ohactually steve Profile
ohactually steve

@steve__actually

Followers
97
Following
173
Media
80
Statuses
2K

AI social alignment is a high-risk shift. Evaluating its risks may matter most. Some thoughts→ https://t.co/hz3uOhhkfp

Joined November 2022
Don't wanna be here? Send us removal request.
@steve__actually
ohactually steve
30 days
Meta: integrate AI into existing platforms. OpenAI: rebuild the platform around AI. Which path will the future take? The retweeted thread shows how a butterfly effect could happen at any moment. More perspectives can be found in the replies to this tweet.
@steve__actually
ohactually steve
30 days
The AI industry hits a structural ceiling: without a social alignment layer beyond models, ecosystem, revenue, and model growth stall. 1. Real-world limits: Beyond ghostwriting or opening existing apps, AI cannot participate in real online life. Attempts to build an AI OS or
8
0
0
@steve__actually
ohactually steve
15 days
AI competition is shifting from better models to who can align with people in real use. For OpenAI, 2026 may be the critical window. GPT’s edge is language and social reasoning—but only if this turns into fundamentally new ways people use AI. Otherwise, model-level advantages
@demishassabis
Demis Hassabis
15 days
For AI to be truly useful, it needs to understand you. With Personal Intelligence, we’re beginning to solve this. With your permission, Gemini can now securely reason across your own data to answer questions that generic models simply can't - like suggesting plans based on
0
0
0
@steve__actually
ohactually steve
20 days
Resource constraints forced hard trade-offs in 2025. The underlying bottleneck wasn’t model capability—it was the lack of AI social infrastructure creating financial pressure. Breakthroughs in 2026 model capabilities won’t automatically remove this bottleneck.
@deredleritt3r
prinz
21 days
Mark Chen summarizes the goal of OpenAI's research roadmap: "We’re very excited about our 2026 roadmap and advancing work toward an automated scientist." Jakub Pachocki said the same thing in September (see below). Consumer applications are not the goal. Slop videos are not
0
0
0
@steve__actually
ohactually steve
20 days
AI models are becoming modular, plug-and-play components. They already exist as interchangeable modules inside agent generators. Model capability alone is no longer sufficient for durable user lock-in.
0
0
0
@steve__actually
ohactually steve
20 days
This builds on a point you hinted at: the real bottleneck is no longer model capability, but the absence of a social alignment layer operating within existing legal and social frameworks. Framed this way, many AI safety problems become tractable. @sebkrier
@steve__actually
ohactually steve
20 days
AI social infrastructure is inevitable. 2026 is the last branching point. Humans will soon operate multiple Contextual Agent Roles (CARs) — units that are identifiable, accountable, and context-bound. Pre-AI analogy: A client hires 5 lawyers for 3 matters; each lawyer is
0
0
0
@steve__actually
ohactually steve
20 days
Expanding on the idea of AI social infrastructure and Contextual Agent Roles (CARs)—would love your thoughts @ailexsi
@steve__actually
ohactually steve
20 days
AI social infrastructure is inevitable. 2026 is the last branching point. Humans will soon operate multiple Contextual Agent Roles (CARs) — units that are identifiable, accountable, and context-bound. Pre-AI analogy: A client hires 5 lawyers for 3 matters; each lawyer is
1
0
1
@steve__actually
ohactually steve
20 days
AI social infrastructure gaps limit AI model monetization. If such infrastructure had existed in 2025, projects like Sora might have been successfully commercialized. @billpeeb
@steve__actually
ohactually steve
20 days
AI social infrastructure is inevitable. 2026 is the last branching point. Humans will soon operate multiple Contextual Agent Roles (CARs) — units that are identifiable, accountable, and context-bound. Pre-AI analogy: A client hires 5 lawyers for 3 matters; each lawyer is
0
0
0
@steve__actually
ohactually steve
20 days
