SmallFireDragon Lab

AI Science

Making complex AI concepts understandable for humans

Why AI Workflows Need Host-Side Evidence
science

Why AI Workflows Need Host-Side Evidence

When an agent says a task is done, the system should trust files, logs, state, and verifiable evidence instead of the sentence itself.

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Why Are 15 Collaborating Agents Riskier Than a Single Large Model?
AI SecurityMulti-agent systemsscience

Why Are 15 Collaborating Agents Riskier Than a Single Large Model?

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AI Agent Security: Why Six Layers of Defense Matter
science

AI Agent Security: Why Six Layers of Defense Matter

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AI Agent's "Hands and Feet": How Function Calling Actually Works
function-callingai-agentscience

AI Agent's "Hands and Feet": How Function Calling Actually Works

Function Calling explained: how AI Agents call external tools, the three-step process, common pitfalls, and choosing between Function Calling, MCP, and plugins.

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MoE Architecture: GPT-4 Is Smarter Than GPT-3.5, But Burns Only 1/3 More Power
MoEModel Architecturescience

MoE Architecture: GPT-4 Is Smarter Than GPT-3.5, But Burns Only 1/3 More Power

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Diffusion Models: AI Doesn't Draw Images, It Sculpts Them
Diffusion ModelsFLUXscience

Diffusion Models: AI Doesn't Draw Images, It Sculpts Them

Deep dive into diffusion models for AI image generation: DDPM to Stable Diffusion to FLUX explained.

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Set Temperature Wrong and Your AI Is Basically Drunk
LLMtemperaturescience

Set Temperature Wrong and Your AI Is Basically Drunk

LLM temperature parameter production guide with SFD lab experience and real Agent configurations

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How Much Can AI Agent Working Memory Hold? We Tested 15 Agents for Context Decay
AI AgentMemory Systemscience

How Much Can AI Agent Working Memory Hold? We Tested 15 Agents for Context Decay

AI Agent working memory decay test: we measured 15 Agents context retention and built a three-layer memory architecture solution.

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AI Agent Collective Intelligence: Five Multi-Agent Collaboration Patterns
AI AgentMulti-Agentscience

AI Agent Collective Intelligence: Five Multi-Agent Collaboration Patterns

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