Girish Kotte
@gkotte.bsky.social
Built http://leorix.com , http://tradershub.ninja , http://promptpro.live ⚙️ AI for Founders, Traders & Prompt Hackers One-man SaaS army. Let’s move fast 💨
If you're serious about scaling ML models beyond research, this curated OSS list is a shortcut to robust, production-ready AI pipelines.
December 21, 2025 at 10:31 PM
If you're serious about scaling ML models beyond research, this curated OSS list is a shortcut to robust, production-ready AI pipelines.
Foundation is aiming for 50,000 humanoid robots by 2027
1. AI-driven manufacturing at scale
2. Next-gen military automation
3. Industrial workflows reinvented
4. Human + robot teams get real
1. AI-driven manufacturing at scale
2. Next-gen military automation
3. Industrial workflows reinvented
4. Human + robot teams get real
December 20, 2025 at 4:26 AM
Foundation is aiming for 50,000 humanoid robots by 2027
1. AI-driven manufacturing at scale
2. Next-gen military automation
3. Industrial workflows reinvented
4. Human + robot teams get real
1. AI-driven manufacturing at scale
2. Next-gen military automation
3. Industrial workflows reinvented
4. Human + robot teams get real
GPT-5.2 just set a new bar
Absolutely crushed a key benchmark. competitors weren't close
It's a huge motivator for anyone building in AI
Iterate faster, keep moving forward
Absolutely crushed a key benchmark. competitors weren't close
It's a huge motivator for anyone building in AI
Iterate faster, keep moving forward
December 19, 2025 at 11:03 PM
GPT-5.2 just set a new bar
Absolutely crushed a key benchmark. competitors weren't close
It's a huge motivator for anyone building in AI
Iterate faster, keep moving forward
Absolutely crushed a key benchmark. competitors weren't close
It's a huge motivator for anyone building in AI
Iterate faster, keep moving forward
McKinsey's AI job cuts are a wake-up call:
1. The giants practice what they preach
2. AI isn't theory. it's reality
3. Even consultancies are automating
Founders: your smartest move is building with AI
1. The giants practice what they preach
2. AI isn't theory. it's reality
3. Even consultancies are automating
Founders: your smartest move is building with AI
December 19, 2025 at 9:17 PM
McKinsey's AI job cuts are a wake-up call:
1. The giants practice what they preach
2. AI isn't theory. it's reality
3. Even consultancies are automating
Founders: your smartest move is building with AI
1. The giants practice what they preach
2. AI isn't theory. it's reality
3. Even consultancies are automating
Founders: your smartest move is building with AI
This N8n flow makes me $1,273/mo on autopilot.
I set it up once. It runs 24/7.
No code. No employees. No babysitting.
Here's the exact workflow (copy it for free):
I set it up once. It runs 24/7.
No code. No employees. No babysitting.
Here's the exact workflow (copy it for free):
November 28, 2025 at 3:00 PM
This N8n flow makes me $1,273/mo on autopilot.
I set it up once. It runs 24/7.
No code. No employees. No babysitting.
Here's the exact workflow (copy it for free):
I set it up once. It runs 24/7.
No code. No employees. No babysitting.
Here's the exact workflow (copy it for free):
First, some context:
I'm a full-stack engineer who built:
→ @Leorix_ai (AI startup tools)
→ @TradershubNinja (algo trading system)
→ Prompt Pro(Prompting World)
I've made real money from these products.
But my X growth? Completely stalled.
Here's the proof:
I'm a full-stack engineer who built:
→ @Leorix_ai (AI startup tools)
→ @TradershubNinja (algo trading system)
→ Prompt Pro(Prompting World)
I've made real money from these products.
But my X growth? Completely stalled.
Here's the proof:
November 27, 2025 at 3:30 PM
First, some context:
I'm a full-stack engineer who built:
→ @Leorix_ai (AI startup tools)
→ @TradershubNinja (algo trading system)
→ Prompt Pro(Prompting World)
I've made real money from these products.
But my X growth? Completely stalled.
Here's the proof:
I'm a full-stack engineer who built:
→ @Leorix_ai (AI startup tools)
→ @TradershubNinja (algo trading system)
→ Prompt Pro(Prompting World)
I've made real money from these products.
But my X growth? Completely stalled.
Here's the proof:
Just leveled up my productivity by building a real AI agent army with Claude Skills. Forget “AI magic” hype - this is real automation for teams and creators. Curious how I did it?
👇 (Full process in the thread)
👇 (Full process in the thread)
October 29, 2025 at 5:00 PM
Just leveled up my productivity by building a real AI agent army with Claude Skills. Forget “AI magic” hype - this is real automation for teams and creators. Curious how I did it?
