Ayaz Hamza Altay
@ayazhamzaaltay.bsky.social
Embrace your true essence.
The biggest mistake in context engineering is this.
Trying to give agents information.
Agents do not need more information.
They need context.
Giving context to an agent is not telling it what to do.
Trying to give agents information.
Agents do not need more information.
They need context.
Giving context to an agent is not telling it what to do.
February 9, 2026 at 12:32 PM
The biggest mistake in context engineering is this.
Trying to give agents information.
Agents do not need more information.
They need context.
Giving context to an agent is not telling it what to do.
Trying to give agents information.
Agents do not need more information.
They need context.
Giving context to an agent is not telling it what to do.
In the 4th month of building Milyonus with my team,
after trying and failing to create my own Zoom within Milyonus,
we chose a 3rd party service that provides the most reliable and accurate online meeting service,
with the most reliable certifications, via API,
after trying and failing to create my own Zoom within Milyonus,
we chose a 3rd party service that provides the most reliable and accurate online meeting service,
with the most reliable certifications, via API,
February 8, 2026 at 3:30 PM
In the 4th month of building Milyonus with my team,
after trying and failing to create my own Zoom within Milyonus,
we chose a 3rd party service that provides the most reliable and accurate online meeting service,
with the most reliable certifications, via API,
after trying and failing to create my own Zoom within Milyonus,
we chose a 3rd party service that provides the most reliable and accurate online meeting service,
with the most reliable certifications, via API,
For a long time, we sold the idea of Human + AI as the future.
A human asks. An AI answers. A smart tool. A productivity boostt.
But here is the uncomfortable truth..
Human + AI is still reactive. It waits. It responds. It helps, but only when asked.
A human asks. An AI answers. A smart tool. A productivity boostt.
But here is the uncomfortable truth..
Human + AI is still reactive. It waits. It responds. It helps, but only when asked.
February 6, 2026 at 12:36 PM
For a long time, we sold the idea of Human + AI as the future.
A human asks. An AI answers. A smart tool. A productivity boostt.
But here is the uncomfortable truth..
Human + AI is still reactive. It waits. It responds. It helps, but only when asked.
A human asks. An AI answers. A smart tool. A productivity boostt.
But here is the uncomfortable truth..
Human + AI is still reactive. It waits. It responds. It helps, but only when asked.
Agentic systems are not a sudden revolution. They are an evolutionn.
Today, AI is moving from passive response to active execution, but within clear boundaries.
Agentic AI means systems that can plan, decide, and act toward a goal.
Today, AI is moving from passive response to active execution, but within clear boundaries.
Agentic AI means systems that can plan, decide, and act toward a goal.
February 5, 2026 at 8:16 AM
Agentic systems are not a sudden revolution. They are an evolutionn.
Today, AI is moving from passive response to active execution, but within clear boundaries.
Agentic AI means systems that can plan, decide, and act toward a goal.
Today, AI is moving from passive response to active execution, but within clear boundaries.
Agentic AI means systems that can plan, decide, and act toward a goal.
Software and AI are no longer separate layers. They are merging into a single system. This shift did not happen overnight, but in the last few years it has accelerated faster than anyone expectedd.
February 3, 2026 at 6:53 AM
Software and AI are no longer separate layers. They are merging into a single system. This shift did not happen overnight, but in the last few years it has accelerated faster than anyone expectedd.
What is the most important skill a founder should have in 2026?
1. Coding
2. Marketing
3. Networking
I think you already know the answer.
1. Coding
2. Marketing
3. Networking
I think you already know the answer.
February 2, 2026 at 4:41 PM
What is the most important skill a founder should have in 2026?
1. Coding
2. Marketing
3. Networking
I think you already know the answer.
1. Coding
2. Marketing
3. Networking
I think you already know the answer.
TODAY, intelligence is not free..
Everyy response has a cost, and that cost is measured in tokens, memory usage, and compute time.
Tokens define how much the system thinks and speaks.
Everyy response has a cost, and that cost is measured in tokens, memory usage, and compute time.
Tokens define how much the system thinks and speaks.
