5 Fun Projects for LLM Inference Engineering
Want to understand what makes LLMs fast? Build the systems yourself.
KDnuggets6 min read
Model Context Protocol
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How to Build a Social Media Workflow for Your Team in 7 Steps
Learn how to build a 7-step social media workflow to simplify content planning, approvals, scheduling, automation, and reporting.
SocialBu Blog12 min readRun Claude Code with a different model provider: the variables per vendor, what CC Switch and magpie write, and what breaks
Point ANTHROPIC_BASE_URL at DeepSeek, Kimi, GLM or Ollama, set all four model tiers, test with curl and /status. Check the cache before the bill.
Stackness Blog9 min readHow to do question answering from a PDF with Python and RAG
Build a Python pipeline that answers questions from PDFs and links each answer to its page, then check the citations before you trust them.
Apify Blog29 min readNews for Tokitoki Coding Time Tracker
<ul><li>Bundled CLI v0.1.11: Claude Code and Codex <b>tool calls</b> — built-in tools, MCP tools and the programs a shell command runs — and <b>prompts</b> are recorded, so the dashboard shows which tools agents use and how long each question took.
CodeSpotlight Blog1 min readDograh vs Retell AI: Run Your Own Voice Platform or Rent One
Dograh and Retell AI compared row by row: open source, self-hosting and on-prem, platform fees, models, telephony, transfer and QA, with list prices.
Dograh Blog11 min readRetell AI Alternatives: From Hosted Platforms to Open Source
A roundup of Retell AI alternatives, hosted and open source, with list prices from each vendor's page, where each one can run, and who should stay on Retell.
Dograh Blog16 min readHow to Migrate From Retell AI to Open-Source Voice AI: Step by Step
A step-by-step move from Retell AI to Dograh: read agents from Retell's API, rebuild the flow, re-point webhooks, test, then take numbers off Retell's trunk.
Dograh Blog13 min readThe model is easy to swap. The agent layer isn’t
Here’s what 520 enterprise AI leaders told us about getting locked into frontier labs TL;DR. The technical leaders responsible for AI adoption say vendor lock-in worries them, and many have …
ToolHive Blog5 min readPrompt Injection in AI Agents: Attacks, Real Examples and Defenses That Work
Prompt injection turns AI agents against their owners. Learn direct and indirect attacks, real exploits like EchoLeak and GitHub MCP, and the containment defenses that actually hold up.
Rerun Blog20 min readWhich Metadata Matters for LLM Tool Selection in MCP? Evidence from Controlled Factor-Level Interventions
In Model Context Protocol (MCP) systems, LLMs select tools from metadata rather than from their implementations. Names and descriptions summarize what a tool does, while the parameter schema specifies the fields a tool accepts and how they are organized.
arXiv - cs.AI2 min readEvaluating LLMs as Agentic Workflow Executors in Real-World Customer Support Skills
Enterprise customer-support agents increasingly rely on Large Language Models (LLMs) to execute bounded, tool-using workflows. We study this problem through the lens of Skill LLMs: specialized executors that operate within a selected skill context and must complete a narrow, stateful workflow under…
arXiv - cs.CL (NLP)2 min readBring AI to the Physical World with Roboflow Agent
Build apps that see the world, understand what’s happening, and take action. Roboflow Agent is an assistant for computer vision that takes you from idea to working solution, from choosing models to plugging the system into your business.
Roboflow Blog5 min readHow to Build an AI Agent Without Writing Code
Most tutorials on how to build an AI agent hand you code or lock you into one vendor's tool. Here's a path that still works next year.
Magai Blog18 min readAWS Agent Registry now supports custom metadata for registry records
AWS Agent Registry is the centralized, governed catalog for agents, MCP servers, agent skills, gateways, and custom resources within your organization. As organizations scale to hundreds of such resources, a name and description alone are insufficient for effective governance and discovery.
AWS New (What's New)1 min readBuilding agents that transact with Anchor Browser and AgentCore payments
Learn how the AWS Generative AI Innovation Center Partner Agent Factory and Anchor Browser built AI agents that autonomously pay for x402-protected web resources and APIs.
AWS ML Blog13 min readHow Orange Business Built Live Intelligence with LangChain and LangSmith
Learn how Orange Business used LangChain and LangSmith to build Live Intelligence, a governed AI platform for agents, evals, observability, and production scale.
LangChain Blog5 min readGemini 4 Argon Explained by Ansh Mehra
Here is Gemini 4 Argon explained in 3 points that get increasingly niche. First is a strong understanding of 3D space and visuals. A lady took pictures of her desk, and Argon turned them into a playable racing game with Blender MCP and Three.js.
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