iiinova — where your digital self keeps evolving

Hassan Habib @hassanhabib.bsky.social · 07/10/2026

Driving a faster car doesn’t automatically make you a better driver. Using AI doesn’t automatically make you faster or smarter.

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Hassan Habib @hassanhabib.bsky.social · 05/10/2026

AI makes it easy to get something working. Making it reliable, maintainable, and useful to other people is the hard part. That's what my books are about. No catch. No ads. Just learn, and teach someone else. www.hassanhabib.com/books

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Hassan Habib @hassanhabib.bsky.social · 02/10/2026

The era of prebuilt apps might be wrapping up. I see a future with one app of all apps. I call it the box. You ask, and it assembles the tools it needs in real time. How far does this go? Could we one day mutate matter with a prompt? On Spec: hassanhabib.com/blog/on-spec/

hassanhabib.com

On Spec · Hassan Habib

Every improvement in how we watch has been an argument about where and when. The next one is about what, and software is about to have the same argument.

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Hassan Habib @hassanhabib.bsky.social · 28/09/2026

Using an AI agent to pull the even numbers out of a list is driving your car to the bathroom. Episode 0 of my AI architecture series is about when not to build an agent. Deterministic in, deterministic out: that's a tool, not an agent. www.youtube.com/watch?v=YM_0...

youtube.com

The First Rule of AI Solutions Architecture

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 24/09/2026

What happens when an engineer can ship a system they cannot explain? I wrote “The Catcher in the AI” about the distance between completing the work and understanding it, and what we can do before that distance becomes a cliff. Read it here: www.hassanhabib.com/blog/the-cat...

hassanhabib.com

The Catcher in the AI · Hassan Habib

AI can grow a developer's output faster than their understanding. What the research shows, what that gap costs, and how those of us with experience can make room for engineers to grow alongside their ...

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Hassan Habib @hassanhabib.bsky.social · 21/09/2026

Happy to say PeerLLM v2.17.4 is out. 🚀 A hardening release: every host is steadier under load and better represented for what it can really do. And it runs on a DGX Spark now. Linux arm64, on the GPU. blog.peerllm.com/peerllm/host...

blog.peerllm.com

Inherited Limits: Making PeerLLM Run on an NVIDIA DGX Spark

An NVIDIA DGX Spark arrived on my desk and PeerLLM would not run on it. None of the four things I had to fix were limitations of the machine, and two of them were corrections to earlier fixes. This is...

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Hassan Habib @hassanhabib.bsky.social · 12/09/2026

What if every app on your computer had a brain and could talk to the others? I sat down with Maxim Khailo to explore Abject, his vision for an AI-native operating system. This is one of the wildest projects I’ve seen. Watch: www.youtube.com/watch?v=nuVc...

youtube.com

What If Every App on Your Computer Had a Brain?

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 11/09/2026

Autonomy without override is not innovation. It is catastrophe by design.

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Hassan Habib @hassanhabib.bsky.social · 10/09/2026

Software engineering is not just one job anymore. It is a stack, and every role in it has an Altitude: the floor where you create value, not how senior you are. Nine floors, mapped. This might become a series, one floor at a time. hassanhabib.com/blog/software-engineering-2-0

hassanhabib.com

Software Engineering 2.0 · Hassan Habib

Software engineering did not just gain a new tool. It gained a whole stack, from silicon to the decision that software should exist at all, and every role in it has an Altitude.

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Hassan Habib @hassanhabib.bsky.social · 01/09/2026

Imagine every LLM had a price — not what it costs to download, but what it's worth to serve. More demand pushes it up. More machines serving it splits it thinner. Qwen2.5 7B is worth ~3x BioMistral 7B right now. Same disk. PeerLLM host v2.13.0 shows you that rate.

blog.peerllm.com

Is PeerLLM Worth Your Hardware?

Every model on the network has a going rate that moves with supply and demand. Host v2.13.0 shows it to you — before you sign up, and after.

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Hassan Habib @hassanhabib.bsky.social · 26/08/2026

PeerLLM v2.11.0 is live. Qwen 3.8, 27B, 262K context, Apache 2.0, is now approved on the decentralized network. ~55 tok/sec on a consumer RTX 5090. New inference engine. 17 models verified. Windows, macOS, Linux. Not a datacenter. Hardware people already own. peerllm.com

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Reposted by Hassan Habib

Dev Leader @devleader.ca · 23/08/2026

People-First Software Engineering - Interview With @hassanhabib.bsky.social

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Hassan Habib @hassanhabib.bsky.social · 24/08/2026

do what is yours to do, remain patient, and don’t torment yourself over what passed you by. What is yours cannot be stolen by circumstance, and what is not yours cannot be secured by force.

