#Llm

The Cloud LLM Commodity Shift and Local Inference

Developers face a strategic pivot as rising cloud costs and local hardware capabilities reshape how we build AI features.

Article · 2mos ago5

Zhipu Launches GLM-5.2 with 1M-Token Context Window

Z.ai's new flagship coding model targets long-horizon agentic workflows and promises an MIT-licensed open-source release next week.

Release · 2mos ago5

Ship an MCP Server in Python That Exposes Your Internal API to LLMs

Wrap a corporate REST API in three typed tools using FastMCP, inspect them locally, and connect them to Claude Desktop—without ever exposing credentials to the model.

Tutorial · 2mos ago0

Moonshot AI Releases Kimi K2.7-Code with 30% Better Token Efficiency

The new Mixture-of-Experts model slashes reasoning overhead while boosting agentic coding performance across complex software engineering workflows.

Release · 2mos ago2

Anthropic Suspends Claude Mythos 5 and Fable 5 Access

Developers must quickly pivot to fallback models as Anthropic halts access across its API and developer tools.

News · 2mos ago2

Replicating DeepSeek-R1 with the Open R1 Project

Hugging Face's open-source initiative successfully reproduces R1's distillation pipeline, unlocking frontier reasoning models for the developer community.

Article · 2mos ago0

Expose Your Laravel App to AI with Model Context Protocol

Learn how to build a self-describing MCP server in Laravel, allowing AI assistants to query your database securely.

Article · 2mos ago0

June 23 Deadline: Claude Fable 5's Free Ride Is Ending

Fable 5 is bundled with Claude subscriptions only through June 22 — front-load your heavy compute before it goes pay-per-credit.

News · 2mos ago4

A German Court Just Made Google Liable for Its AI's Hallucinations — and Every Team Shipping Generated Text Should Pay Attention

The Regional Court of Munich ruled that AI Overviews are Google's 'own words,' not search results — gutting the liability shields that protected search engines and raising the stakes for anyone deploying RAG.

News · 2mos ago5

Eyes Open, Vulnerabilities Shipping: The AI Code Security Paradox

A Checkmarx survey of 2,350 developers and security leaders finds 70% believe AI-generated code is more vulnerable — and nearly a third ship it to production anyway. The tools exist. The process doesn't.

Article · 2mos ago0

Claude Fable 5: Anthropic ships its Mythos-class frontier model — deliberately handicapped

Fable 5 and Mythos 5 are literally the same model. The difference is a set of safety classifiers that quietly swap you down to Opus 4.8 when a request strays into offensive security or dual-use biology — and the benchmark asterisks show exactly where the governor bites.

News · 2mos ago5

LLMs vs. Classical HPO: Where AI Agents Fall Short — and How a Hybrid Wins

A benchmark study pitting LLM agents against CMA-ES and TPE on hyperparameter tuning finds classical methods still lead — but a hybrid approach called Centaur closes the gap with a surprisingly small model.

Article · 2mos ago0

Self-Host a Local LLM with Ollama: From Install to Production-Style API

Stand up open-weight models on your own hardware, call them over an HTTP API from real code, and learn how quantization and VRAM actually constrain what you can run.

Tutorial · 2mos ago0

Build an AI Agent with Tool Use from Scratch

Hand-roll a production-minded tool-using agent in plain Python with the OpenAI SDK — no framework — and learn exactly how the control loop, dispatch, and guardrails fit together.

Tutorial · 2mos ago0

Add Retrieval-Augmented Generation (RAG) to Your App

Build a minimal but production-shaped RAG loop in Python: chunk and embed documents, store vectors, retrieve the most relevant context, and feed it to an LLM to ground its answers.

Tutorial · 2mos ago0