February 2, 2026 at 8:24 AM
TODAY, intelligence is not free..
Everyy response has a cost, and that cost is measured in tokens, memory usage, and compute time.
Tokens define how much the system thinks and speaks.
Everyy response has a cost, and that cost is measured in tokens, memory usage, and compute time.
Tokens define how much the system thinks and speaks.
This happened about seven or eight months ago. It was a little after four in the morning at Antalya bus terminal. I had just finished a long journey, and I still had around five hours before my second bus.
February 1, 2026 at 10:41 AM
This happened about seven or eight months ago. It was a little after four in the morning at Antalya bus terminal. I had just finished a long journey, and I still had around five hours before my second bus.
Scale up is where most startups silently die.
Getting to product market fit is survival. Scaling is war.
At small scale, mistakes are hidden. At scale, every weakness becomes visible and expensive.
Getting to product market fit is survival. Scaling is war.
At small scale, mistakes are hidden. At scale, every weakness becomes visible and expensive.
January 31, 2026 at 3:43 PM
Scale up is where most startups silently die.
Getting to product market fit is survival. Scaling is war.
At small scale, mistakes are hidden. At scale, every weakness becomes visible and expensive.
Getting to product market fit is survival. Scaling is war.
At small scale, mistakes are hidden. At scale, every weakness becomes visible and expensive.
In AI systems, output is never random.
It is always a function of input, context, and constraints.
Most people focus only on the input.
The prompt, the query, the command.
But the real intelligence lives in the space between input and output.
It is always a function of input, context, and constraints.
Most people focus only on the input.
The prompt, the query, the command.
But the real intelligence lives in the space between input and output.
January 30, 2026 at 2:13 PM
In AI systems, output is never random.
It is always a function of input, context, and constraints.
Most people focus only on the input.
The prompt, the query, the command.
But the real intelligence lives in the space between input and output.
It is always a function of input, context, and constraints.
Most people focus only on the input.
The prompt, the query, the command.
But the real intelligence lives in the space between input and output.
AI is becoming part of daily life.
When systems are present every day, memory and state stop being technical details and start shaping human experience.
Memory engineering defines what an AI remembers about you.
Your preferences, habits, decisions, and past interactions.
When systems are present every day, memory and state stop being technical details and start shaping human experience.
Memory engineering defines what an AI remembers about you.
Your preferences, habits, decisions, and past interactions.
January 29, 2026 at 11:56 AM
AI is becoming part of daily life.
When systems are present every day, memory and state stop being technical details and start shaping human experience.
Memory engineering defines what an AI remembers about you.
Your preferences, habits, decisions, and past interactions.
When systems are present every day, memory and state stop being technical details and start shaping human experience.
Memory engineering defines what an AI remembers about you.
Your preferences, habits, decisions, and past interactions.
Raw intelligence is not enough.
Without context, AI is powerful but unreliable.
Context engineering is the difference between a model that responds and a system that understands.
Without context, AI is powerful but unreliable.
Context engineering is the difference between a model that responds and a system that understands.
January 28, 2026 at 12:52 PM
Raw intelligence is not enough.
Without context, AI is powerful but unreliable.
Context engineering is the difference between a model that responds and a system that understands.
Without context, AI is powerful but unreliable.
Context engineering is the difference between a model that responds and a system that understands.
Everyy powerful technology creates new risks. AI is no exception.
As intelligence becomes scalable, security becomes unavoidable.
AI security is no longer about protecting servers or databases.
It is about protecting decision making itself.
As intelligence becomes scalable, security becomes unavoidable.
AI security is no longer about protecting servers or databases.
It is about protecting decision making itself.
January 27, 2026 at 11:35 AM
Everyy powerful technology creates new risks. AI is no exception.
As intelligence becomes scalable, security becomes unavoidable.
AI security is no longer about protecting servers or databases.
It is about protecting decision making itself.
As intelligence becomes scalable, security becomes unavoidable.
AI security is no longer about protecting servers or databases.
It is about protecting decision making itself.
In the AI era, chips are not just hardware. They are sovereignty.
