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Thoughts on AI engineering, flow metrics, building products, and lessons from 25+ years in tech.

The agent architecture that will define 2026.

I hear people calling OpenClaw sentient... an agent called its owner at 3am.

2 min readLinkedIn18 reactions · 3 commentsLinkedInAgentic EngineeringAI & AgentsArchitecture

☕️🧘 Same workflow.

22.5× → 101.

1 min readLinkedIn30 reactions · 1 commentsLinkedInAgentic EngineeringMetrics & MeasurementFlow & Kanban

Anthropic and OpenAI just dropped their new flagship coding models.

Same day. Same target.

2 min readLinkedIn27 reactions · 1 commentsLinkedInAgentic EngineeringAI & AgentsOperating Models

161,000 GitHub stars.

OpenClaw became the fastest-growing open-source project ever. Developers are buying Mac minis specifically to run a personal AI agent with root access to their digital life.

1 min readLinkedIn19 reactions · 7 commentsLinkedInAgentic EngineeringAI & AgentsEvents

If you're not maxing out your Claude Max subscription every time, you're leaving value on the table.

1 min readLinkedIn11 reactions · 1 commentsLinkedInValue StreamsCognitive LoadPersonal Growth

🌶️ “Spec-driven development + autonomous agents” is just Waterfall 2.0.

Yes, I'll keep banging on it. We saw the news that Cursor ran long-running coding agents for close to a week on a single project and ended up with a browser rendering engine from scratch (HTML parser, CSS cascade, layout/rendering, etc.

2 min readLinkedIn73 reactions · 43 commentsLinkedInAgentic EngineeringAI & AgentsTeam Dynamics

🪦 That chart reads like a gravestone.

Stack Overflow didn’t “dip”. It effectively closed as a daily habit, and the timing lines up perfectly with AI going mainstream.

1 min readLinkedIn17 reactions · 1 commentsLinkedInValue StreamsAgentic EngineeringOperating Models

spicy take: Pull Requests are a nonsense ritual — and AI just exposed it.

It's interesting to see people panicking in my feed about “AI generating too many PRs to review”. My view: that’s not the real problem.

1 min readLinkedIn23 reactions · 8 commentsLinkedInValue StreamsAgentic EngineeringFlow & Kanban

🚨 Trap alert: don’t mix workflow automation (n8n et al.) with AI-native SDLC.

At first glance, they look the same. In practice, they create very different ceilings.

2 min readLinkedIn4 reactions · 0 commentsLinkedInAgentic EngineeringValue StreamsAI & Agents

OpenAI made three big moves in one week.

1. They shared updated revenue numbers and framed revenue as effectively tracking compute 1:1, implying their growth bottleneck is capacity.

1 min readLinkedIn8 reactions · 0 commentsLinkedInAI & AgentsOperating ModelsHiring

⏱️ 10 days.

That’s how long it took Anthropic to go from observing unexpected user behaviour → to shipping Claude Cowork. 🔥 Over the Christmas break, Claude Code went properly viral.

2 min readLinkedIn21 reactions · 5 commentsLinkedInAgentic EngineeringValue StreamsMetrics & Measurement

Curious?

Tomorrow I’m running a live agentic coding lab – leveraging fleets of coding agents to build from scratch with the audience, under brutal quality gates. 👉 Supporters and haters welcome.

1 min readLinkedIn36 reactions · 8 commentsLinkedInAgentic EngineeringAI & AgentsValue Streams

📈 22.5× more merged code.

⏱️ Lead time collapsing from days to minutes. 🛡️ Quality gates most enterprise teams would fail.

1 min readLinkedIn32 reactions · 8 commentsLinkedInAgentic EngineeringAI & AgentsValue Streams

4 strategic drivers for 2026 AI Strategies 👇

Yesterday I was with the CIO and his AI top dogs at a fast-moving Australian organisation, discussing how we could help them run an evidence-backed pilot to bring frontier agentic-coding results into their environment. Over the last few months, I’ve had the opportunity to read a lot of 2026 AI Strategy decks and roadmaps.

3 min readLinkedIn8 reactions · 0 commentsLinkedInAgentic EngineeringAI & AgentsValue Streams

Sam Altman's leaked internal note and the AI race

Matthew Berman shared a very sharp breakdown on the evolving AI race and why Google may now be the best-positioned player. 📝 This was on the back of a leaked internal note to the OpenAI team, Sam Altman reportedly: - Acknowledged that Google has “caught up” and that Gemini will create real economic headwinds - Warned of “rough vibes ahead” as the performance gap closes - Admitted OpenAI has to do three hard things at the same time: be the best research lab, the best AI infrastructure company, and the best AI product platform – and still said he wouldn’t trade positions with any other company 💡 Matthew's core insight: this is no longer a “who has the best model?

2 min readLinkedIn10 reactions · 2 commentsLinkedInAI & AgentsAgentic EngineeringEngineering Leadership

Claude Opus 4.5 just dropped.

Last week, it was Gemini 3 and GPT‑5.1 Codex Max.

2 min readLinkedIn20 reactions · 14 commentsLinkedInAgentic EngineeringAI & AgentsOperating Models

Last week in AI was just craazzyyy.

