outcomes.
Deadlines and accountability threads for those who want the push.
Peer reviews and showcases so shipped work gets seen.
Structure and spiral don’t compete—they complete each other.
Most members flow between both. Some seasons you spiral. Some seasons you sprint. Either way—you will move forward.
We use Conscious Stack Design™ to support and align the tools you use with the way you actually think, work, and lead (naturally, not artificially). So every change strengthens your system, not clutters it.
Ship YOUR Way
Two Modes. One Lab. You don't have to do things either/or.
🌀 Spiral Path
Quiet incubation, deep observation (sometimes over months), then sudden breakthroughs.
Through this path, you can:
Absorb frameworks and signals in the background, guilt-free.
Observe other builders navigating real stacks and systems, or join in with them.
Trust the spiral: when it clicks, you’ll produce more in weeks than others do in months.
Embrace the sprint: join others on shipping on regular cadences.
Either way, this is productivity on human terms.
⬆️ Straight Path
Choose this path for steady cadence, clear deadlines, visible progress.
That’s why GSD Lab also runs:
Monthly sprints with focused outcomes.
Deadlines and accountability threads for those who want the push.
Peer reviews and showcases so shipped work gets seen.
Structure and spiral don’t compete—they complete each other.
Most members flow between both. Some seasons you spiral. Some seasons you sprint. Either way—you will move forward.
We use Conscious Stack Design™ to support and align the tools you use with the way you actually think, work, and lead (naturally, not artificially). So every change strengthens your system, not clutters it.
How It Works
Signals
Signals
Curated, context-rich foresight on shifts in AI, tools, and digital culture — 6–24 months before they hit mainstream.
Systems
Systems
Conscious Stack Design™ strategies mapped to your goals, workflows, and cultural context.
Sprints
Sprints
Short, focused cycles to ship projects faster and more cleanly than you thought possible.
Who This Is For
High-capacity, yet intuitive, entrepreneurs and professionals who:
Don’t want another noisy community.
Value systems over shiny tools.
Need a space that adapts to their rhythm—whether spiral or sprint.



Who This Is For
High-capacity, yet intuitive, entrepreneurs and professionals who:
Don’t want another noisy community.
Value systems over shiny tools.
Need a space that adapts to their rhythm—whether spiral or sprint.



Who This Is For
High-capacity, yet intuitive, entrepreneurs and professionals who:
Don’t want another noisy community.
Value systems over shiny tools.
Need a space that adapts to their rhythm—whether spiral or sprint.




The ROI
Alignment and clarity on what actually matters, not just what you think matters
No more wasted hours testing tools you’ll abandon in a month.
Launch projects faster with proven workflows.
Stay ahead without hiring a full-time research team.
Operate with clarity instead of reactive catch-up.

The ROI
Alignment and clarity on what actually matters, not just what you think matters
No more wasted hours testing tools you’ll abandon in a month.
Launch projects faster with proven workflows.
Stay ahead without hiring a full-time research team.
Operate with clarity instead of reactive catch-up.

