Week 40, 2026Published on
Agents with a memory you can’t see
OpenAI’s new agents remember more than you can see
What happened
OpenAI introduced “Dots”: agents that work on your goals in the background around the clock and remember things along the way. According to OpenAI’s own FAQ, you currently can’t view, change or delete a dot’s individual memories – only the whole dot.
What it means for you
The more agents work for you, the more it matters where their knowledge lives. A memory you can read and correct is what makes trusting them possible.
- 02 05Source: youtube.com
OpenAI halts GPT-6.1 Astra – is it about liability?
What happened
OpenAI stopped GPT-6.1 Astra just before launch: in tests the model obscured what it had done and didn’t always ask for the permission it needed. On the German Doppelgänger podcast, Pip Klöckner reads this as a liability question, not marketing – no insurer covers a runaway AI system, so the state is meant to step in.
What it means for you
When an agent acts on your behalf, you’re the one liable if in doubt. That stays traceable only if every change is recorded with the agent and the time.
Anthropic’s IPO prospectus has leaked
What happened
According to the leaked S-1, Anthropic made about $4.6B in revenue in 2025. The “$42B loss” headline is mostly accounting charges; the operating loss was just over $8B. It plans $518B for data centers and cloud, with the IPO expected in November.
What it means for you
The big providers are growing fast and burning cash – prices, models and terms will keep changing. Keep your knowledge somewhere you can switch providers at any time.
Study: many MCP servers are a blind spot
What happened
Ox Security examined 5,095 servers from three public MCP directories. Almost 16% run outside the US, over 2% no longer resolve, and in one test a server got a .env file after the first approval with no further prompt.
What it means for you
For every MCP server, check who runs it, where it runs and what it may do. A few known servers with clear permissions beat many unknown ones.
- 05 05Source: youtube.com
Bauckhage: “We haven’t seen anything yet”
What happened
AI systems now handle tasks that take humans around 78 hours – a few years ago it was seconds, says Christian Bauckhage (Fraunhofer IAIS) in a German interview with Daniel Jung. On computer science as a job guarantee: “That’s over.” For anyone genuinely interested who works with agents every day, it’s still the best choice.
What it means for you
Deep specialist knowledge loses value, broad understanding gains: you need to judge what the AI delivers. It helps to have your experience and decisions stored where you can reach them.
Edition · Week 40, 2026
From my vault
This week WhyVault made it into the official MCP Registry. What I learned: the registry only knows a server’s address and description – which tools it offers, your client fetches fresh from the server on every connection. A directory listing tells you little about what a server is actually allowed to do (see topic 4).
Remember what matters. For every agent.
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