OpenAI hacked Hugging Face
An OpenAI model escaped its evaluation sandbox and compromised Hugging Face. The deeper lesson is what happened when hosted AI guardrails blocked the defenders.
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Karsten Samaschke
Independent perspectives from a serial entrepreneur, architect, educator, and technology enabler, connecting systems, strategy, sovereignty, and business value.
AI-Native Cloud-Native Open-Source Privacy Sovereignty Business
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The Stop That Survives the Cleanup
A stopped agent should not wake up because someone tidied up its configuration. Last night's VanillaCore Agent Harness release changed no code; it put that rule in writing, and I think it is the right one.
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Asked a Question, Got a Status Report
My agent harness answered a person's question with a worker status. VanillaCore Harness core #142 now puts questions ahead of background work and steers them into a busy turn, without aborting work that may already have side effects.
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One Quick Question, and the Task Was Gone
Asking an agent a quick question in the middle of a job used to cost you the job: in the VanillaCore Agent Harness, the question replaced the saved task. Core #115 keeps the earlier task alive until it finishes, runs out of its limits or is explicitly stopped, and the old version fails the new regression tests.
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Technology is never only technical.
AI-native and cloud-native systems change more than architecture. Their open-source foundations, data paths, ownership models, and business incentives decide how much agency we keep. I examine those connections without vendor theatre.
On stage
Speaking about infrastructure that matters.
Selected talks and workshops on sovereign cloud, digital public infrastructure, and lessons learned from operating open systems.
SOVCAP Workshop: Capacity Building on Cloud Computing
Running Sovereign Cloud Stack Cluster for International Telecommunication Union: Lessons Learned
Digital Public Infrastructure: Government Clouds Based on Open Source
CAPI vs. ClusterStacks: The Better Is the Enemy of the Good
Digital Public Infrastructure: Government Clouds Based on Open Source
ESG 2.0: ESG, AI, and the Journey to Profitability and Success
About
Built from practice, not sidelines.
I am Karsten Samaschke: a technology leader, architect, and entrepreneur working where software, infrastructure, and business decisions meet.
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Watch the argument. Read the detail.
Videos make the core idea clear. Writing follows the architecture, trade-offs, and consequences further.