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AI Tech Publishing

In the fast-evolving AI era, we thoroughly explain stable technical foundations.

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Latest from AI Tech Publishing

77 recent articles
AI Tech Publishing
AI Tech Publishing
Nov 23, 2025 · Artificial Intelligence

How Agents Leverage File Systems for Context Engineering

The article examines why file system access is crucial for autonomous agents, outlining common context‑engineering failures such as missing, excessive, or irrelevant information, and demonstrates how using file‑system tools like ls, grep, and write‑file can reduce token waste, enable dynamic storage, improve targeted search, and support continual learning.

Context EngineeringLLMautonomous agents
0 likes · 11 min read
How Agents Leverage File Systems for Context Engineering
AI Tech Publishing
AI Tech Publishing
Nov 20, 2025 · Artificial Intelligence

Million‑Dollar AI Playbook: From Prompt Engineering to Agents – Anthropic’s Full PDF Unpacked

Anthropic’s enterprise guide shows how early adopters boost productivity—20‑35% faster customer service, 30‑50% higher content output, 15% less coding time—and outlines a four‑step framework, prompt‑engineering formula, and agent roadmap to turn AI into measurable business value.

AI ImplementationAnthropicLLMOps
0 likes · 10 min read
Million‑Dollar AI Playbook: From Prompt Engineering to Agents – Anthropic’s Full PDF Unpacked
AI Tech Publishing
AI Tech Publishing
Nov 17, 2025 · Artificial Intelligence

Frontier AI Models in RL Environments Reveal an Agent Capability Hierarchy

The article evaluates nine cutting‑edge AI models on 150 simulated workplace tasks, showing that even the strongest models complete fewer than 40% of tasks, and uses these results to propose a hierarchical framework of agentic capabilities ranging from tool use to common‑sense reasoning.

AI model evaluationagentic capabilitiescommon sense reasoning
0 likes · 19 min read
Frontier AI Models in RL Environments Reveal an Agent Capability Hierarchy
AI Tech Publishing
AI Tech Publishing
Nov 13, 2025 · Artificial Intelligence

Claude’s Prompt Engineering Best Practices: A Step‑by‑Step Guide

This guide outlines Claude team’s best practices for prompt engineering, covering core techniques such as clear instructions, background context, specificity, examples, and advanced methods like pre‑filled responses, chain‑of‑thought, output formatting, and prompt chaining, with concrete examples and code snippets.

AI promptingClaudeContext Engineering
0 likes · 18 min read
Claude’s Prompt Engineering Best Practices: A Step‑by‑Step Guide
AI Tech Publishing
AI Tech Publishing
Nov 10, 2025 · Artificial Intelligence

The Real Barriers to Deploying AI Agents: Workflow, Trust, and Data Privacy

A survey of over 30 AI‑agent founders and 40 enterprise users reveals that the biggest obstacles to AI‑agent adoption are workflow integration and human interaction (60%), employee resistance (50%) and data‑privacy concerns (50%), while successful deployments rely on modest, well‑positioned use‑cases, hands‑on support, and clear pricing models.

AI agentsData PrivacyEmployee Trust
0 likes · 10 min read
The Real Barriers to Deploying AI Agents: Workflow, Trust, and Data Privacy
AI Tech Publishing
AI Tech Publishing
Nov 5, 2025 · Industry Insights

Why ToB AI Agents Fail: Model Limits and the Tech‑Business Gap

The article analyzes why ToB AI agents struggle to succeed, pinpointing two core issues: inadequate model capabilities that force temporary engineering patches, and a disconnect between technical staff who understand AI and business staff who understand domain needs.

AI agentsEnterprise AIToB
0 likes · 2 min read
Why ToB AI Agents Fail: Model Limits and the Tech‑Business Gap
AI Tech Publishing
AI Tech Publishing
Nov 5, 2025 · Artificial Intelligence

Why AI Agents Should Be Positioned as Assistants, Not Replacements

The article explains that marketing AI agents as human replacements leads to poor performance, professional resistance, and hallucination risks, and argues that repositioning them as assistants with human‑in‑the‑loop verification improves efficiency and acceptance.

AI AgentBI EngineerData Agent
0 likes · 3 min read
Why AI Agents Should Be Positioned as Assistants, Not Replacements