The ROI
Alignment and clarity on what actually matters, not just what you think matters
No more wasted hours testing tools you’ll abandon in a month.
Launch projects faster with proven workflows.
Stay ahead without hiring a full-time research team.
Operate with clarity instead of reactive catch-up.
What You Get
Membership Access
Join a seasonally-focused community that helps turn digital theories and ideas into practice and reality. Get exclusive access to member-only content, discussion forums, and partner software discounts.
Stack Profile
Regain control by aligning your tools with my exclusive Conscious Stack Design™ (CSD) framework, stack profile, and Stack Map template.
Monthly Shipping
When you sign up to either of the Lab memberships (Starter/Elite), you'll get access to all challenges, including our popular AI.GSD monthly challenges (learn more).
Exclusive Content
Learn from my exclusive member-only videos, share your project updates in our community, and finally present together at the end of the month.
Trending Tech
In AI.GSD, we cover the latest tech topics (e.g. AI) through practical projects. One theme each month, plus one shipping goal. You set the project, we help you stay accountable.
What You Get
Membership Access
Join a seasonally-focused community that helps turn digital theories and ideas into practice and reality. Get exclusive access to member-only content, discussion forums, and partner software discounts.
Stack Profile
Regain control by aligning your tools with my exclusive Conscious Stack Design™ (CSD) framework, stack profile, and Stack Map template.
Monthly Shipping
When you sign up to either of the Lab memberships (Starter/Elite), you'll get access to all challenges, including our popular AI.GSD monthly challenges (learn more).
Exclusive Content
Learn from my exclusive member-only videos, share your project updates in our community, and finally present together at the end of the month.
Trending Tech
In AI.GSD, we cover the latest tech topics (e.g. AI) through practical projects. One theme each month, plus one shipping goal. You set the project, we help you stay accountable.
What You Get
Membership Access
Join a seasonally-focused community that helps turn digital theories and ideas into practice and reality. Get exclusive access to member-only content, discussion forums, and partner software discounts.
Stack Profile
Regain control by aligning your tools with my exclusive Conscious Stack Design™ (CSD) framework, stack profile, and Stack Map template.
Monthly Shipping
When you sign up to either of the Lab memberships (Starter/Elite), you'll get access to all challenges, including our popular AI.GSD monthly challenges (learn more).
Exclusive Content
Learn from my exclusive member-only videos, share your project updates in our community, and finally present together at the end of the month.
Trending Tech
In AI.GSD, we cover the latest tech topics (e.g. AI) through practical projects. One theme each month, plus one shipping goal. You set the project, we help you stay accountable.
Our Members Don't Succeed Because We Force Speed
They succeed because we honor timing.
"I’ve learned that pushing beyond my comfort zone and producing something every day is actually possible, and not impossible. I’ve discovered savvy new people to learn from and watch, as well as several new tools to practice into mastery."
Fab G.
Senior Software Engineer
"Seeing what everyone in this group is sharing and posting has really enhanced my life and moved me to be more open and specific with my goals. It’s something I’d needed to do for a long time. I’m grateful for each of y’all’s good influence and appreciate all your posts so much!"
Rory Z.
Marketing Agency Owner
"I love the advice and chat convos — I am learning by watching that at the moment. When I can make the calls or watch the recordings, it’s incredibly invaluable to me."
Grace A.
Digital Anthropologist
Our Members Don't Succeed Because We Force Speed
Our members don’t succeed because we force speed. They succeed because we honor timing.
"I’ve learned that pushing beyond my comfort zone and producing something every day is actually possible, and not impossible. I’ve discovered savvy new people to learn from and watch, as well as several new tools to practice into mastery."
Fab G.
Senior Software Engineer
"Seeing what everyone in this group is sharing and posting has really enhanced my life and moved me to be more open and specific with my goals. It’s something I’d needed to do for a long time. I’m grateful for each of y’all’s good influence and appreciate all your posts so much!"
Rory Z.
Marketing Agency Owner
"I love the advice and chat convos — I am learning by watching that at the moment. When I can make the calls or watch the recordings, it’s incredibly invaluable to me."
Grace A.
Digital Anthropologist
Our Members Don't Succeed Because We Force Speed
They succeed because we honor timing.
"I’ve learned that pushing beyond my comfort zone and producing something every day is actually possible, and not impossible. I’ve discovered savvy new people to learn from and watch, as well as several new tools to practice into mastery."
Fab G.
Senior Software Engineer
"Seeing what everyone in this group is sharing and posting has really enhanced my life and moved me to be more open and specific with my goals. It’s something I’d needed to do for a long time. I’m grateful for each of y’all’s good influence and appreciate all your posts so much!"
Rory Z.
Marketing Agency Owner
"I love the advice and chat convos — I am learning by watching that at the moment. When I can make the calls or watch the recordings, it’s incredibly invaluable to me."
Grace A.
Digital Anthropologist
Simple, Transparent Tiers
Cancel any time.
Starter
$99/mo
Access to all monthly GSD challenges
Premium newsletter access (AI Aligned)
Access to online platform
Monthly group calls
Get Starter
Elite
$999/mo
Everything in Starter
VIP content, weekly 1h calls
Early tool access, guest speakers
Direct access to George
Go Elite
Simple, Transparent Tiers
Cancel any time.
Starter
$99/mo
Access to all monthly GSD challenges
Premium newsletter access (AI Aligned)
Access to online platform
Monthly group calls
Get Starter
Elite
$999/mo
Everything in Starter
VIP content, weekly 1h calls
Early tool access, guest speakers
Direct access to George
Go Elite
Simple, Transparent Tiers
Cancel any time.
Starter
$99/mo
Access to all monthly GSD challenges
Premium newsletter access (AI Aligned)
Access to online platform
Monthly group calls
Get Starter
Elite
$999/mo
Everything in Starter
VIP content, weekly 1h calls
Early tool access, guest speakers
Direct access to George
Go Elite