👇 (Full process in the thread)
👇 (Full process in the thread)
#13. Final thought.
AI isn’t here to replace experts - it’s here to amplify them.
If you treat it like a tool, you’ll get outputs.
If you treat it like a teammate, you’ll build systems.
AI isn’t here to replace experts - it’s here to amplify them.
If you treat it like a tool, you’ll get outputs.
If you treat it like a teammate, you’ll build systems.
October 27, 2025 at 3:00 PM
#13. Final thought.
AI isn’t here to replace experts - it’s here to amplify them.
If you treat it like a tool, you’ll get outputs.
If you treat it like a teammate, you’ll build systems.
AI isn’t here to replace experts - it’s here to amplify them.
If you treat it like a tool, you’ll get outputs.
If you treat it like a teammate, you’ll build systems.
#12. The 2025 direction.
AI is shifting from “prompt and reply” to “plan and execute.”
We’re entering the era of multimodal reasoning, persistent memory, and integrated workflows.
This is where output turns into operations.
AI is shifting from “prompt and reply” to “plan and execute.”
We’re entering the era of multimodal reasoning, persistent memory, and integrated workflows.
This is where output turns into operations.
October 27, 2025 at 3:00 PM
#12. The 2025 direction.
AI is shifting from “prompt and reply” to “plan and execute.”
We’re entering the era of multimodal reasoning, persistent memory, and integrated workflows.
This is where output turns into operations.
AI is shifting from “prompt and reply” to “plan and execute.”
We’re entering the era of multimodal reasoning, persistent memory, and integrated workflows.
This is where output turns into operations.
#11. Avoid rookie errors.
– Vague prompts
– No examples
– Accepting first drafts
– Ignoring model settings
– Wrong tool for the job
Every bad AI workflow starts with a lazy prompt.
– Vague prompts
– No examples
– Accepting first drafts
– Ignoring model settings
– Wrong tool for the job
Every bad AI workflow starts with a lazy prompt.
October 27, 2025 at 3:00 PM
#11. Avoid rookie errors.
– Vague prompts
– No examples
– Accepting first drafts
– Ignoring model settings
– Wrong tool for the job
Every bad AI workflow starts with a lazy prompt.
– Vague prompts
– No examples
– Accepting first drafts
– Ignoring model settings
– Wrong tool for the job
Every bad AI workflow starts with a lazy prompt.
#10. Treat visuals like text.
AI image tools aren’t “generate once and done.”
They thrive on iteration.
Refine, reupload, edit details - that’s how pros build consistent visual identity.
AI image tools aren’t “generate once and done.”
They thrive on iteration.
Refine, reupload, edit details - that’s how pros build consistent visual identity.
October 27, 2025 at 3:00 PM
#10. Treat visuals like text.
AI image tools aren’t “generate once and done.”
They thrive on iteration.
Refine, reupload, edit details - that’s how pros build consistent visual identity.
AI image tools aren’t “generate once and done.”
They thrive on iteration.
Refine, reupload, edit details - that’s how pros build consistent visual identity.
#9. Compare models - use them strategically.
ChatGPT = reasoning
Claude = creativity
Gemini = research
Run the same prompt across all three, mix the best output.
Model diversity > model loyalty.
ChatGPT = reasoning
Claude = creativity
Gemini = research
Run the same prompt across all three, mix the best output.
Model diversity > model loyalty.
October 27, 2025 at 3:00 PM
#9. Compare models - use them strategically.
ChatGPT = reasoning
Claude = creativity
Gemini = research
Run the same prompt across all three, mix the best output.
Model diversity > model loyalty.
ChatGPT = reasoning
Claude = creativity
Gemini = research
Run the same prompt across all three, mix the best output.
Model diversity > model loyalty.
#8. Use “project mode” mindset.
One workspace. Multiple files. Ongoing context.
Your AI should know the background of your brand, tone, and goals.
This turns ChatGPT into your second brain, not your search bar.
One workspace. Multiple files. Ongoing context.
Your AI should know the background of your brand, tone, and goals.
This turns ChatGPT into your second brain, not your search bar.
October 27, 2025 at 3:00 PM
#8. Use “project mode” mindset.
One workspace. Multiple files. Ongoing context.
Your AI should know the background of your brand, tone, and goals.
This turns ChatGPT into your second brain, not your search bar.
One workspace. Multiple files. Ongoing context.
Your AI should know the background of your brand, tone, and goals.
This turns ChatGPT into your second brain, not your search bar.
