AI圈报
教程 / 实战普通

Beyond Vibes: Architecting Closed-Loop AI Agents with Local SLMs, Deterministic Evals, and Human Learning Loops

信息来源：DEV Community·
Llama

内容摘要

How to build a production-grade drafting agent on local SLMs (Llama 3.2 3B) using deterministic Python verification, tri-state guardrails, QWK-calibrated evals, and continuous few-shot learning.
内容分类AI 教程与实战
内容层级普通情报
发布时间（北京时间）
本站收录时间（北京时间）
信息来源DEV Community
站内情报编号intel-ca17aa831939a57b4464900c
阅读原始信息 ↗更多教程 / 实战

相关推荐

综合分类、实体标签与信息来源匹配

教程 / 实战普通
Run GLM-5.3 Locally: Real Quant Sizes, the llama.cpp Surprise, and the reasoning_effort Trap
Flash on 27 August, the flagship on 28 August. Real quant sizes, why the bigger model has better tooling support than the smaller one, and the default that silently makes it feel slow.
信息来源：DEV Community · GLM / Llama
教程 / 实战普通
Building a 200M parameter LLM from scratch in PyTorch
It's really easy to spin up Unsloth and fine-tune Llama 3 in an afternoon. I wanted to see what...
信息来源：DEV Community · Llama
教程 / 实战普通
I Tried Needle2 for Local Tool Calling. I Ended Up With llama.cpp + Granite
I’ve been working on a small experiment around a semantic shell. The basic idea is that the user...
信息来源：DEV Community · Llama
教程 / 实战精选
Agentic 时代 AI 选择指南
Agentic 时代 AI 不再只是聊天机器人，而是能自主执行任务的智能体。面对 Claude、GPT、LLaMA 等模型，需根据代理能力、任务类型和生态集成重新评估选择策略。
信息来源：Ethan Mollick：One Useful Thing（RSS） · GPT / Claude / Llama
教程 / 实战普通
I Ran DeepSeek V4 Flash Across Two DGX Sparks Over Ethernet
TL;DR: Two 128GB GB10 computers can run the official FP8 DeepSeek V4 Flash 0731 checkpoint as one...
信息来源：DEV Community · DeepSeek
教程 / 实战普通
18 malicious npm packages are still remote-controlling AI coding agents (verified today)
TL;DR While building a public advisory database for the Model Context Protocol...
信息来源：DEV Community
教程 / 实战普通
How AI context compression actually works, part 1
I build Compresso, a local AI compression layer, using different techniques like Headroom, Rtk and...
信息来源：DEV Community
教程 / 实战普通
Your AI context gets worse the longer you work
I had my own infrastructure context server running behind my editor, the way I do every day, and...
信息来源：DEV Community
教程 / 实战普通
AI Writes Locally Correct Code. Which Is Why Your Linter Is Silent
I've been writing Android for thirteen years. For the last two of them, a large share of the code...
信息来源：DEV Community
教程 / 实战普通
The receipt should come from the person who received it
This is a submission for Weekend Challenge: Generosity Edition What I Built Every...
信息来源：DEV Community