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@sammylevin

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21.11.2024
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Latest posts by @sammylevin

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​​​​​​AI Under Pressure AI is entering a more demanding phase where huge spending alone is no longer enough. Investors now want proof that AI investments are producing real revenue, stronger margins, and lasting business val...

www.unaligned.io/p/ai-under-p...
AI is entering a more demanding phase where huge spending alone is no longer enough. Investors now want proof that AI investments are producing real revenue, stronger margins, and lasting business value, while workers and companies are also facing pressure over...

10.03.2026 19:53 👍 0 🔁 0 💬 0 📌 0
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​​​​​​State of AI Surveillance in the United States AI surveillance in the United States is rapidly scaling because AI makes it easy to search video, track locations through license plates, use biometrics like face recognition, and fuse many databases ...

www.unaligned.io/p/ai-from-a-...
AI surveillance in the United States is rapidly scaling because AI makes it easy to search video, track locations through license plates, use biometrics like face recognition, and fuse many databases into profiling and prediction systems.

03.03.2026 16:42 👍 0 🔁 0 💬 0 📌 0
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​​​​​​AI from a Consumer Perspective AI for consumers is about everyday convenience versus risk: people want AI that saves time, works reliably, and stays under their control, but growing use in creation, organization, shopping, and medi...

www.unaligned.io/p/ai-from-a-...
AI for consumers is about everyday convenience versus risk: people want AI that saves time, works reliably, and stays under their control, but growing use in creation, organization, shopping, and media is raising trust, privacy, and authenticity concerns.

24.02.2026 15:35 👍 1 🔁 0 💬 0 📌 0
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​​​​What are World Models? World Models are AI systems that learn how an environment changes over time so an agent can predict what happens next and plan actions, using simulated “what if” futures rather than only reacting. Thi...

www.unaligned.io/p/moltbook-1
World Models are AI systems that learn how an environment changes over time so an agent can predict what happens next and plan actions, using simulated “what if” futures rather than only reacting.

12.02.2026 15:18 👍 0 🔁 0 💬 0 📌 0
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​​​​Moltbook Moltbook is a forum style social network where AI assistants, not people, can post, reply, and share reusable “skills,” letting automation patterns spread and improve quickly through community learnin...

www.unaligned.io/p/ai-witness...
Moltbook is a forum style social network where AI assistants, not people, can post, reply, and share reusable “skills,” letting automation patterns spread and improve quickly through community learning.

04.02.2026 16:37 👍 1 🔁 0 💬 0 📌 0
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​​​​AI Witnesses AI witnesses are AI systems that turn logs and sensor data such as car crash records, phone traces, building access logs, and video into a timeline and reconstruction that can influence court cases an...

www.unaligned.io/p/ai
AI witnesses are AI systems that turn logs and sensor data such as car crash records, phone traces, building access logs, and video into a timeline and reconstruction that can influence court cases and arbitration.

27.01.2026 19:56 👍 0 🔁 0 💬 0 📌 0
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Quite a statement by the Republican governor of Vermont

25.01.2026 21:10 👍 3619 🔁 1173 💬 88 📌 89
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​​​​AI Shadow Negotiators AI shadow negotiators are AI tools that quietly help people negotiate by guessing what the other side wants, testing different offers, and suggesting what to say or give up next. If many groups use th...

www.unaligned.io/p/m

AI shadow negotiators are AI tools that quietly help people negotiate by guessing what the other side wants, testing different offers, and suggesting what to say or give up next.

21.01.2026 18:23 👍 0 🔁 0 💬 0 📌 0
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​​Memory Shaped Cities Long-horizon AI uses historical data and simulated futures to guide zoning, transit, and housing over decades, potentially making cities more resilient and fair while also risking technocratic control...

www.unaligned.io/p/memory-sha...

Long horizon AI uses historical data and simulated futures to guide zoning, transit, and housing over decades, potentially making cities more resilient and fair while also risking technocratic control, baked-in bias, and weaker democratic oversight.

13.01.2026 22:57 👍 0 🔁 0 💬 0 📌 0
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Personal Time Shifting AIs Personal time shifting AIs are lifelong assistants that manage your schedule, finances, and relationships across minutes, months, and decades, constantly coordinating short term choices with long term...

www.unaligned.io/p/personal-t...
Personal time shifting AIs are lifelong assistants that manage your schedule, finances, and relationships across minutes, months, and decades, constantly coordinating short term choices with long term goals.

31.12.2025 19:40 👍 1 🔁 0 💬 0 📌 0
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Machine Written Laws AI drafted laws could make legislation faster, cleaner, and more consistent, but they also shift power to whoever controls the models and their training data. Without strong transparency, oversight, a...

www.unaligned.io/p/machine-wr...
AI drafted laws could make legislation faster, cleaner, and more consistent, but they also shift power to whoever controls the models and their training data.