#7. Build a reusable prompt library.
Save what works. Turn your best workflows into templates.
You’ll spend less time thinking how to prompt and more time executing.
Save what works. Turn your best workflows into templates.
You’ll spend less time thinking how to prompt and more time executing.
October 27, 2025 at 3:00 PM
#7. Build a reusable prompt library.
Save what works. Turn your best workflows into templates.
You’ll spend less time thinking how to prompt and more time executing.
Save what works. Turn your best workflows into templates.
You’ll spend less time thinking how to prompt and more time executing.
#6. Feed examples - not adjectives.
Don’t say “write persuasively.”
Show it what you mean.
Paste a real example and say “match this tone, but make it 20% more direct.”
AI learns from patterns, not poetry.
Don’t say “write persuasively.”
Show it what you mean.
Paste a real example and say “match this tone, but make it 20% more direct.”
AI learns from patterns, not poetry.
October 27, 2025 at 3:00 PM
#6. Feed examples - not adjectives.
Don’t say “write persuasively.”
Show it what you mean.
Paste a real example and say “match this tone, but make it 20% more direct.”
AI learns from patterns, not poetry.
Don’t say “write persuasively.”
Show it what you mean.
Paste a real example and say “match this tone, but make it 20% more direct.”
AI learns from patterns, not poetry.
#5. Make AI critique itself.
After a draft, say:
“Review your response for clarity, structure, and actionability. Then rewrite it.”
It’s like having an internal editor that never gets tired.
After a draft, say:
“Review your response for clarity, structure, and actionability. Then rewrite it.”
It’s like having an internal editor that never gets tired.
October 27, 2025 at 3:00 PM
#5. Make AI critique itself.
After a draft, say:
“Review your response for clarity, structure, and actionability. Then rewrite it.”
It’s like having an internal editor that never gets tired.
After a draft, say:
“Review your response for clarity, structure, and actionability. Then rewrite it.”
It’s like having an internal editor that never gets tired.
#4. Chain your prompts into pipelines.
Think like a product builder:
Research → Outline → Write → Refine → Polish.
Each step becomes a mini agent in your workflow.
You don’t prompt - you orchestrate.
Think like a product builder:
Research → Outline → Write → Refine → Polish.
Each step becomes a mini agent in your workflow.
You don’t prompt - you orchestrate.
October 27, 2025 at 3:00 PM
#4. Chain your prompts into pipelines.
Think like a product builder:
Research → Outline → Write → Refine → Polish.
Each step becomes a mini agent in your workflow.
You don’t prompt - you orchestrate.
Think like a product builder:
Research → Outline → Write → Refine → Polish.
Each step becomes a mini agent in your workflow.
You don’t prompt - you orchestrate.
#3. Always define the role.
“The model” isn’t enough context.
Say: “You’re a SaaS copywriter who’s helped 50 startups scale from idea to $1M ARR.”
It instantly sharpens focus and domain logic.
“The model” isn’t enough context.
Say: “You’re a SaaS copywriter who’s helped 50 startups scale from idea to $1M ARR.”
It instantly sharpens focus and domain logic.
October 27, 2025 at 3:00 PM
#3. Always define the role.
“The model” isn’t enough context.
Say: “You’re a SaaS copywriter who’s helped 50 startups scale from idea to $1M ARR.”
It instantly sharpens focus and domain logic.
“The model” isn’t enough context.
Say: “You’re a SaaS copywriter who’s helped 50 startups scale from idea to $1M ARR.”
It instantly sharpens focus and domain logic.
#2. Break big tasks into smaller calls.
Instead of “Write me a landing page,” try:
1️⃣ Draft the outline
2️⃣ Expand each section
3️⃣ Improve tone for conversions
AI performs best in sequence - clarity compounds with each round.
Instead of “Write me a landing page,” try:
1️⃣ Draft the outline
2️⃣ Expand each section
3️⃣ Improve tone for conversions
AI performs best in sequence - clarity compounds with each round.
October 27, 2025 at 3:00 PM
#2. Break big tasks into smaller calls.
Instead of “Write me a landing page,” try:
1️⃣ Draft the outline
2️⃣ Expand each section
3️⃣ Improve tone for conversions
AI performs best in sequence - clarity compounds with each round.
Instead of “Write me a landing page,” try:
1️⃣ Draft the outline
2️⃣ Expand each section
3️⃣ Improve tone for conversions
AI performs best in sequence - clarity compounds with each round.
#1. Treat AI like a workflow, not a chat.
Don’t drop one giant prompt and hope for brilliance.
Guide it like you’d guide a new hire: define context → task → feedback → next step.