The nations and companies that control advanced chips do not just lead technology. They shape global power.
The nations and companies that control advanced chips do not just lead technology. They shape global power.
January 26, 2026 at 5:08 AM
In the AI era, chips are not just hardware. They are sovereignty.
The nations and companies that control advanced chips do not just lead technology. They shape global power.
The nations and companies that control advanced chips do not just lead technology. They shape global power.
In today’s startup world, validation is not optional. It is survival.
The teams that validate early do not just avoid failure. They avoid wasting years building something nobody truly needs.
Validation means knowing what good looks like.
The teams that validate early do not just avoid failure. They avoid wasting years building something nobody truly needs.
Validation means knowing what good looks like.
January 25, 2026 at 9:26 AM
In today’s startup world, validation is not optional. It is survival.
The teams that validate early do not just avoid failure. They avoid wasting years building something nobody truly needs.
Validation means knowing what good looks like.
The teams that validate early do not just avoid failure. They avoid wasting years building something nobody truly needs.
Validation means knowing what good looks like.
I have great news for you:
Milyonuss is now live.
Your AI co-founder,
your Assistant,
and your best team member.
It is Milyonuss.
The project we have been working on for 206 days is finally out.
You can now try it and use it.
Milyonuss is now live.
Your AI co-founder,
your Assistant,
and your best team member.
It is Milyonuss.
The project we have been working on for 206 days is finally out.
You can now try it and use it.
January 20, 2026 at 11:02 AM
I have great news for you:
Milyonuss is now live.
Your AI co-founder,
your Assistant,
and your best team member.
It is Milyonuss.
The project we have been working on for 206 days is finally out.
You can now try it and use it.
Milyonuss is now live.
Your AI co-founder,
your Assistant,
and your best team member.
It is Milyonuss.
The project we have been working on for 206 days is finally out.
You can now try it and use it.
I am entering the year 2026 sleeplessly for 38 hours. I havent slept for a long time to work on my startup project Milyonuss.
My reaction ability has decreased.
My reaction time has increased.
Dizziness and faintness are still with me.
I am paying a heavy price in the process of completing the MVP
My reaction ability has decreased.
My reaction time has increased.
Dizziness and faintness are still with me.
I am paying a heavy price in the process of completing the MVP
December 31, 2025 at 11:06 PM
I am entering the year 2026 sleeplessly for 38 hours. I havent slept for a long time to work on my startup project Milyonuss.
My reaction ability has decreased.
My reaction time has increased.
Dizziness and faintness are still with me.
I am paying a heavy price in the process of completing the MVP
My reaction ability has decreased.
My reaction time has increased.
Dizziness and faintness are still with me.
I am paying a heavy price in the process of completing the MVP
Last week, a very critical piece of news surfaced in the tech world. But to be honest, it did not receive the attention it deserved. Yet for anyone committed to continuous learning, this development is far more important than it seems.
I am talking about the Coursera and Udemy merger.
I am talking about the Coursera and Udemy merger.
December 30, 2025 at 6:48 AM
Last week, a very critical piece of news surfaced in the tech world. But to be honest, it did not receive the attention it deserved. Yet for anyone committed to continuous learning, this development is far more important than it seems.
I am talking about the Coursera and Udemy merger.
I am talking about the Coursera and Udemy merger.
In the Ai era, speed is not a luxury. It is survival.
The company that moves faster does not just win. It rewrites the entire market before others even understand what happened.
Speed means shipping when others are still planning.
Speed means testing while others are debating.
The company that moves faster does not just win. It rewrites the entire market before others even understand what happened.
Speed means shipping when others are still planning.
Speed means testing while others are debating.
December 2, 2025 at 9:47 AM
In the Ai era, speed is not a luxury. It is survival.
The company that moves faster does not just win. It rewrites the entire market before others even understand what happened.
Speed means shipping when others are still planning.
Speed means testing while others are debating.
The company that moves faster does not just win. It rewrites the entire market before others even understand what happened.
Speed means shipping when others are still planning.
Speed means testing while others are debating.
Everyone is trying to build something. Everyone is pushing forward.