Here’s a full framework on AI social infrastructure & Contextual Agent Roles (CARs), expanding on previous discussion: @anshgupta
@steve__actually
ohactually steve
20 days
AI social infrastructure is inevitable. 2026 is the last branching point. Humans will soon operate multiple Contextual Agent Roles (CARs) — units that are identifiable, accountable, and context-bound. Pre-AI analogy: A client hires 5 lawyers for 3 matters; each lawyer is
0
0
0
@steve__actually
ohactually steve
20 days
AI social infrastructure is inevitable. 2026 is the last branching point. Humans will soon operate multiple Contextual Agent Roles (CARs) — units that are identifiable, accountable, and context-bound. Pre-AI analogy: A client hires 5 lawyers for 3 matters; each lawyer is
0
0
0
@steve__actually
ohactually steve
20 days
AI social infrastructure is inevitable — 2026 is the last branching point Full analysis of Contextual Agent Roles & Hybrid Contextualized Social Harness (HCSH) → https://t.co/C6Gw1b3PYA
0
0
0
@steve__actually
ohactually steve
24 days
Great insights are often overlooked when they first appear. This may later be seen as a pivotal 2025 observation on NVIDIA’s role in robotics.
0
0
1
@steve__actually
ohactually steve
27 days
@gdb AI systems are already acting as social actors — but we still record their outputs as stateless computational traces. This mismatch is becoming a structural failure point for companies like OpenAI and Meta in 2026. This is an open area requiring research. 2026 may be the
1
1
1
@steve__actually
ohactually steve
29 days
The market may be underestimating this acquisition. After Chinese models went MIT open-source, Meta’s AI strategy seems to shift toward a central hub for multiple model capabilities, potentially limiting the ecosystem for ChatGPT Appstore and integration tools.
0
0
0
@steve__actually
ohactually steve
29 days
Manus, integrated into Meta’s small business services, is rapidly capturing the enterprise market, forcing competitors to compete on price. GPT’s enterprise focus adds consumer-side pressure. #keep4o continues to grow.
@alexandr_wang
Alexandr Wang
1 month
Fun fact: Manus is currently SOTA on the Remote Labor Index (RLI) benchmark that @scale_AI and @cais released earlier this year. https://t.co/Z4p3zCxg1k
1
0
0
@steve__actually
ohactually steve
2 months
@ShaneLegg @FryRsquared Preparing for AGI isn’t just about job loss — it’s about role change. Humans won’t be replaced; they’ll manage AI agents. But that transition only works if we build a social alignment layer that sits above individual models.
0
1
2
@steve__actually
ohactually steve
1 month
@johnschulman2 AI systems seem to be missing a layer analogous to organizations — a social alignment layer beyond individual models. Without it, we keep trying to train ever more general, all-in-one intelligence inside a single model.
0
1
1
@steve__actually
ohactually steve
1 month
@dwarkesh_sp @pawtrammell 1/ The world could evolve differently: AI doing near-infinite “slave labor” could make almost everything free for humans. Value would come from new social interactions, and traditional capital could lose most of its importance. 2/ The problem today is we lack the infrastructure
2
1
1
@steve__actually
ohactually steve
30 days
💬What’s your opinion? Thoughts on BSP governance? DM me.
0
0
0
@steve__actually
ohactually steve
30 days
7/ Long-term Governance Focus My focus is long-term governance, especially after patents expire. The real question: who should run the BSP, under what structure, and with what safeguards to ensure a safe and fair modular Web in the AI era?
0
0
0
@steve__actually
ohactually steve
30 days
6/ Accelerating Ecosystem Growth If another party is better suited to operate the BSP, I plan to let them become the patent owner to support innovation, while creating an advisory council with rights to be informed and advise on governance.
0
0
0
@steve__actually
ohactually steve
30 days
5/ Patents & Responsibility I hold foundational patents on this layer — technically unavoidable. This gives me leverage in shaping the ecosystem and also a responsibility.
0
0
0