Clients now turn up with forty pages of AI-generated specs. The intent is excellent, the result ignores what already exists. Because a spec never had its value in the document.
Welcome
I am Meddy Menzikoff, CTO & Amazon Web Services expert.
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I have also started bringing my historical LinkedIn publications back to this blog.
The protocol gave up.
On 28 July, MCP answered its critics by amputating itself. What the specification removes, why, and what it really changes in the MCP versus CLI debate.
What the demo cannot show you.
An AI tool demo always works, and that is normal. The test to run during the pitch, and why what fails afterwards is almost never the model.
Autonomous agents: autonomy is not a feature
Hermes Agent, OpenClaw: agents that pick their own path are booming. Why I do the opposite, and why autonomy is also the attack surface.
Noise.
For fifteen years, prying documentation out of a team was a fight. Now we’re drowning in it, and nobody believes it anymore. Why volume was never the problem.
A surreal Saturday morning statement
On US government orders citing national security, Anthropic suspends access to Fable 5 and Mythos 5 for all customers. A look at a surreal statement.
Ranking employees by token count: the latest management aberration
Tokenmaxxing ranks employees by how many tokens they burn. Why measuring the fuel rather than the distance is a management aberration.
From code to business: how AI is redefining the developer’s role
Generative AI does not mark the end of developers: it expands their role toward orchestrating business processes, tools, and domain-specific AI agents.
It’s time to take back control
Why am I opening this personal site to regain control of my content historically published on LinkedIn.
Building AI Agents: Practical Steps for Businesses
Imagine a world where your business operations run smoothly, customer interactions are personalized and efficient, and strategic decisions are guided by real-time insights…