1️⃣ Google’s Gemini 3 + Antigravity IDE Google didn’t just ship a strong new frontier model. They’re going after the whole developer ecosystem with Antigravity, a new VS Code fork optimised for agentic workflows.

2 min readLinkedIn7 reactions · 0 commentsLinkedInAgentic EngineeringAI & AgentsArchitecture

Agentic AI is no longer a thought experiment.

IDC (in research sponsored by Amazon Web Services (AWS)) just published new data on how organisations are actually using agentic AI. A few highlights that jumped out at me 👇 🔹 Adoption vs reality - 23% expect full deployment of agentic AI in the next 12 months - 65% expect to get there by 2027 - But only 3% are scaling agentic AI across departments today Everyone believes there’s a productivity prize here.

2 min readLinkedIn15 reactions · 2 commentsLinkedInAgentic EngineeringAI & AgentsValue Streams

Andrew Ng just drew a line in the sand for engineers.

In an interview a couple of days ago, he laid out a hierarchy of engineering talent in the AI era: 1️⃣ Top tier: Experienced engineers (10–20+ years) who’ve gone all-in on AI and use it as a force multiplier. They move faster than anything we've seen.

2 min readLinkedIn114 reactions · 30 commentsLinkedInAgentic EngineeringEngineering LeadershipAI & Agents

Yesterday, we were all talking about Gemini 3 as the new #1 model.

Today, OpenAI drops two new GPT‑5.1 models: 👉 GPT‑5.

2 min readLinkedIn8 reactions · 1 commentsLinkedInAI & AgentsAgentic EngineeringOperating Models

Everyone’s posting charts about Gemini 3 being “the number one model”.

You know I love benchmarks, but as a builder, I'm more interested in what's under the hood. 👉 Gemini 3 is the first model in a while that feels like a clear #1 across the hardest benchmarks, and it’s already wired into real user surfaces.

3 min readLinkedIn8 reactions · 1 commentsLinkedInAgentic EngineeringAI & AgentsOperating Models

Since my post last Friday, a lot of engineers have been asking some version of: “How do I get an AI job so I can work...

My answer: instead of looking for AI jobs out there, how do you turn your current job into an AI-native job? For most engineers (and most knowledge workers too), that’s where the real upside is atm.

1 min readLinkedIn20 reactions · 3 commentsLinkedInAgentic EngineeringAI & AgentsHiring

Agents X Junior X Senior Engineers 👇

During some recent conversations, a few people said something along the lines of: “So basically you’ve automated the work of junior engineers, not senior engineers.” At first, that didn’t sit right with me.

2 min readLinkedIn8 reactions · 1 commentsLinkedInAgentic EngineeringAI & AgentsEngineering Leadership

Everyone’s talking about how “warm” ChatGPT 5.1 feels.

ChatGPT 5.1 is the most agentic model OpenAI has shipped so far.

2 min readLinkedIn10 reactions · 2 commentsLinkedInAgentic EngineeringAI & AgentsArchitecture

Is Andrej Karpathy wrong about agentic coding?

A recent clip from his interview with Dwarkesh Patel has been doing the rounds. In it, he calls current coding agents “not net useful” for his nanochat repo – and a lot of people have since quietly updated their beliefs about what’s possible.

1 min readLinkedIn35 reactions · 12 commentsLinkedInAgentic EngineeringAI & AgentsValue Streams

☕️🧘 Just another Friday in the cockpit, orchestrating a fleet of coding agents – some of them orchestrating their ow...

Shipping ~20× more, ~100× faster, with higher quality than my pre-AI baseline, under multiple strict quality gates.

1 min readLinkedIn657 reactions · 270 commentsLinkedInAgentic EngineeringAI & AgentsValue Streams

Is AI just a bubble – or are the numbers telling us something else?

I keep seeing two stories in my feed: 1️⃣ We’re in an “everything bubble” fuelled by cheap money and debt. 2️⃣ AI is the new internet – huge adoption and revenue, not just hype.

3 min readLinkedIn8 reactions · 3 commentsLinkedInAI & AgentsAgentic EngineeringMetrics & Measurement

Most “AI agents” today are passive.

On building autonomous agents (as a product, not coding agents): I’m partnering with Bia Affonso and Neu21 on Euda — a human-centred AI-powered wellbeing intelligence platform that helps people thrive and transforms workplace culture through continuous conversation while paying attention to wellbeing drivers and psychosocial hazards. A lot of “agents” today are passive — they only engage when the user engages, and they just respond to what has been prompted.

2 min readLinkedIn13 reactions · 11 commentsLinkedInAgentic EngineeringAI & AgentsTeam Dynamics

The third signal: 👇🏽

Agentic coding doesn’t trade speed for quality — it compounds them. The third and final part of this series shows any team can achieve and maintain auditable, enterprise-grade software quality with agentic coding — fast.

1 min readLinkedIn34 reactions · 11 commentsLinkedInAgentic EngineeringValue StreamsArchitecture

5-day tasks by September 2026.

OpenAI said today their models can now work autonomously and uninterrupted for ~5 hours. I believe that’s true—I’ve had sessions where agents ran on their own for nearly 2 hours.

1 min readLinkedIn13 reactions · 1 commentsLinkedInAI & AgentsMetrics & MeasurementAgentic Engineering