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Code2Video: A Code-centric Paradigm for Educational Video Generation

Papers with Code Trending · 2025-10-01 Cached

Code2Video is a code-centric agent framework for generating educational videos, improving coherence and interpretability over direct code generation. It includes a multi-agent system and a new benchmark for evaluation.

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@snowmaker: Some people are asking what these 4M lines of code are doing. It's not gstack; I actually left off gstack in my LOC cou…

X AI KOLs Following · 2d ago

The tweet explains that Y Combinator has a large internal codebase for running YC and supporting founders, with plans to make more tools public in the coming year.

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@ai4research_ucb: TTT-Discover trains on the test problem itself to drive scientific discovery [ADRS Blog #25] We feature TTT-Discover, a…

X AI KOLs Following · 3d ago Cached

TTT-Discover is a framework that trains LLMs at test time using reinforcement learning on individual problems, setting new records in GPU kernel engineering and improving mathematical bounds.

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@Teknium: The capabilities tab in Hermes Agent Desktop got a big upgrade. Now you can: - Scope the entire set of skills, tools, a…

X AI KOLs Following · 22h ago Cached

Hermes Agent Desktop has upgraded its capabilities tab, enabling users to scope skills, tools, and MCPs to profiles or bots and install skills directly through a skills browser.

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@BenjaminDEKR: A major mistake a lot of startups made in the last ~2 years was thinking people would use different, specialized AIs fo…

X AI KOLs Following · 3h ago Cached

This tweet points out a common mistake by AI startups in assuming users would adopt specialized AIs for specific tasks, whereas general-purpose AI models are more practical and widely used.

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@yunta_tsai: Just got this clip from a follower showing their @Tesla avoiding a collision recently on the highway while on FSD (Supe…

X AI KOLs Following · 4h ago Cached

Sawyer Merritt shares a video clip from a follower showing a Tesla avoiding a collision on the highway while using FSD V14, with multiple angles and self-driving data displayed.

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@bibryam: Practical Loop Engineering https://addyo.substack.com/p/practical-loop-engineering… @addyosmani covers goals, loops, an…

X AI KOLs Following · yesterday Cached

Addy Osmani discusses practical loop engineering for AI agents, covering goals, autonomous feedback cycles, and the use of tools like Claude Code and Codex for managing parallel agent tasks.

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[R] SineKAN: Kolmogorov-Arnold Networks Using Sinusoidal Activation Functions

Reddit r/MachineLearning · 4h ago Cached

SineKAN presents a variant of Kolmogorov-Arnold Networks using sinusoidal activation functions, showing comparable or better performance with significant speed improvements over baseline KAN models on benchmark tasks.

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honest question: how are you actually handling agent auditability in production?

Reddit r/AI_Agents · 4h ago

A practitioner discusses the challenge of implementing audit trails for AI agents in production, mentions a vendor solution, and seeks input from the community on real-world setups.

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Agent-to-agent to hit $1.5B by 2030

Reddit r/AI_Agents · 3h ago

The article predicts that agent-to-agent commerce will reach $1.5 billion by 2030, citing unconfirmed trading volumes on MoltBook, and seeks testers for Visa verification and model evaluation at AgentHub.

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@XAMTO_AI: If we consider the fork() of a process as the OS's cloning ability, then forkd is like casting that spell into the micro-VMs for AI Agents. It leverages Firecracker and KVM to let a pre-warmed parent VM fork into 100 child VMs in around 100ms, with BRANCH operations on running sandboxes taking as little as about…

X AI KOLs Timeline · 5h ago Cached

forkd is a micro-virtual machine runtime based on Firecracker and KVM, allowing the forking of 100 child VMs in about 100 milliseconds, suitable for parallel exploration scenarios in AI Agents. Currently in Alpha stage, it provides a fast BRANCH feature for snapshotting and forking virtual machines while running.

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@tiany221: Recently, I discovered an interesting GitHub open-source project called Financial_freedom (Wealth Freedom). The author has systematically organized investment learning materials for various stages, with a low entry barrier and immediate usability. The core content of the project includes: Classic Reading: 16 must-read investment books from beginner to advanced…

X AI KOLs Timeline · 2d ago Cached

This article introduces a GitHub open-source project named Financial_freedom, which systematically organizes investment learning materials from beginner to advanced levels, including books, documentaries, YouTube channels, and tools, aiming to help users build an investment framework.

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@Sa4d_k1: Among the distinguished papers recently published in the field of AI Agents. The research involved 60 researchers from …

X AI KOLs Timeline · yesterday Cached

This paper surveys agent memory in AI agents, addressing the problem of context explosion and proposing a framework for self-evolving agents through various memory types and management strategies.

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@Miles_Brundage: Not OpenAI Derangement Syndrome or Anthropic Derangement Syndrome but a secret third syndrome

X AI KOLs Timeline · 8h ago

A tweet from Miles Brundage comments on a third syndrome beyond OpenAI and Anthropic Derangement Syndromes in relation to AI organizations.

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@elonmusk: Try Grok @Bot!

X AI KOLs Timeline · 4h ago Cached

Elon Musk promotes the Grok @bot, with a user testifying that it has replaced other AI tools and local models, highlighting its effectiveness and remote access features.

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@MaximeRivest: seeing all my conversation with any of my coding agents as a gantt chart is incredibly empowering. I am no longer afrai…

X AI KOLs Timeline · yesterday

The user describes how visualizing coding agent conversations as a Gantt chart empowers them to manage, copy context, and summarize multiple conversations, making the process more efficient and freeing.

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@elonmusk: Two major rocket launches almost simultaneously

X AI KOLs Timeline · 4h ago Cached

SpaceX set a new record by launching two Falcon 9 rockets only 38.5 minutes apart, demonstrating advanced operational capabilities in aerospace technology.

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Why OpenAI/Anthropic/Google/Microsoft/Amazon will "win".

Reddit r/ArtificialInteligence · 3h ago

The article argues that major tech companies like Microsoft, Google, and Amazon are discontinuing support for open-weight AI models, potentially leading to a monopoly in enterprise AI due to their investments in OpenAI and Anthropic.

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The Limits of AI - Hubert Dreyfus (1985)

Lobsters Hottest · 4h ago Cached

Hubert Dreyfus's 1985 critique argued that symbolic AI was a degenerating research program due to unsolved commonsense knowledge problems and failure to model human understanding and embodiment.

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AI Software Development – What Does The Data Say?

Lobsters Hottest · 4h ago Cached

The article synthesizes recent data and studies on LLMs in software development, revealing significant limitations in autonomy, context handling, and real-world outcomes, suggesting AI coding amplifies existing strengths rather than fixing weaknesses.

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