Who's Behind GSD Lab?
Hi, I'm George (Siosi) Samuels. I'm the founder of GSD Lab (Get Stuff Done or what some like to call, "George's Structure & Discipline").
Since 2013, I’ve been helping entrepreneurs and professionals untangle their digital mess and align their tools with goals — using a unique combination of community, culture, and tech.
I've guided digital nation strategies for governments. Helped global enterprises align tech with culture before it was a buzzword. Trusted by leaders across Asia-Pacific, North America, and Europe.
My now codified approach, Conscious Stack Design™ (CSD), goes beyond just productivity hacks—it’s about building solutions that reflect who you truly are, at a root foundation level, and what you want to achieve.
GSD Lab is where I get into the weeds of all things technical — for those who want to see how I work, or apply what they're learning — while tapping into the "mythical" through grounded, actionable projects.

Who's Behind GSD Lab?
Hi, I'm George (Siosi) Samuels. I'm the founder of GSD Lab (Get Stuff Done or what some like to call, "George's Structure & Discipline").
Since 2013, I’ve been helping entrepreneurs and professionals untangle their digital mess and align their tools with goals — using a unique combination of community, culture, and tech.
I've guided digital nation strategies for governments. Helped global enterprises align tech with culture before it was a buzzword. Trusted by leaders across Asia-Pacific, North America, and Europe.
My now codified approach, Conscious Stack Design™ (CSD), goes beyond just productivity hacks—it’s about building solutions that reflect who you truly are, at a root foundation level, and what you want to achieve.
GSD Lab is where I get into the weeds of all things technical — for those who want to see how I work, or apply what they're learning — while tapping into the "mythical" through grounded, actionable projects.

Who's Behind GSD Lab?
Hi, I'm George (Siosi) Samuels. I'm the founder of GSD Lab (Get Stuff Done or what some like to call, "George's Structure & Discipline").
Since 2013, I’ve been helping entrepreneurs and professionals untangle their digital mess and align their tools with goals — using a unique combination of community, culture, and tech.
I've guided digital nation strategies for governments. Helped global enterprises align tech with culture before it was a buzzword. Trusted by leaders across Asia-Pacific, North America, and Europe.
My now codified approach, Conscious Stack Design™ (CSD), goes beyond just productivity hacks—it’s about building solutions that reflect who you truly are, at a root foundation level, and what you want to achieve.
GSD Lab is where I get into the weeds of all things technical — for those who want to see how I work, or apply what they're learning — while tapping into the "mythical" through grounded, actionable projects.
Stop researching. Start implementing.
Join the leaders who've moved from AI confusion to confident implementation.
Stop researching. Start implementing.
Join the leaders who've moved from AI confusion to confident implementation.
Stop researching. Start implementing.
Join the leaders who've moved from AI confusion to confident implementation.
How is GSD Lab different from other memberships?
GSD Lab uses the Conscious Stack Design framework to align your tools and mind for real results, not just more productivity hacks.
What's included in the AI Season?
Get access to AI-focused challenges, a premium Substack newsletter, group calls, tool recommendations, and more to help you integrate AI effectively.
Is the Elite tier worth it if I’m just starting out?
Elite is best for those who want VIP access, weekly AMAs, and direct guidance from George. Starter works great for self-driven makers.
How is GSD Lab different from other memberships?
GSD Lab uses the Conscious Stack Design framework to align your tools and mind for real results, not just more productivity hacks.
What's included in the AI Season?
Get access to AI-focused challenges, a premium Substack newsletter, group calls, tool recommendations, and more to help you integrate AI effectively.
Is the Elite tier worth it if I’m just starting out?
Elite is best for those who want VIP access, weekly AMAs, and direct guidance from George. Starter works great for self-driven makers.
How is GSD Lab different from other memberships?
GSD Lab uses the Conscious Stack Design framework to align your tools and mind for real results, not just more productivity hacks.
What's included in the AI Season?
Get access to AI-focused challenges, a premium Substack newsletter, group calls, tool recommendations, and more to help you integrate AI effectively.
Is the Elite tier worth it if I’m just starting out?
Elite is best for those who want VIP access, weekly AMAs, and direct guidance from George. Starter works great for self-driven makers.