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Hassan Habib @hassanhabib.bsky.social · 17/08/2026

AI agents couldn’t scale @github up enough to prevent this outage? Yeah, you still need your DevOps people :)

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Hassan Habib @hassanhabib.bsky.social · 17/08/2026

When someone is drowning, it’s not the time to teach them how to swim.

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Hassan Habib @hassanhabib.bsky.social · 12/08/2026

No two LLMs read the same agent skill the same way. So you rewrite skills for every model, or overpay for the one that works. PeerLLM Skills fixes that: build a skill once, test it across every model, and fine-tune it to run on cheaper ones. Full demo: youtu.be/qgmrPaQSjRc

youtu.be

PeerLLM Skills: Build, Test & Optimize Agent Skills Across Any LLM

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 08/08/2026

There is a profound difference between using intelligence to extend your thinking and using intelligence instead of thinking. read my latest article here: hassanhabib.medium.com/robots-monke...

hassanhabib.medium.com

Robots & Monkeys

The title is intentionally provocative.

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Hassan Habib @hassanhabib.bsky.social · 06/08/2026

2 million downloads across my open-source NuGet packages. ❤️ My current favorite is Standard.Agents, a simple, reliable, and accountable .NET framework built around Data, Decision, and Direction. www.nuget.org/packages/Sta... #dotnet #csharp

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Hassan Habib @hassanhabib.bsky.social · 03/08/2026

AI can write code AI can explain code AI can debug code So why are experienced developers still in such high demand? Because companies do not pay for code They pay for judgment They pay for trade-offs They pay for architecture And most importantly, they pay for someone who knows when AI is wrong.

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Hassan Habib @hassanhabib.bsky.social · 27/07/2026

PeerLLM v2.7.0 keeps Local Mode fully private and self-contained, but adds an optional connection to the decentralized PeerLLM network. Local by default. Decentralized on your terms. Check out my release notes here: blog.peerllm.com/peerllm/rele...

blog.peerllm.com

PeerLLM v2.7.0 Hybrid Mode: From Your Machine to the Network, on Your Terms

PeerLLM v2.7.0 introduces Hybrid Mode: your local PeerLLM server can now reach the decentralized network when your own hardware can’t serve a request — but only if you turn it on, with your own key, a...

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Hassan Habib @hassanhabib.bsky.social · 21/07/2026

"In the world even the best things are worthless without those who represent them. Around the actors revolve the people and the glory." — Friedrich Nietzsche

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Hassan Habib @hassanhabib.bsky.social · 19/07/2026

Just released: The Standard AI Agent Framework v0.9.0 The framework supports skills, memory, tools, gates, judges, streaming, logging, and multi-agent composition, with a clean open-source implementation for C#. www.youtube.com/watch?v=UE6Q... #dotnet #csharp #agentic #ai

youtube.com

Create Your First AI Agent from Scratch

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 18/07/2026

EventHighway 2.0 is here. Replayable. Reliable. Local. In this session, we walk through durable event delivery, in-process handlers, filtering, replay, loop detection, observability, and the new operations portal. #dotnet #csharp #eventdriven www.youtube.com/watch?v=0YlL...

youtube.com

Build Reliable Event-Driven Systems Without Cloud Lock-In | EventHighway 2.0

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 09/07/2026

Be really good at what you do. Not for the title. Not for the applause. Not even for the money. Be good because one day, when you are ready, God may place a purpose in your hands that requires everything you have learned. And when that day comes, your craft becomes service.

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Hassan Habib @hassanhabib.bsky.social · 22/06/2026

After a month heads-down, LLooMA 2.0 is live. It is decentralized, network-native, agentic AI. Watch the demo here: www.youtube.com/watch?v=OyHm...

youtube.com

LLooMA 2.0: Decentralized Agentic Network-Native Model

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 21/06/2026

If you don't keep the ability to build without AI, you are no longer a pilot of the system - you are a passenger. And in software, passengers rarely survive the complex, high-stakes incidents that define craftsmanship. substack.com/home/post/p-...

substack.com

Double Agent

Agentic coding assistants are becoming the double agents of software engineering.

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Hassan Habib @hassanhabib.bsky.social · 10/06/2026

AI can help you win the room, but only trust can close the deal

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Hassan Habib @hassanhabib.bsky.social · 08/06/2026

Linux is the best engineered operating system for AI

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Hassan Habib @hassanhabib.bsky.social · 26/05/2026

I extend my warmest congratulations and blessings to our people and loved ones everywhere on the occasion of the blessed Eid al-Adha. May Allah return it upon you and upon us with goodness, prosperity, and blessings, and may He accept our good deeds and yours. Eid Mubarak!

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Hassan Habib @hassanhabib.bsky.social · 23/05/2026

LLooMA can now search the web. When your question needs a fact, the network fetches it. When search fails, it tells you. No quiet hallucinations. Next step: distribute search across hosts so no one host sees the whole question. blog.peerllm.com/peerllm/rele...