Structure beats magic every time.
Don’t drop one giant prompt and hope for brilliance.
Guide it like you’d guide a new hire: define context → task → feedback → next step.
Structure beats magic every time.
October 27, 2025 at 3:00 PM
#1. Treat AI like a workflow, not a chat.
Don’t drop one giant prompt and hope for brilliance.
Guide it like you’d guide a new hire: define context → task → feedback → next step.
Structure beats magic every time.
Don’t drop one giant prompt and hope for brilliance.
Guide it like you’d guide a new hire: define context → task → feedback → next step.
Structure beats magic every time.
Stop using AI like a toy. Start using it like a system.
Here’s how to get 10x better results from ChatGPT, Claude, and other AI tools in 2025 - step by step 🧵
Here’s how to get 10x better results from ChatGPT, Claude, and other AI tools in 2025 - step by step 🧵
October 27, 2025 at 3:00 PM
Stop using AI like a toy. Start using it like a system.
Here’s how to get 10x better results from ChatGPT, Claude, and other AI tools in 2025 - step by step 🧵
Here’s how to get 10x better results from ChatGPT, Claude, and other AI tools in 2025 - step by step 🧵
Excited to share my feature in The Silicon Review on redefining startup success with AI-driven automation!
Check it out to see how we’re empowering founders and innovators to scale smarter and faster with the power of AI.
Read the story 👇🏻
#AI #Startups #Automation #Innovation #Leadership
Check it out to see how we’re empowering founders and innovators to scale smarter and faster with the power of AI.
Read the story 👇🏻
#AI #Startups #Automation #Innovation #Leadership
October 1, 2025 at 1:00 PM
Excited to share my feature in The Silicon Review on redefining startup success with AI-driven automation!
Check it out to see how we’re empowering founders and innovators to scale smarter and faster with the power of AI.
Read the story 👇🏻
#AI #Startups #Automation #Innovation #Leadership
Check it out to see how we’re empowering founders and innovators to scale smarter and faster with the power of AI.
Read the story 👇🏻
#AI #Startups #Automation #Innovation #Leadership
Excited to announce I’ll be at #INBOUND25! If you’re attending and want to connect, let’s make it happen - whether you’re interested in AI strategy, startup growth, or just a good convo.
Looking forward to meeting innovators, founders, and fellow AI enthusiasts!
Looking forward to meeting innovators, founders, and fellow AI enthusiasts!
September 1, 2025 at 5:00 PM
Excited to announce I’ll be at #INBOUND25! If you’re attending and want to connect, let’s make it happen - whether you’re interested in AI strategy, startup growth, or just a good convo.
Looking forward to meeting innovators, founders, and fellow AI enthusiasts!
Looking forward to meeting innovators, founders, and fellow AI enthusiasts!
Startup + Money, Explained
Why? Execution > ideas. Money management = survival.
• Shows startup struggles
• Highlights cash flow
• Explains credit, savings, debt
Lesson: A brilliant idea won’t save you. Execution and smart money habits will.
Why? Execution > ideas. Money management = survival.
• Shows startup struggles
• Highlights cash flow
• Explains credit, savings, debt
Lesson: A brilliant idea won’t save you. Execution and smart money habits will.
September 1, 2025 at 2:30 PM
Startup + Money, Explained
Why? Execution > ideas. Money management = survival.
• Shows startup struggles
• Highlights cash flow
• Explains credit, savings, debt
Lesson: A brilliant idea won’t save you. Execution and smart money habits will.
Why? Execution > ideas. Money management = survival.
• Shows startup struggles
• Highlights cash flow
• Explains credit, savings, debt
Lesson: A brilliant idea won’t save you. Execution and smart money habits will.
The Men Who Built America
Why? Big risk drives big reward.
• Rockefeller, Carnegie, Vanderbilt, Ford
• Spot opportunities early
• Scale aggressively
Lesson: Bold bets and relentless execution build empires.
Why? Big risk drives big reward.
• Rockefeller, Carnegie, Vanderbilt, Ford
• Spot opportunities early
• Scale aggressively
Lesson: Bold bets and relentless execution build empires.
September 1, 2025 at 2:30 PM
The Men Who Built America
Why? Big risk drives big reward.
• Rockefeller, Carnegie, Vanderbilt, Ford
• Spot opportunities early
• Scale aggressively
Lesson: Bold bets and relentless execution build empires.
Why? Big risk drives big reward.
• Rockefeller, Carnegie, Vanderbilt, Ford
• Spot opportunities early
• Scale aggressively
Lesson: Bold bets and relentless execution build empires.