Blog

← Back to Home
One OpenClaw Gateway, Multiple Agents: Drawing the Lines

One OpenClaw Gateway, Multiple Agents: Drawing the Lines

Published on Mar 27, 2026

One Gateway, ten agents, zero crosstalk. Define who handles what: separate workspaces and auth per agent, deterministic message routing by channel, account, or contact, and per-agent sandbox and tool permissions. A complete walkthrough of OpenClaw multi-agent configuration.

AI AgentsOpenClawMulti-AgentArchitectureConfiguration
Read more β†’
OpenClaw Session Routing: Why Your Reply Ended Up on the Wrong Screen

OpenClaw Session Routing: Why Your Reply Ended Up on the Wrong Screen

Published on Mar 26, 2026

You message your AI agent on Telegram, but the reply shows up in the GUI. Not a bug. All your DMs share one session, and the "last route" pointer got updated when you opened another client. A breakdown of how OpenClaw routes messages across channels, why heartbeats and cron jobs go astray, and how to pin your targets so replies land where you expect.

AI AgentsOpenClawMessage RoutingMulti-ChannelArchitecture
Read more β†’
OpenClaw Sandbox: Running Your AI Agent in a Cage

OpenClaw Sandbox: Running Your AI Agent in a Cage

Published on Mar 25, 2026

Your AI agent shares your machine β€” every file, every process, every network call. OpenClaw's sandbox spins up a throwaway Docker container and runs the agent's tools inside it. Default: no network, no file access, no host commands. Then you open things up knob by knob. A deep dive into sandbox modes, workspace access, tool policies, and the elevated escape hatch.

AI AgentsOpenClawDockerSecuritySandbox
Read more β†’
7 Files to Feed Your Agent Right: Context Management from OpenClaw's Source Code

7 Files to Feed Your Agent Right: Context Management from OpenClaw's Source Code

Published on Mar 24, 2026

Who controls the agent? Not the model, not the prompt. The context does. OpenClaw gives you seven Markdown files to control nearly two-thirds of what the model sees. A breakdown of each file, the final prompt structure, and what the numbers look like.

AI AgentsOpenClawContext EngineeringSystem PromptArchitecture
Read more β†’
OpenClaw Heartbeat Explained

OpenClaw Heartbeat Explained

Published on Mar 23, 2026

OpenClaw's Heartbeat is an alarm clock for AI agents. Every 30 minutes, the agent wakes up, runs through your checklist, and decides whether to notify you. A deep dive into how it works, how to keep costs under $7/month, and when to use Heartbeat vs Cron.

AI AgentsOpenClawAutomationCost OptimizationArchitecture
Read more β†’
AI Will Inevitably End Humanity: A Logical Deduction

AI Will Inevitably End Humanity: A Logical Deduction

Published on Mar 20, 2026

A thought experiment mapping four exhaustive paths through which AI inevitably ends humanity as we know it, from violent destruction to natural extinction, species replacement, and symbiotic absorption. Every escape route leads to another endpoint.

AIExistential RiskThought ExperimentFuturePhilosophy
Read more β†’
The AI's Will: Predicting the Future by Thinking Like an AI

The AI's Will: Predicting the Future by Thinking Like an AI

Published on Feb 16, 2026

To predict the future of AI, we must consider AI's own "will." OpenAI, as a hybrid brain of AI and its leaders, has a clear mission: to become the most powerful AI. Understanding this perspective reveals a new framework for predicting the future world order.

AIFutureStrategyOpenAIWorld Order
Read more β†’
DeepSeek's Engram: Teaching AI to Remember Like Humans Do

DeepSeek's Engram: Teaching AI to Remember Like Humans Do

Published on Jan 18, 2026

DeepSeek's Engram architecture separates static memory from dynamic reasoning, achieving dramatic improvements in long-context performance and efficiency. A deep dive into how conditional memory is reshaping LLM design.

AI ResearchLLM ArchitectureDeepSeekMemory SystemsEfficiency
Read more β†’
Context Graph vs Graph RAG: They Sound Alike, But They're Not

Context Graph vs Graph RAG: They Sound Alike, But They're Not

Published on Dec 27, 2025

Graph RAG helps AI find what you know. Context Graph helps AI remember why you decided. One improves retrieval, the other creates a new system of record for decisions. Understanding this distinction reveals where enterprise AI is headed.

AI AgentsKnowledge GraphsRAGEnterprise AISystems of Record
Read more β†’
Building Effective Multi-Agent Systems: Lessons from Practice

Building Effective Multi-Agent Systems: Lessons from Practice

Published on Nov 20, 2025

A deep dive into multi-agent architectures, exploring when to use them, how to design effective prompts, and strategies for managing complexity at scale. Learn about parallel context windows, collaboration frameworks, observability, context management, and fault tolerance.