But in reality it is not the strongest or the smartest who wins. It is the one who delivers the fastest, cleanest and most practical solution at the moment it is needed.
The rules of this game are not complicated.
Build and fail.
But in reality it is not the strongest or the smartest who wins. It is the one who delivers the fastest, cleanest and most practical solution at the moment it is needed.
The rules of this game are not complicated.
Build and fail.
November 29, 2025 at 9:34 AM
Everyone is trying to build something. Everyone is pushing forward.
But in reality it is not the strongest or the smartest who wins. It is the one who delivers the fastest, cleanest and most practical solution at the moment it is needed.
The rules of this game are not complicated.
Build and fail.
But in reality it is not the strongest or the smartest who wins. It is the one who delivers the fastest, cleanest and most practical solution at the moment it is needed.
The rules of this game are not complicated.
Build and fail.
I first understood the real power of AI personalization while helping a close friend with his startup.
He was building a productivity tool that adapted to each user.
We spent long nightsss in his small office testing early features and fixing unexpected bugs.
He was building a productivity tool that adapted to each user.
We spent long nightsss in his small office testing early features and fixing unexpected bugs.
November 27, 2025 at 12:02 PM
I first understood the real power of AI personalization while helping a close friend with his startup.
He was building a productivity tool that adapted to each user.
We spent long nightsss in his small office testing early features and fixing unexpected bugs.
He was building a productivity tool that adapted to each user.
We spent long nightsss in his small office testing early features and fixing unexpected bugs.
Innovation is less about genius and more about perspective.
I remember sitting in a crowded cafe watching a friend struggle to coordinate deliveries for his small business.
Everyone else just saw chaos but he saw patterns.
That moment sparked an idea he could automate using AI and real-time data..
I remember sitting in a crowded cafe watching a friend struggle to coordinate deliveries for his small business.
Everyone else just saw chaos but he saw patterns.
That moment sparked an idea he could automate using AI and real-time data..
November 24, 2025 at 8:35 AM
Innovation is less about genius and more about perspective.
I remember sitting in a crowded cafe watching a friend struggle to coordinate deliveries for his small business.
Everyone else just saw chaos but he saw patterns.
That moment sparked an idea he could automate using AI and real-time data..
I remember sitting in a crowded cafe watching a friend struggle to coordinate deliveries for his small business.
Everyone else just saw chaos but he saw patterns.
That moment sparked an idea he could automate using AI and real-time data..
The circumstances you live in shape the destiny of the startup you will create!!
Some people think this is luckk, but it isn’t. The environment you’re in, the problems you face, and the constraints you confront every day are actually the raw materials for new ventures.
Some people think this is luckk, but it isn’t. The environment you’re in, the problems you face, and the constraints you confront every day are actually the raw materials for new ventures.
November 23, 2025 at 7:40 AM
The circumstances you live in shape the destiny of the startup you will create!!
Some people think this is luckk, but it isn’t. The environment you’re in, the problems you face, and the constraints you confront every day are actually the raw materials for new ventures.
Some people think this is luckk, but it isn’t. The environment you’re in, the problems you face, and the constraints you confront every day are actually the raw materials for new ventures.
Last year I was sitting in a small VC room. The presenter wasn’t me it was a friend who had asked me to come for moral support. I think he is realy genius an entrepeuner...
November 22, 2025 at 7:04 AM
Last year I was sitting in a small VC room. The presenter wasn’t me it was a friend who had asked me to come for moral support. I think he is realy genius an entrepeuner...
You don’t need to believe in the AI revolution for it to reshape your world. It already is.
Every month new models are redefining what speed, intelligence and automation mean...
Processes that once took hours are finishing in minutes.
Every month new models are redefining what speed, intelligence and automation mean...
Processes that once took hours are finishing in minutes.
November 20, 2025 at 6:28 AM
You don’t need to believe in the AI revolution for it to reshape your world. It already is.
Every month new models are redefining what speed, intelligence and automation mean...
Processes that once took hours are finishing in minutes.
Every month new models are redefining what speed, intelligence and automation mean...
Processes that once took hours are finishing in minutes.