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Fighter's World
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Fighter's World

Live in the future, then build what's missing

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Latest from Fighter's World

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Fighter's World
Fighter's World
Jun 21, 2025 · Artificial Intelligence

Speculating Devin’s Context Engineering Architecture: How Long‑Horizon Agents Preserve Complete Context

The article analyzes why context engineering is crucial for multi‑agent AI systems, illustrates the fragility caused by fragmented context with a Flappy Bird analogy, and proposes three detailed speculative components—a compression‑to‑structure pipeline, a hybrid layered memory architecture, and a context‑aware coordination mechanism—culminating in a unified reference design for long‑horizon agents.

Agent CoordinationCompression PipelineHybrid Memory
0 likes · 22 min read
Speculating Devin’s Context Engineering Architecture: How Long‑Horizon Agents Preserve Complete Context
Fighter's World
Fighter's World
Jun 14, 2025 · Artificial Intelligence

How Can LLMs Learn to “Think” in Complex Industry Scenarios?

The article analyzes how large language models can acquire true reasoning abilities for hard‑to‑score industry tasks by combining Chain‑of‑Thought prompting with reinforcement learning, addressing vague reward signals, reward hacking, and loyalty, and proposing a toolbox of reward engineering, synthetic data, hierarchical RL and multi‑agent collaboration.

LLMReinforcement LearningReward Modeling
0 likes · 22 min read
How Can LLMs Learn to “Think” in Complex Industry Scenarios?
Fighter's World
Fighter's World
Jun 8, 2025 · Artificial Intelligence

Designing an Entry‑Level Multi‑Agent System for Vertical Industry Scenarios

The article analyzes why production‑grade multi‑agent systems are essential for complex vertical domains, outlines their core benefits, identifies key engineering challenges such as orchestration, context handling, and tool integration, and proposes a practical entry‑level architecture with concrete design guidelines and takeaways.

AI agentsContext ManagementHuman-in-the-Loop
0 likes · 15 min read
Designing an Entry‑Level Multi‑Agent System for Vertical Industry Scenarios
Fighter's World
Fighter's World
Jun 2, 2025 · Artificial Intelligence

Why Is Context King for Large Language Models?

This article provides a comprehensive technical analysis of LLM context, covering its definition, types, tokenization, window‑size evolution, diminishing returns, management techniques such as RAG, CoT, memory‑as‑a‑service, and future challenges like multimodal fusion, privacy, and autonomous agent memory.

Agent MemoryContext ManagementLLM
0 likes · 48 min read
Why Is Context King for Large Language Models?
Fighter's World
Fighter's World
May 24, 2025 · Artificial Intelligence

Why Glean Leads Enterprise Search: What Makes It So Powerful?

The article examines Glean’s evolution from an enterprise‑search startup to a comprehensive Work AI Platform, detailing its market growth, competitive positioning, technical architecture—including data connectors, knowledge graphs, custom models, and agent reasoning—and the strategic challenges it must overcome to sustain its lead.

AI PlatformAgentContextual AI
0 likes · 30 min read
Why Glean Leads Enterprise Search: What Makes It So Powerful?
Fighter's World
Fighter's World
May 17, 2025 · Industry Insights

Hidden Roadblocks That Sabotage B2B Large Model Products

The article dissects why many B2B GenAI projects fail to scale despite heavy investment, highlighting overlooked challenges in data preparation, model specialization, product integration, user experience, and organizational culture, and proposes concrete ways to bridge these gaps.

B2BGenAILarge Language Models
0 likes · 21 min read
Hidden Roadblocks That Sabotage B2B Large Model Products
Fighter's World
Fighter's World
May 2, 2025 · Industry Insights

Token Economics Reveals Nvidia’s New AI Factory Narrative

The article analyses Nvidia’s shift from a chip supplier to a full‑stack AI infrastructure provider called AI Factory, explains the token‑economics framework that measures intelligent output, details the hardware‑software stack and network fabric, quantifies token consumption of advanced agents, and evaluates the strategic opportunities and risks for Nvidia.

AI factoryAI infrastructureAgentic AI
0 likes · 29 min read
Token Economics Reveals Nvidia’s New AI Factory Narrative
Fighter's World
Fighter's World
Apr 18, 2025 · Artificial Intelligence

Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority

The article analyzes the emerging "Era of Experience" in AI, arguing that reliance on static human data limits progress and that reinforcement learning‑based experiential learning—exemplified by AlphaZero—offers a path toward surpassing human knowledge, while outlining the technical, safety, and ethical challenges ahead.

AGIAlphaZeroExperience Era
0 likes · 19 min read
Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority
Fighter's World
Fighter's World
Apr 12, 2025 · Artificial Intelligence

Google’s A2A Protocol: A New Era of Agent Interoperability

The article analyzes Google’s Agent‑to‑Agent (A2A) protocol, explaining how it addresses the fragmentation of LLM‑driven agents, outlines its architecture, design principles, core components, and compares it with Anthropic’s MCP, while discussing strategic implications and remaining challenges for large‑scale multi‑agent ecosystems.

Agent marketplaceGoogle A2ALLM agents
0 likes · 27 min read
Google’s A2A Protocol: A New Era of Agent Interoperability