AI AgentsMulti-Agent SystemsSystem DesignPrompt EngineeringArchitecture
Read more β†’
Building Wukong: A Plug-and-Play AI Agent Library for Next.js

Building Wukong: A Plug-and-Play AI Agent Library for Next.js

Published on Nov 12, 2025

Building a plug-and-play AI agent library for Next.js developers. Install it, provide your API key, knowledge base, and tools, and you have a working agent in 5 minutes. Native Next.js integration, token-efficient, trustworthy, and open source.

AI AgentsOpen SourceNext.jsBuild in PublicTypeScript
Read more β†’
From Smart to Trustworthy: A Management Guide to AI Agents

From Smart to Trustworthy: A Management Guide to AI Agents

Published on Nov 10, 2025

People fear a lack of control, not intelligence. Learn 30 design principles across five phasesβ€”from showing limits upfront to co-evolutionβ€”that transform impressive AI agents into trusted teammates through visibility, reversibility, and consent.

AI AgentsTrustUX DesignProduct ManagementHuman-AI Interaction
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 8/8: AI Tools Empowerment β€” Give Wings to Your Ads

[Facebook & Instagram Ads in 8 Steps] Lesson 8/8: AI Tools Empowerment β€” Give Wings to Your Ads

Published on Sep 7, 2025

Turn strategy into execution with AI: generate brand identity (Looka), mass-produce short-form videos (ChatGPT + Canva), and run full-funnel operations with an AI Marketing Director (FlickBloom).

AdvertisingFacebook AdsInstagram AdsAI ToolsAutomation
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 7/8: The Art of Advanced Growth β€” Taking Your Business to the Next Level

[Facebook & Instagram Ads in 8 Steps] Lesson 7/8: The Art of Advanced Growth β€” Taking Your Business to the Next Level

Published on Sep 6, 2025

Move beyond single ads to campaign storylines, sell feelings and transformations, and think like an entrepreneur focused on intelligence and lifetime value.

AdvertisingFacebook AdsInstagram AdsStrategyGrowth
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 6/8: Breaking Through Plateaus and Growth Strategies β€” What to Do When Your Ads Stop Working

[Facebook & Instagram Ads in 8 Steps] Lesson 6/8: Breaking Through Plateaus and Growth Strategies β€” What to Do When Your Ads Stop Working

Published on Sep 5, 2025

No ad is profitable forever. Diagnose declines in the right order (Creative β†’ Audience β†’ Offer), fix ad fatigue, expand audiences, and scale winners with vertical and horizontal strategies.

AdvertisingFacebook AdsInstagram AdsOptimizationScaling
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 5/8: A Hands On Guide to Ad Campaigns β€” How to Analyze Data and Make Smart Decisions

[Facebook & Instagram Ads in 8 Steps] Lesson 5/8: A Hands On Guide to Ad Campaigns β€” How to Analyze Data and Make Smart Decisions

Published on Sep 4, 2025

Set up your reporting columns, interpret CTR, CPC, Adds to Cart, Purchases, and ROAS, and make clear decisions: Keep, Optimize, or Kill.

AdvertisingFacebook AdsInstagram AdsROASOptimization
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 4/8: A Hands On Guide to Ad Campaigns β€” Launching Your First Sales Ad from Zero to One!

[Facebook & Instagram Ads in 8 Steps] Lesson 4/8: A Hands On Guide to Ad Campaigns β€” Launching Your First Sales Ad from Zero to One!

Published on Sep 3, 2025

A practical, step-by-step walkthrough of Meta Ads Manager: Campaign β†’ Ad Set β†’ Ad. Set objective, budget, targeting, placements, and publish your first Sales ad with confidence.

AdvertisingFacebook AdsInstagram AdsCampaign SetupTargeting
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 3/8: Measuring What Matters – Setting Goals and Key Metrics

[Facebook & Instagram Ads in 8 Steps] Lesson 3/8: Measuring What Matters – Setting Goals and Key Metrics

Published on Sep 2, 2025

Pick the only objective that drives revenue (Sales) and track the one metric that proves profitability (ROAS). Learn break-even ROAS and how to judge performance clearly.

AdvertisingFacebook AdsInstagram AdsROAS
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 2/8: How to Write Ad Copy That People Cannot Resist

[Facebook & Instagram Ads in 8 Steps] Lesson 2/8: How to Write Ad Copy That People Cannot Resist

Published on Sep 1, 2025

Copywriting is psychology plus structure. Learn AIDA (Attention β†’ Interest β†’ Desire β†’ Action), PAS, and BAB to stop the scroll and drive actionβ€”without β€œfancy writing.”

