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Create agents that work for you, keep the value they generate.
Field signals
How Can AI Kill All Humans ? Experts Explain The Viral Anthropic Tweet
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Beijing pushes AI - assisted chip design as part of self - sufficiency drive
AI is killing the app economy | The Arkansas Democrat - Gazette - Arkansa Best News Source
Top tech executives call for slowing of AI development
Barack Obama warns AI can be dangerou , urges Democrats to make it a 2028 priority
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Free courses
All courses at University βFree library
Hugging Face Agents Course
Model Context Protocol β connect agents to tools
NVIDIA Jetson AI Lab β run agents on your own hardware
Knowledge should be free. These are.
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Agent terms, in plain language
Every term stated honestly. No hype.
- Agent
Software that can take actions for you β not just answer questions: it plans steps and uses tools (search, files, code) to finish a task.
- Tool call
The moment an agent uses a tool β a structured request to run a function: fetch a page, query a database, send a message.
- MCP
Model Context Protocol β an open standard plug that lets any agent talk to any tool server.
- Orchestrator
The manager that decides which agent does what: a host program that routes work between models and tools and enforces the rules.
- Guardrail
A hard rule an agent cannot cross β a check outside the model (a validator, allowlist, or gate) that blocks unsafe actions.
- Small language model (SLM)
A model small enough to run on your own device β a few billion parameters handling routine agent steps cheaply and privately.
- Context window
How much an agent can keep in mind at once β the amount of text a model can consider in one go.
- RAG
Retrieval-augmented generation β the agent looks up real documents before answering, so answers cite facts instead of memory.
- Verifier
A second check on an agent's work β a test, build, or reviewer that decides whether the output is accepted.
- Human in the loop
A person approves before anything important happens β consequential actions wait for human confirmation.
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