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Dev.to

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02:21
2026-09-24
dev.to
ai-agents

MCP or CLI? Choose by Who Controls the Workflow

A developer argues that the choice between exposing a tool as a CLI or an MCP server should hinge on who controls the workflow and where the data lives, rather than the common heuristic of "MCP for AI…

02:20
2026-09-24
dev.to
ai-agents

Billing an AI Agent Without Breaking Its Tool Loop

A developer outlines an architecture for adding account-level model billing to AI agents without letting the billing gateway take over the agent's context, tool loop, or execution decisions. The appro…

01:02
2026-09-24
dev.to
ai-agents

MCP Went Stateless. Your AI Agent Still Needs State.

The 2026-07-28 Model Context Protocol specification introduced a stateless protocol core, removing the session-oriented initialize flow and Mcp-Session-Id so requests can be handled independently acro…

23:43
2026-09-23
dev.to
large-language-models

Is GEO only in our heads, or something real?

A developer argues that hallucinations in large language models stem from pretraining's next-token prediction rather than RLHF alone, citing TruthfulQA research showing pre-RLHF base models like GPT-3…

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