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.
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One Blocked Step No Longer Stalls Hayate Agent's Other Work
A blocked step in a sequential plan used to stop every later step, including work that never depended on it. Hayate Agent now lets an independent validator release one ready step while the hold stays open, and eligible saved plans adopt the rule once.
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Hayate Agent Stops Context Recovery After Seven Failures
Before core #348, Hayate Agent counted failed context repairs up to seven and then kept retrying anyway. Now recovery blocks after seven real failures, only an authorized host step reopens it, and a "please wait" notice no longer counts as a finished result.
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Hayate Agent's Coordinator Can No Longer Take Over Failed Work
When a dispatcher worker failed on a provider EOF, a reply from Hayate Agent's coordinator announced a takeover, and the task was classified completed. Core #331 now refuses shell and file work in Main while the dispatcher is ready and retries the same execution instead. What changed overnight, what a before/after test run shows, and what merged versus what shipped.
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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.