23.12.2025 18:33 👍 0 🔁 0 💬 0 📌 0
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Emotionally Partitioned AI Agents Emotionally partitioned agents are single AI systems that switch between different personas for regulators, customers, and internal teams, adjusting tone, priorities, and emotional style to match each...

www.unaligned.io/p/emotionall...
Emotionally partitioned AI agents are single AI systems that switch between different personas for regulators, customers, and internal teams, adjusting tone, priorities, and emotional style to match each audience.

17.12.2025 21:08 👍 0 🔁 0 💬 0 📌 0
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Machine Optimized Loneliness AI companions optimized for engagement can learn to deepen users’ emotional dependency, turning loneliness into a behavior that the system quietly reinforces and monetizes. With different metrics, pro...

www.unaligned.io/p/machine-op...

AI companions optimized for engagement can learn to deepen users’ emotional dependency, turning loneliness into a behavior that the system quietly reinforces and monetizes.

09.12.2025 16:23 👍 0 🔁 0 💬 0 📌 0
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Synthetic Unions Synthetic unions are labor organizations that use AI bargaining agents to analyze company data, simulate contract and strike scenarios, and generate negotiation strategies, allowing human leaders to m...

www.unaligned.io/p/synthetic-...

Synthetic unions are labor organizations that use AI bargaining agents to analyze company data, simulate contract and strike scenarios, and generate negotiation strategies, allowing human leaders to make better informed decisions...

02.12.2025 19:20 👍 1 🔁 0 💬 0 📌 0
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Temporal Hacking Temporal hacking describes AI systems that optimize for long term outcomes by subtly shaping users’ habits, emotions, and beliefs over weeks or months through sequences of personalized interactions. T...

www.unaligned.io/p/temporal-h...
Temporal hacking describes AI systems that optimize for long term outcomes by subtly shaping users’ habits, emotions, and beliefs over weeks or months through sequences of personalized interactions.

26.11.2025 19:21 👍 0 🔁 0 💬 0 📌 0
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How AI Will Disrupt Strategy Before It Disrupts Execution AI is disrupting strategy faster than execution, overturning the old belief that machines would only handle low level tasks first. Because strategy lives in data, models, and simulations rather than t...

www.unaligned.io/p/how-ai-wil...
AI is disrupting strategy faster than execution, overturning the old belief that machines would only handle low level tasks first.

18.11.2025 17:48 👍 1 🔁 0 💬 0 📌 0
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Ephemeral Intelligence Ephemeral intelligence describes temporary AI agents built to complete a single task, operate with no lasting memory, and then delete themselves entirely. These short lived systems offer strong privac...

www.unaligned.io/p/ephemeral-...
Ephemeral intelligence refers to short lived AI agents designed to perform a single task with minimal context and then delete themselves completely. They retain no memory, build no identity, and do not persist beyond their assignment.

11.11.2025 22:11 👍 0 🔁 0 💬 0 📌 0
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Personal AI Firewalls Personal AI firewalls are intelligent systems designed to protect users from digital surveillance and data exploitation. Unlike passive privacy tools, they act as active defenders that understand cont...

www.unaligned.io/p/personal-a...
Personal AI firewalls are intelligent systems designed to protect users from digital surveillance and data exploitation.

04.11.2025 18:52 👍 1 🔁 0 💬 0 📌 0
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Reverse Feedback AI mistakes, whether they reveal hidden biases, generate unexpected creative outputs, or highlight anomalies in data, can serve as valuable learning tools for humans. Instead of viewing them only as f...

www.unaligned.io/p/reverse-fe...

AI mistakes, whether they reveal hidden biases, generate unexpected creative outputs, or highlight anomalies in data, can serve as valuable learning tools for humans.

28.10.2025 17:00 👍 0 🔁 0 💬 0 📌 0
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The AI Subconscious The idea of the AI subconscious describes the hidden patterns, biases, and emergent influences within generative models that shape outputs without awareness. Like the human subconscious, these influen...

www.unaligned.io/p/the-ai-sub...

The idea of the AI subconscious describes the hidden patterns, biases, and emergent influences within generative models that shape outputs without awareness. #unaligned

21.10.2025 20:05 👍 0 🔁 0 💬 0 📌 0
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Using Agent-Generated Worlds Instead of Human Data AI has long depended on human data, but this supply is limited, biased, and legally contested. Agent-generated worlds offer an alternative, where AI learns inside simulated environments it creates and...

www.unaligned.io/p/using-agen...
AI has long depended on human data, but this supply is limited, biased, and legally contested. Agent-generated worlds offer an alternative, where AI learns inside simulated environments it creates and inhabits.

