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Dev.to

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12:18
2026-09-12
dev.to
ai-agents

Muse + Vilix AI: Every AI I Use Now Shares One Memory

A developer built Vilix AI, a shared memory layer that connects AI tools over the open MCP standard, and has now integrated Meta's Muse app as its latest connector. The system stores conversations, st…

12:11
2026-09-12
dev.to
ai-agents

They knew it wasn't the model. They patched it anyway.

A developer ran a controlled experiment with 40 agents (later replicated with another 40) to test whether the presence of a language model causes engineers to patch symptoms rather than trace root cau…

12:00
2026-09-12
dev.to
ai-safety

AI Governance Must Be Runtime and Deterministic

A developer argues that enterprise AI governance must be runtime and deterministic, positioning their SAFi harness as an alternative to agentic frameworks like Claude Code. In SAFi, the LLM is treated…

11:42
2026-09-12
dev.to
large-language-models

ROCm vs Vulkan for AMD Local LLM Hosting: 2026 Guide

A 2026 guide compares ROCm and Vulkan as backends for hosting local LLMs on AMD GPUs, concluding that the choice depends on the inference engine, GPU generation, and workload rather than being interch…

11:23
2026-09-12
dev.to
artificial-intelligence

Aletheia: What If AI Stopped Trying to Be Your Answer?

An experimental open-source project called Aletheia AI proposes a "Reflective Intelligence Architecture" that aims to help users examine their own thinking rather than simply generate answers. The sys…

09:58
2026-09-12
dev.to
natural-language-processing

Thai Datasets and Models on Hugging Face Most People Never Find

A survey of Thai-language AI resources on Hugging Face highlights underused datasets and models, including the OpenThaiGPT evaluation dataset and the WangchanThaiInstruct multi-turn conversation set, …

09:49
2026-09-12
dev.to
machine-learning

MoE vs Edge AI: They Are Not the Same Thing

A developer behind the Edge0 project demonstrated a 35B-parameter language model running on an iPhone with only 1–2.5 GB of peak memory by using Mixture of Experts (MoE) routing to load only the neede…

09:10
2026-09-12
dev.to
ai-agents

Agent memory and questions to ask

A developer at cognee outlined a structured test for evaluating coding-agent memory systems, using two fictional projects, Atlas and Beacon, to check whether an agent retains a correction, preserves h…

09:03
2026-09-12
dev.to
ai-agents

History of the Model Context Protocol (MCP)

Anthropic engineers David Soria Parra, Justin Spahr-Summers, and Mahesh Murag created the Model Context Protocol (MCP), an open standard introduced in 2024 to connect AI assistants to external data sy…

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