Ben Bahrenburg

Building. CTO at @VialtoP, ex-@pwc Partner. Mostly tech. Opinions are my own.

[Ben Bahrenburg @bencoding]

AI made information cheap. Judgment just got expensive.
In product leadership, judgment is knowledge plus taste: knowing what matters, what to ignore, and what will age well.

https://t.co/kvSxIkOSXx

[Ben Bahrenburg @bencoding]

Triads aren’t dead. They’re being invaded. AI makes output cheap and options infinite. The new bottleneck is judgment, experience, integrity. Stop staffing triads like a ratio. Run them like an editorial board. Ship Measure impact, not activity. 👽🚀

https://t.co/nkDEZTqJBN

[Ben Bahrenburg @bencoding]

Alliances
Partnerships earn their keep when they reliably produce a specific kind of leverage....

https://t.co/o6nLjPtqSt

#ProductStrategy #DigitalTransformation

[Ben Bahrenburg @bencoding]

The AI economy is not eliminating leadership. It is removing leadership that exists to manage distance. That is the new job. Design the machine that builds the product, not just the product itself.

https://t.co/m5U3QMbg4a

[Ben Bahrenburg @bencoding]

It is the moment when a messy idea turns into something you can click, react to, and show your board with confidence. And in 2026, with copilots, agents, and “vibe-coded” prototypes, the demo is getting easier to manufacture than ever.
That is the trap...
https://t.co/lIJJ5tEvLj

[Ben Bahrenburg @bencoding]

Most product teams still ship like they’re making a movie: scripts, handoffs, and “alignment” meetings… then wonder why users bounce. Creators ship like operators: hook fast, measure behavior, iterate weekly, obsess over craft, & kill bottlenecks early.
https://t.co/5y6YbXkDks

[Ben Bahrenburg @bencoding]

Idea → Demo isn’t a preference. It’s an operating model that builds shared context, ownership, and real alignment.

In 2026, with AI prototyping and vibecoding, there’s no excuse to stay abstract for weeks.

https://t.co/FkPVyMw1LE

[Ben Bahrenburg @bencoding]

Agents don’t fail because of bad prompts. They fail because they forget. If your agent can’t retain preferences, decisions, & context—it’s not an agent. It’s autocomplete.

Build real memory into MSFT Agent Framework 👇
https://t.co/h0GqHA7cOF

#AIAgents #DigitalTransformation

[Ben Bahrenburg @bencoding]

Task Context vs Shared Context: The Mental Model That Makes AI Product Teams Actually Scale

AI did not introduce the need for context. It exposed how little of it most teams have....
https://t.co/sTVoBvUZ9K

[Ben Bahrenburg @bencoding]

AI agents are only as powerful as the tools you trust them with. A technical deep dive on how to add secure JavaScript execution to Microsoft Agent Framework using a tool calling.

https://t.co/RrC4SC7VJB

#AI #MSFTAgentFramework #JS

[Ben Bahrenburg @bencoding]

Most teams say they’re building “product value” then score it like finance: ROI, LTV, payback. Useful, but incomplete. The biggest products looked irrational in year one as they were investments ...

https://t.co/4zWlppS4ki

[Ben Bahrenburg @bencoding]

AI is creating a new divide inside product teams:
Some people use agents to expand judgment. Others use agents to avoid it. The real question is not who uses AI. It is who can direct it without being directed by it.

The Steinberger Threshold.
https://t.co/JUTQ98iuHk

[Ben Bahrenburg @bencoding]

AI is not killing the PM role. It is being forced to grow up.

When everyone can “do the thing” faster, the old product manager value proposition gets exposed.
https://t.co/2e92AcNUxG

#ProductStrategy #DigitalTransformation

[Ben Bahrenburg @bencoding]

Security is not “tech debt” or “engineering work.” It is product work.

If you have ever watched a product manager and an engineering lead debate whether a security improvement “counts” as roadmap progress, you have seen a symptom of a deeper problem.
https://t.co/q7uMaZUq37

[Ben Bahrenburg @bencoding]

The gap won’t be AI vs humans. It’ll be AI users vs AI orchestrators.
AI users get outputs. AI orchestrators design systems that deliver outcomes.
Prompting is table stakes. Orchestration is the moat.
https://t.co/x5s8Fp2CUc
#AI #ProductEngineering

[Ben Bahrenburg @bencoding]

The Iron Triangle Is Back. AI Just Made It Sharper.

Every decade, the tech industry rediscovers a timeless truth and tries to dress it up as something new. Today’s version comes wrapped in AI intelligence and VC-grade optimism.
https://t.co/MftL4huAEL

#DigitalTransformation

[Ben Bahrenburg @bencoding]

When Product Management Turns Into a Feature Factory
There is a point in every product organization where you can feel the shift. A feature factory is not just a bad habit. It is a structural failure.

https://t.co/nyn9eTQ2As

#ProductStrateg #DigitalTransformation

[Ben Bahrenburg @bencoding]

Tunneling in Product Management: Why Teams Miss the Bigger Play

Tunneling is one of the quietest and most corrosive forces in product management.
https://t.co/Xsv2OZuLUk

#ProductStrategy #DigitalTransformation

[Ben Bahrenburg @bencoding]

Aesthetic Force: The Hidden Gravity Warping Your Product and Your Organization
Every product and engineering organization wrestles with obvious problems.Technical debt. Conflicting priorities.Underpowered infrastructure. Inefficient processes.

https://t.co/e24Vtyyt8j

#Product

[Ben Bahrenburg @bencoding]

The leadership myth: “I just know”
In product engineering leadership circles, people love to talk about instinct. But in practice, treating intuition like a superpower is one of the fastest ways an engineering leader can ..

https://t.co/900VP64ZLl

#Engineering