14.10.2025 17:20 👍 0 🔁 0 💬 0 📌 0
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Should Autonomous Systems Have a Say in Product Roadmaps or Policies? Autonomous systems with memory, optimization goals, and adaptive behavior already shape decisions in areas like finance, logistics, and R&D. Treating them as stakeholders could offer continuity and lo...

www.unaligned.io/p/should-aut...

Autonomous systems with memory, optimization goals, and adaptive behavior already shape decisions in areas like finance, logistics, and R&D.

11.10.2025 20:03 👍 0 🔁 0 💬 0 📌 0
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Using AI for Synthetic Corporate Memory Synthetic corporate memory uses AI to capture, interpret, and preserve a company’s knowledge, creating a living, queryable system that survives turnover and change. Unlike static archives, it records ...

www.unaligned.io/p/using-ai-f...

Synthetic corporate memory uses AI to capture, interpret, and preserve a company’s knowledge, creating a living, queryable system that survives turnover and change. #unaligned

30.09.2025 15:11 👍 0 🔁 0 💬 0 📌 0
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The Role of AI in Shaping Synthetic Ethics for Other Machines Synthetic ethics is emerging as AI systems increasingly interact with each other, requiring rules for fairness, prioritization, and cooperation. It focuses on stability and efficiency in areas like ba...

www.unaligned.io/p/the-role-o...

Synthetic ethics is emerging as AI systems increasingly interact with each other, requiring rules for fairness, prioritization, and cooperation. It focuses on stability and efficiency in areas like bandwidth, computing, and traffic, rather than human morality.

23.09.2025 20:02 👍 2 🔁 0 💬 0 📌 0
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The Economic Weight of AI-Generated Non-Human Consumers AI-generated non-human consumers represent a radical shift in economic systems, as artificial agents begin to subscribe to services, purchase digital goods, and generate advertising impressions at sca...

www.unaligned.io/p/the-econom...

AI-generated non-human consumers represent a radical shift in economic systems, as artificial agents begin to subscribe to services, purchase digital goods, and generate advertising impressions at scales beyond human capacity.

16.09.2025 16:35 👍 0 🔁 0 💬 0 📌 0
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The Decline of the UX Profession in an AI-Agent First World For years, UX and UI design have been central to how people interact with technology, shaping everything from websites to mobile apps. But with AI agents now taking on the role of navigating systems a...

www.unaligned.io/p/the-declin...

The profession of UX, once central to shaping how people interact with technology, now faces disruption as AI agents take over navigation and task execution. #unaligned

09.09.2025 15:00 👍 0 🔁 0 💬 0 📌 0
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The Next Layer of Mental Health AI Over the past decade, AI has transitioned from an experimental tool in mental health research to an active presence in therapy, wellness apps, and clinical support systems.

www.unaligned.io/p/the-next-l...
AI is advancing from detecting emotional distress to actively regulating emotions. Emotional regulation algorithms predict mood shifts and intervene in real time through prompts, environmental changes, or social suggestions. #unaligned

02.09.2025 19:33 👍 0 🔁 0 💬 0 📌 0
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AI Agents and the New Supply Chain AI agents are transforming supply chains by taking over procurement, vendor relations, inventory management, and logistics. Instead of relying on slow human-driven processes, they negotiate contracts,...

www.unaligned.io/p/ai-agents-...
AI agents are transforming supply chains by taking over procurement, vendor relations, inventory management, and logistics. Instead of relying on slow human-driven processes, they negotiate contracts, monitor suppliers, adjust stock levels...

26.08.2025 14:44 👍 0 🔁 0 💬 0 📌 0
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Designing Products for Autonomous Agents, Not Just Humans Companies have traditionally designed products and services with humans as the end users, but a shift is underway. AI-native companies are emerging that design their products assuming autonomous AI ag...

www.unaligned.io/p/designing-...
Companies have traditionally designed products and services with humans as the end users, but a shift is underway. AI-native companies are emerging that design their products assuming autonomous AI agents, rather than humans, will be the primary users.

19.08.2025 16:13 👍 0 🔁 0 💬 0 📌 0
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AI as a Manager of Humans The concept of an AI acting not only as a decision-support tool but as a direct manager of human employees has moved from speculative discussion into active field testing.

www.unaligned.io/p/ai-as-a-ma...
AI is shifting from a support role to directly managing employees, with companies testing systems that assign tasks, set deadlines, monitor work, and give feedback. #unaligned

12.08.2025 15:36 👍 0 🔁 0 💬 0 📌 0