#context grounding

98 related articles

Jul 31, 2026·3 min

Poth Labs: Reshaping Enterprise Customer Knowledge Management with Relationship Networks

Poth Labs models customer knowledge as a dynamic relationship network, using cross-source reasoning and adaptive surveys to help enterprises understand churn drivers and feature adoption.

Jul 31, 2026·4 min

Poth Labs: Reshaping Enterprise Customer Knowledge Management with Relationship Networks

Poth Labs models customer knowledge as a dynamic relationship network, using cross-source reasoning and adaptive surveys to help enterprises understand churn and feature adoption.

Jul 30, 2026·3 min

Notate: An Annotation Tool for Humans and AI Agents That Freezes Dynamic UI States

Notate is a new annotation tool that freezes fleeting UI states like hover effects and open menus, enables frame-by-frame animation debugging, and provides structured context for AI agents.

Jul 30, 2026·3 min

Gemini Pro Job Search Quality Plummets: Model Degradation or Backend Adjustment?

Reddit users report Gemini Pro job search quality dropping drastically in one week, returning expired listings and aggregator junk instead of quality active positions with direct employer links.

Jul 28, 2026·3 min

Learning AI Large Language Models: A Complete Roadmap from Beginner to Practitioner

A systematic breakdown of the AI LLM learning roadmap covering prompt engineering, AI Agent development, RAG knowledge bases, model fine-tuning, and hands-on projects for beginners.

Jul 28, 2026·3 min

Why You Shouldn't Ask LLMs for Confidence Scores: The Pitfalls of Self-Reported Reliability

Asking LLMs to self-report confidence scores is a common mistake. Learn why it fails and discover reliable alternatives like logprobs, self-consistency sampling, and RAG.

Jul 28, 2026·3 min

Apple Silicon LLM Inference Speed Benchmarks: A Complete Guide to Local Large Model Performance on Mac

In-depth analysis of Apple Silicon local LLM inference speed benchmarks covering M-series memory bandwidth, model quantization, MLX framework optimization, and Mac configuration guidance.

Jul 27, 2026·4 min

The More Complex the AI Agent, the More It Hallucinates? The Hidden Cost of Architectural Complexity

Why do AI Agents hallucinate more as they grow more complex? This article analyzes the causes from error accumulation, context noise, and model completion nature, with 5 practical production strategies.

Jul 27, 2026·3 min

Gemini 3 Flash: Extracting Textures from Photos to Build Custom Creative Tools

Explore Gemini 3 Flash's core capability: extracting real textures from photos to generate design assets, helping designers and developers build custom creative tools.

Jul 27, 2026·3 min

Better Tools Actually Made Copilot Code Review Worse? GitHub's Counterintuitive Optimization

GitHub found that giving Copilot more specialized tools actually degraded code review quality. By migrating to Unix-style composable tools and evidence-driven workflows, they cut costs and improved results.

Jul 26, 2026·3 min

Getting Started with AI Agent Development: A Learning Path from Zero to Deployment

A systematic guide to the complete learning path for AI Agent development—covering prompt engineering, RAG knowledge bases, LangChain & LangGraph, fine-tuning, and multi-agent collaboration.

Jul 24, 2026·2 min

Vibe-Research Deep Dive: A Complete Guide to This Open-Source AI Investment Research System

A hands-on look at Vibe-Research, an open-source AI investment research tool supporting A-share, HK, and US stocks, with DeepSeek, Claude, and Codex integration.

Jul 23, 2026·7 min

Claude Code in Action: Building an Embedded Tetris Game with AI in 3 Hours

A hands-on case study: using Claude Code and the LVGL graphics library to build a Tetris game running on an embedded dev board from scratch in under 3 hours.

Jul 23, 2026·6 min

The Boundaries of AI Coding: When Should You Show Yourself a Red Card?

As AI coding assistants like Codex become standard, the risks of overreliance grow too. Learn when developers should "show a red card," reclaim control, and safeguard code quality and responsibility.

Jul 21, 2026·4 min

Cross-Platform AI Agent Setup Guide: Breaking Free from Vendor Lock-In for Good

Model performance gaps are closing. Real competitive advantage lies in portable AI agent architecture. Learn how to build a workspace that works across Claude Code, Codex, and beyond — no vendor lock-in.

Jul 21, 2026·3 min

What Is a Large Language Model, Really? The Core Principles Explained Through the Lens of Functions

Demystify large language models using middle-school math: LLMs are complex functions, training solves for parameters, and inference predicts next-token probabilities.

Jul 20, 2026·3 min

Agent Infinite Loop Engineering Guide: Detection, Breaking, and Root Cause Analysis

How to handle Agent infinite loops? This guide covers three-layer loop detection, four strategy-switching techniques, root cause analysis, and multi-layer fallbacks for building stable, production-grade Agent systems.

Jul 20, 2026·2 min

OpenSpiel 2.0 Released: Reinforcement Learning Framework Fully Embraces Large Language Models

OpenSpiel 2.0 by Google DeepMind adds LLM fine-tuning examples, MCP tool server, JSON trajectories, AlphaZero on JAX, 19 new games, and Windows support.

Jul 18, 2026·4 min

AI Agents Automating JS Reverse Engineering: A Deep Dive into the New Paradigm for Web Scraping

AI agents are revolutionizing JS reverse engineering. This deep dive covers built-in tool chains, automation modes, prompt engineering for e-commerce, and full pipeline automation from parameter extraction to database storage.

Jul 18, 2026·3 min

OpenAI Merges ChatGPT and Codex: The Birth of an AI OS and Four Core Strategies

OpenAI merges ChatGPT and Codex into a Super App, unveiling the early blueprint of an AI OS. A deep-dive into four core strategies: Loop workflows, tool stack economy, multi-threading, and Sites.