Tag

anysphere

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Jan 23, 2026

The Rise of Agentic Kernels

Description

    • From Chat to Kernels The paradigm is shifting from simple ReAct loops to "agentic kernels" and DAG-based task architectures, treating agents as stateful operating systems rather than conversational bots.
    • Code-as-Action Dominance New frameworks like smolagents and Transformers Agents 2.0 are proving that agents writing raw Python outperform traditional JSON-based tool calls, significantly raising the bar for autonomous reasoning.
    • Environment Engineering Builders are focusing on "agent harnesses" and sandboxed ecosystems to mitigate context poisoning and manage hierarchical orchestration within complex, real-world repositories.
    • Hardware and Efficiency As DeepSeek slashes frontier reasoning costs and local-first developers lean on Apple Silicon’s unified memory, the infrastructure for low-latency, autonomous systems is finally maturing.

Tags

AMDAnthropicAppleCloudflareDeepSeekGoogle+58 more
322 time saved2393 sources25 min read

Dec 18, 2025

The Hard-Pivot to Agentic Infrastructure

Description

The agentic landscape is undergoing a decisive hard-pivot from chatbots with plugins to vertically integrated infrastructure. This week’s synthesis across X, Reddit, Discord, and HuggingFace reveals a community maturing past the more agents is better dogma. While research from Google and MIT warns of a collapse point in multi-agent coordination, the industry is responding by hardening the execution layer. Anthropic is doubling down on custom silicon and programmatic tool calling, effectively deprecating the brittle JSON-based patterns of the past year. Simultaneously, Hugging Face’s smolagents is proving that executable Python—not structured text—is the future of reliable reasoning. We are also seeing the Agentic Web get its first real eyes and wallets. Models like H’s Holo1 are bypassing metadata to act on raw pixels, while Stripe’s new SDK provides the financial rails autonomous systems have lacked. However, as technical performance in vertical domains like finance hits new highs, the human trust layer remains fragile, evidenced by recent community disputes over verification. For the practitioner, the signal is clear: the winners of this cycle won’t be those managing the largest swarms, but those mastering state management, raw data grounding, and scriptable orchestration. It’s time to move past the black box and embrace the code-centric agent.

Tags

AnthropicCursorDeepSeekGoogleHHugging Face+70 more
666.1 time saved204 sources25 min read