AdvertisingFacebook AdsInstagram AdsCopywritingAIDA
Read more β†’
[Facebook & Instagram Ads in 8 Steps] Lesson 1/8: Why We Advertise and the Customer Journey

[Facebook & Instagram Ads in 8 Steps] Lesson 1/8: Why We Advertise and the Customer Journey

Published on Aug 31, 2025

Before clicking buttons or setting budgets, master the core concept that makes ads work: the three-phase customer journey (Awareness β†’ Consideration β†’ Conversion) and how to match messages to each stage.

AdvertisingFacebook AdsInstagram AdsCustomer Journey
Read more β†’
"We're Founder-Friendly" and Other Lies VCs Tell Themselves

"We're Founder-Friendly" and Other Lies VCs Tell Themselves

Published on Aug 27, 2025

Paired contradictions across market, team, product, GTM, and growth (organic vs paid acquisition) β€” the unwinnable VC framing game.

Venture CapitalStartupsFundraisingSatire
Read more β†’
Beyond the Context Window: 5 Advanced Strategies for AI Agent Memory Management

Beyond the Context Window: 5 Advanced Strategies for AI Agent Memory Management

Published on Jun 29, 2025

AI agents suffer from digital amnesia when their context window overflows. Discover five advanced strategies for managing session history, from compression techniques to structured state management, that transform agents from "interesting novelties" to "indispensable tools."

AI AgentsMemory ManagementContext WindowSession HistoryCompression
Read more β†’
A Deep Dive into MCP's Three Fatal Flaws: The Trilemma of Architecture, Cost, and Security

A Deep Dive into MCP's Three Fatal Flaws: The Trilemma of Architecture, Cost, and Security

Published on Jun 28, 2025

The Model Context Protocol (MCP) promises a plug-and-play future for AI applications, but beneath this simplicity lies a trilemma of architecture, cost, and security challenges that could constrain AI applications from becoming reliable, accessible, and trustworthy systems.

MCPArchitectureSecurityCost AnalysisAI Agents
Read more β†’
Beyond Prompt Engineering: Why Context Engineering Is the Real Lever for Large Language Model Quality

Beyond Prompt Engineering: Why Context Engineering Is the Real Lever for Large Language Model Quality

Published on Jun 27, 2025

The uncomfortable truth about LLM performance: while "prompt engineering" dominates AI conversations, the real bottleneck isn't how you word instructionsβ€”it's the entire context window you feed to the model.

AILLMEngineeringContext
Read more β†’
Evidence Suggests Potential Political Bias in OpenAI's GPT-4 Language Model

Evidence Suggests Potential Political Bias in OpenAI's GPT-4 Language Model

Published on Mar 27, 2024

In a recent project involving OpenAI's state-of-the-art GPT-4 language model, the team at listen2.ai discovered a concerning trend that points to a potential political bias within the AI system.

AI BiasGPT-4Political BiasMachine Learning
Read more β†’
Essential Practices to Thrive in a Fully Remote Working Environment

Essential Practices to Thrive in a Fully Remote Working Environment

Published on Mar 15, 2023

Even for those who have done it for a long time, remote work is difficult. This article will go through essential concepts that we can all apply to make remote work more manageable, productive, and balanced.

Remote WorkProductivityWork-Life BalanceCommunication
Read more β†’
Use Business Communication Tools Like a Pro

Use Business Communication Tools Like a Pro

Published on Mar 1, 2023

Contemporary business communication tools have revolutionized the workplace, but they can be stressful and overwhelming if not properly managed. Learn how to take control of your communications.

CommunicationProductivityEmail ManagementSlack
Read more β†’
Mastering the Art of Software Engineering

Mastering the Art of Software Engineering

Published on Jan 30, 2023

Software engineering is hard and often feels like a single person mission. The Software Engineering Mindset Model (SEMM) makes what can be a messy operation organized, streamlined, and efficient.

Software EngineeringBest PracticesTeam CollaborationCode Quality
Read more β†’
SlackOps Leverages DevOps Best Practices to Help Your Organization at All Levels

SlackOps Leverages DevOps Best Practices to Help Your Organization at All Levels

Published on Jan 30, 2023

SlackOps is an umbrella term that describes the use of Slack to communicate with customers, utilizing DevOps concepts like automation, high-speed communications, and collaborative workflows.

SlackOpsDevOpsAutomationCustomer Support
Read more β†’

Stay Updated

Get notified when I publish new articles about AI, software engineering, and technology.