@sammylevin.bsky.social
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.
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.
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
December 31, 2025 at 7:40 PM
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.
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.
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.
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.
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
December 23, 2025 at 6:33 PM
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.
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.
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.
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.
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
December 17, 2025 at 9:08 PM
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.
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.
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.
AI companions optimized for engagement can learn to deepen users’ emotional dependency, turning loneliness into a behavior that the system quietly reinforces and monetizes.
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
December 9, 2025 at 4:24 PM
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.
AI companions optimized for engagement can learn to deepen users’ emotional dependency, turning loneliness into a behavior that the system quietly reinforces and monetizes.
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...
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...
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
December 2, 2025 at 7:20 PM
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...
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...
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.
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.
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
November 26, 2025 at 7:21 PM
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.
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.
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.
AI is disrupting strategy faster than execution, overturning the old belief that machines would only handle low level tasks first.
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
November 18, 2025 at 5:48 PM
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.
AI is disrupting strategy faster than execution, overturning the old belief that machines would only handle low level tasks first.
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.
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.
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
November 11, 2025 at 10:11 PM
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.
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.
www.unaligned.io/p/personal-a...
Personal AI firewalls are intelligent systems designed to protect users from digital surveillance and data exploitation.
Personal AI firewalls are intelligent systems designed to protect users from digital surveillance and data exploitation.
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
November 4, 2025 at 6:52 PM
www.unaligned.io/p/personal-a...
Personal AI firewalls are intelligent systems designed to protect users from digital surveillance and data exploitation.
Personal AI firewalls are intelligent systems designed to protect users from digital surveillance and data exploitation.
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.
AI mistakes, whether they reveal hidden biases, generate unexpected creative outputs, or highlight anomalies in data, can serve as valuable learning tools for humans.
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
October 28, 2025 at 5:00 PM
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.
AI mistakes, whether they reveal hidden biases, generate unexpected creative outputs, or highlight anomalies in data, can serve as valuable learning tools for humans.
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
The idea of the AI subconscious describes the hidden patterns, biases, and emergent influences within generative models that shape outputs without awareness. #unaligned
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
October 21, 2025 at 8:05 PM
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
The idea of the AI subconscious describes the hidden patterns, biases, and emergent influences within generative models that shape outputs without awareness. #unaligned
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.
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.
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
October 14, 2025 at 5:20 PM
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.
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.
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.
Autonomous systems with memory, optimization goals, and adaptive behavior already shape decisions in areas like finance, logistics, and R&D.
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
October 11, 2025 at 8:03 PM
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.
Autonomous systems with memory, optimization goals, and adaptive behavior already shape decisions in areas like finance, logistics, and R&D.
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
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
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
September 30, 2025 at 3:11 PM
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
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
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.
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.
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
September 23, 2025 at 8:03 PM
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.
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.
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.
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.
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
September 16, 2025 at 4:35 PM
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.
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.
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
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
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
September 9, 2025 at 3:00 PM
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
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
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
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
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
September 2, 2025 at 7:33 PM
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
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
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...
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...
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
August 26, 2025 at 2:44 PM
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...
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...
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.
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.
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
August 19, 2025 at 4:13 PM
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.
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.
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
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
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
August 12, 2025 at 3:36 PM
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
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
www.unaligned.io/p/generative...
Generative AI is overturning the traditional learning pyramid by enabling students and workers to produce high-level outputs like essays, code, and designs before mastering foundational skills. #unaligned
Generative AI is overturning the traditional learning pyramid by enabling students and workers to produce high-level outputs like essays, code, and designs before mastering foundational skills. #unaligned
Generative AI and the Collapse of the Learning Pyramid
The traditional structure of education and skill acquisition has long been defined by a clear, hierarchical progression, commonly represented by the "Learning Pyramid." Generative AI threatens to coll...
www.unaligned.io
August 5, 2025 at 3:40 PM
www.unaligned.io/p/generative...
Generative AI is overturning the traditional learning pyramid by enabling students and workers to produce high-level outputs like essays, code, and designs before mastering foundational skills. #unaligned
Generative AI is overturning the traditional learning pyramid by enabling students and workers to produce high-level outputs like essays, code, and designs before mastering foundational skills. #unaligned
www.unaligned.io/p/the-ethics...
Digital resurrection is no longer science fiction. Using AI to recreate voices, faces, and personalities of the deceased is now technically possible and increasingly common. #unaligned
Digital resurrection is no longer science fiction. Using AI to recreate voices, faces, and personalities of the deceased is now technically possible and increasingly common. #unaligned
The Ethics of Digital Resurrection
In an era shaped by unprecedented advances in AI, digital resurrection, the use of AI to recreate simulations of deceased individuals, has shifted from a speculative trope in science fiction to an act...
www.unaligned.io
July 29, 2025 at 3:32 PM
www.unaligned.io/p/the-ethics...
Digital resurrection is no longer science fiction. Using AI to recreate voices, faces, and personalities of the deceased is now technically possible and increasingly common. #unaligned
Digital resurrection is no longer science fiction. Using AI to recreate voices, faces, and personalities of the deceased is now technically possible and increasingly common. #unaligned
www.unaligned.io/p/ai-in-lear...
AI is helping identify and support learning disabilities like dyslexia, ADHD, and ASD through early detection tools and personalized learning systems. It adapts lessons, enhances communication, and offers emotional and organizational support. #unaligned
AI is helping identify and support learning disabilities like dyslexia, ADHD, and ASD through early detection tools and personalized learning systems. It adapts lessons, enhances communication, and offers emotional and organizational support. #unaligned
AI in Learning Disabilities Support
As AI becomes increasingly integrated into education, healthcare, and assistive technology, one of its most meaningful and potentially transformative roles is in supporting individuals with learning d...
www.unaligned.io
July 22, 2025 at 7:27 PM
www.unaligned.io/p/ai-in-lear...
AI is helping identify and support learning disabilities like dyslexia, ADHD, and ASD through early detection tools and personalized learning systems. It adapts lessons, enhances communication, and offers emotional and organizational support. #unaligned
AI is helping identify and support learning disabilities like dyslexia, ADHD, and ASD through early detection tools and personalized learning systems. It adapts lessons, enhances communication, and offers emotional and organizational support. #unaligned
www.unaligned.io/p/synthetic-...
Synthetic personalities are AI systems that simulate a consistent, emotionally expressive, and memory-based identity over time. They raise deep philosophical and ethical questions about selfhood, human attachment, manipulation, and personhood. #unaligned
Synthetic personalities are AI systems that simulate a consistent, emotionally expressive, and memory-based identity over time. They raise deep philosophical and ethical questions about selfhood, human attachment, manipulation, and personhood. #unaligned
Synthetic Personalities
As AI systems continue to imitate human behaviors with greater sophistication, one provocative and increasingly relevant question surfaces: What happens when AI appears to develop a "sense of self"?
www.unaligned.io
July 15, 2025 at 6:46 PM
www.unaligned.io/p/synthetic-...
Synthetic personalities are AI systems that simulate a consistent, emotionally expressive, and memory-based identity over time. They raise deep philosophical and ethical questions about selfhood, human attachment, manipulation, and personhood. #unaligned
Synthetic personalities are AI systems that simulate a consistent, emotionally expressive, and memory-based identity over time. They raise deep philosophical and ethical questions about selfhood, human attachment, manipulation, and personhood. #unaligned