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Hassan Habib @hassanhabib.bsky.social · 20/05/2026

Even with AI, you still need to know what to ask and what to learn. Buddy, by Pallav Rustogi, turns any Git repo into a learning system. Open source. Architecture, entry points, quizzes, starter tasks. The right use of AI in engineering. www.youtube.com/watch?v=a9DJ...

youtube.com

Learn Any Codebase with This Open-Source AI Agent

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 18/05/2026

Running a host should not be a guessing game. PeerLLM v1.8.0 adds a Host Cost Estimator. Enter your electricity, internet, and wear and tear, and see how they compare to this machine's estimated rewards. blog.peerllm.com/peerllm/rele...

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Hassan Habib @hassanhabib.bsky.social · 16/05/2026

Imagine growing apples for years, then someone takes them, makes juice, sells it back to you, and never gives you credit. That is how AI was built on human knowledge. I do not think the answer is stopping AI. The answer is building it fairly. www.youtube.com/watch?v=MEAC...

youtube.com

The Greatest Heist in Tech and How We Fix It

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 13/05/2026

Ever heard of Roaring Bitmaps? They are one of those data structures most developers do not hear about often, but they can help query massive sets of records in a fraction of a second. #dotnet #csharp #algorithms www.youtube.com/watch?v=5Kpu...

youtube.com

Roaring Bitmaps in C#: The Data Structure Behind Super Fast Queries

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 07/05/2026

The Standard v2.50.0 is released! Huge thanks to Christo du Toit for his outstanding work on this release. Download the PDF here: github.com/hassanhabib/...

github.com

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Hassan Habib @hassanhabib.bsky.social · 07/05/2026

I just recorded a new session in my Software Engineering 2.0 series. This one continues the idea that everything is an agent, but takes it one step closer to implementation. www.youtube.com/watch?v=L2lZ...

youtube.com

Software Engineering 2.0: The Architecture of an Agent

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 05/05/2026

PeerLLM Host v1.7.1 is out. The goal is simple: faster hosts, better decisions, stronger network. blog.peerllm.com/2026/05/03/v...

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Hassan Habib @hassanhabib.bsky.social · 03/05/2026

There’s something in humans AI can’t model: a decision made with no data, precedent, or evidence — yet somehow exactly right. Enjoy the read. hassanrezkhabib.substack.com/p/purpose-in...

hassanrezkhabib.substack.com

Purpose in the Age of Intelligence

AI is a sharp knife.

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Hassan Habib @hassanhabib.bsky.social · 19/04/2026

Every AI agent needs a Data layer. Three parts: → Identity — who it is → Capabilities — what it can reach → Structure — the shape of data in and out Without structure, you're gambling with a probabilistic model. Session 3 of Software Engineering 2.0 is up. www.youtube.com/watch?v=cXlo...

youtube.com

Agentic Architecture Deep Dive: Designing the Data Layer

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 19/04/2026

PeerLLM v1.6.0 is live. Multiple models loaded at once. Parallel chats with zero cross-talk. Smarter VRAM management with eviction warnings. And you can now redeem token codes in the hosts portal for API credit. Full notes: blog.peerllm.com/releases/pee...

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Reposted by Hassan Habib

Dev Leader @devleader.ca · 18/04/2026

People-First Software Engineering - Interview With @hassanhabib.bsky.social

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Hassan Habib @hassanhabib.bsky.social · 06/04/2026

The Standard is now available as an AI Agent skill on skills.sh: skills.sh/hassanhabib/... here's how you can install it for any AI agent you want: npx skills add hassanhabib/the-standard-skills

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Hassan Habib @hassanhabib.bsky.social · 06/04/2026

Everything is an Agent. That’s the foundation of what I believe is Software Engineering 2.0. We’ve spent years building systems with static inputs and rigid logic but the world we’re building for now is dynamic, contextual, and constantly evolving. www.youtube.com/watch?v=0DCO...

youtube.com

Everything is an Agent

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 02/04/2026

"In God we trust, all others must bring data" - W. Edwards Deming

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Hassan Habib @hassanhabib.bsky.social · 29/03/2026

We’re entering a new shift in software engineering. UI → API → DB got us this far, but it’s static. Now we’re moving toward systems that understand, adapt, and build behavior in real time. Introducing Software Engineering 2.0. www.youtube.com/watch?v=OQVb...

youtube.com

Software Engineering 2.0 - The End of APIs and Static Systems

YouTube video by Hassan Habib

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Hassan Habib @hassanhabib.bsky.social · 28/03/2026

PeerLLM v1.0.0 is live! Read the announcement here: blog.peerllm.com/peerllm/rele...

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Hassan Habib @hassanhabib.bsky.social · 26/03/2026

Whatever you do today - don't run this command: pip install litellm

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