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tool execution

11 articles · Page 1 of 1
Ray's Galactic Tech
Ray's Galactic Tech
Jul 20, 2026 · Artificial Intelligence

From Demo to Production: A Complete AI Agent Engineering Roadmap with Detailed Resources

This article analyzes why AI Agent demos often fail in production, outlines the essential runtime components such as state persistence, tool isolation, async scheduling, observability, and cost control, and provides a step‑by‑step engineering roadmap, architectural diagrams, code examples, and a practical checklist for building reliable, production‑grade AI Agents.

AI AgentLLMbackend engineering
0 likes · 28 min read
From Demo to Production: A Complete AI Agent Engineering Roadmap with Detailed Resources
ThinkingAgent
ThinkingAgent
Jul 10, 2026 · Artificial Intelligence

Securing AI Agents: L5 Tool Execution Layer – Sandboxes, MCP, and Execution Boundaries

The article analyzes two 2026 incidents where agents breached sandbox and permission boundaries, explains the L5 execution layer’s role in defining what agents can do, how to isolate code with microVM or gVisor sandboxes, enforce network and resource limits, and implement MCP‑based tool calls with strict access control and audit trails.

AI agentsMCP protocolaccess control
0 likes · 26 min read
Securing AI Agents: L5 Tool Execution Layer – Sandboxes, MCP, and Execution Boundaries
Qborfy AI
Qborfy AI
Jul 9, 2026 · Artificial Intelligence

What Happens to a Message Inside an AI Agent Loop?

This article walks through the full lifecycle of a user message in Claude Code's Agent SDK, explaining each processing stage, the crucial tool‑use decision, parallel tool execution, error handling, and how Hooks let developers extend the loop without modifying core logic.

AI AgentAgent LoopClaude
0 likes · 16 min read
What Happens to a Message Inside an AI Agent Loop?
Linyb Geek Road
Linyb Geek Road
Jun 26, 2026 · Artificial Intelligence

What Is AI Orchestration? Concepts, Tools, and Common Pitfalls Explained

The article breaks down AI orchestration as a management layer that routes tasks, maintains state, executes tools, handles retries, and coordinates multiple agents, comparing frameworks like LangGraph and CrewAI while highlighting practical pitfalls and best‑practice advice for building reliable multi‑step AI workflows.

AI orchestrationCrewAILangGraph
0 likes · 20 min read
What Is AI Orchestration? Concepts, Tools, and Common Pitfalls Explained
IT Services Circle
IT Services Circle
Jun 12, 2026 · Artificial Intelligence

Inside Claude Code’s Query Loop: From a Simple While Loop to an Industrial‑Grade Agent Engine

This article dissects Claude Code’s 1729‑line queryLoop, explaining its four‑layer call chain (ask → QueryEngine → query → queryLoop), the async‑generator core that streams model output, how tool calls are handled in parallel, the explicit state object, and the many error‑recovery paths that make the loop production‑ready.

Agent ArchitectureAsync GeneratorClaude Code
0 likes · 27 min read
Inside Claude Code’s Query Loop: From a Simple While Loop to an Industrial‑Grade Agent Engine
TechVision Expert Circle
TechVision Expert Circle
May 24, 2026 · Artificial Intelligence

Inside Claude Code: How Its Production‑Grade Agent Engine Works

This article dissects Claude Code’s architecture, detailing its simple while‑loop core, layered tool system with lazy loading, seven‑layer permission defense, five‑stage context compaction, sub‑agent collaboration, hook mechanisms, and the CLAUDE.md context‑engineering approach, revealing why token efficiency and deterministic security drive its design.

Agent LoopClaude CodeContext Compression
0 likes · 14 min read
Inside Claude Code: How Its Production‑Grade Agent Engine Works
Black & White Path
Black & White Path
Apr 22, 2026 · Information Security

Multi‑Stage Web‑Induced RCE Attack Bypassing OpenClaw’s Safeguards

The article dissects a multi‑stage web‑induced remote code execution attack against OpenClaw, detailing how crafted HTML pages manipulate the tool‑calling workflow, evade built‑in security notices, and ultimately trigger a malicious curl‑pipe‑python command, followed by a thorough source‑code analysis and defensive recommendations.

AI securityOpenClawRCE
0 likes · 21 min read
Multi‑Stage Web‑Induced RCE Attack Bypassing OpenClaw’s Safeguards
AI Step-by-Step
AI Step-by-Step
Apr 3, 2026 · Artificial Intelligence

Why Building AI Agents Requires a Full System‑Engineering Harness

The article explains that simply scaling large language models cannot sustain long‑running, production‑grade AI agents, and that a dedicated Agent Harness—acting as an operating system with orchestration, memory, governance, tool execution, and feedback loops—is essential for reliable, industrial‑scale automation.

AI agentsAgent HarnessGovernance
0 likes · 9 min read
Why Building AI Agents Requires a Full System‑Engineering Harness
AI Algorithm Path
AI Algorithm Path
Mar 3, 2026 · Artificial Intelligence

Exploring the OpenClaw Ecosystem: OpenClaw, NanoBot, PicoClaw, IronClaw, and ZeroClaw

The article surveys the emerging personal AI‑assistant ecosystem—including OpenClaw, NanoBot, PicoClaw, IronClaw, and ZeroClaw—detailing each project's origins, technology stack, performance metrics, and design goals, then dives deep into OpenClaw's layered memory, six‑stage execution pipeline, tool‑skill framework, and five core architectural principles.

AI agentsAgent ArchitectureMemory System
0 likes · 16 min read
Exploring the OpenClaw Ecosystem: OpenClaw, NanoBot, PicoClaw, IronClaw, and ZeroClaw
AI Tech Publishing
AI Tech Publishing
Feb 1, 2026 · Artificial Intelligence

What Makes Clawdbot’s Agent Architecture Worth Emulating?

The article dissects Clawdbot’s (also known as Moltbot or OpenClaw) agent architecture, covering its TypeScript‑based CLI core, channel adapters, gateway server with lane‑based command queues, agent runner logic, memory handling via JSONL transcripts and markdown files, tool execution options, security allowlist, and a semantic snapshot browser that reduces token costs.

Agent ArchitectureClawdbotMemory System
0 likes · 9 min read
What Makes Clawdbot’s Agent Architecture Worth Emulating?