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AI Agent archive.

Deep-dives on designing, building, and shipping AI agents: architecture patterns, tool use, guardrails, evals, and what breaks in production.

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Oct 5, 2026
By Dima Bilous

LinkedIn Content Machine: The Full Claude Code Setup (2026)

The full setup behind 1M+ LinkedIn impressions in 90 days: pillars, a voice that learns, Apify scraping, AI Ark and Claude qualification, Slack cards and the Slack agent, with prompts and code.

LinkedIn Content Machine drawn as a network on a dark ground: sales calls, the live feed and past posts feed the brain, content skills draft and publish, and every engager is qualified and routed.
Oct 1, 2026
By Dima Bilous

AI Agent Memory: How to Build Persistent Memory for Autonomous Agents

Learn how AI agent memory works, including short-term, long-term, episodic, semantic, and procedural memory, retrieval, forgetting, and GTM agent memory architecture.

Building Persistent Agent Memory
Sep 24, 2026
By Dima Bilous

AI Sales Agent Observability, Tracing, and Evaluation (LLM-as-a-Judge for GTM)

Learn how to evaluate AI sales agents in production using tracing, observability, LLM-as-a-Judge, groundedness, accuracy, tone, and GTM-specific eval frameworks.

Evaluating AI Sales Agents in Production
Sep 15, 2026
By Dima Bilous

Revenue OS: A Fully Agentic Sales Pipeline You Own (2026)

Our full Revenue OS: agents on Slack and the CRM, Supabase as the ledger, qualification before anyone gets pinged, and the setup for each channel with prompts.

Revenue OS hero: four acquisition channels feeding one CRM through qualification, CRM and Slack agents, in the anfloy editorial style.
Sep 3, 2026
By Dima Bilous

AI Agent Customization: The Levers That Actually Determine Fit

A breakdown of what AI agent customization actually means: knowledge grounding, brand voice, business logic, tool access, autonomy, and output format, and how deep each lever can realistically go.

AI Agent Customization: The Levers That Actually Determine Fit
Sep 3, 2026
By Dima Bilous

Top GTM Engineering Tools for B2B Companies in 2026

A category-by-category breakdown of the GTM engineering tools B2B companies actually use in 2026: data foundation, enrichment, reverse ETL, signals, orchestration, and CRM, with what each is actually for.

Top GTM Engineering Tools for B2B Companies in 2026
Sep 3, 2026
By Dima Bilous

AI Automation Agency Pricing: What It Actually Costs in 2026

A real, sourced breakdown of AI automation agency pricing in 2026: the six pricing models, typical cost by project tier, the cost drivers behind a quote, and the red flags worth walking away from.

AI Automation Agency Pricing: What It Actually Costs in 2026
Aug 29, 2026
By Dima Bilous

AI Coding Agents: What They Are, How They Work, Use Cases, and Best Practices

Learn what AI coding agents are, how they work, how they differ from coding assistants, their use cases, benefits, risks, and how teams can deploy them safely in 2026.

AI Coding Agents: What They Are, How They Work, Use Cases, and Best Practices
Aug 29, 2026
By Dima Bilous

AI Agent Architecture: The Core Components Every Agent Is Built From

A breakdown of AI agent architecture: the reasoning core, memory, tools, planning, and control loop that make up a single agent, and how they fit together in practice.

AI Agent Architecture: The Core Components Every Agent Is Built From
Aug 27, 2026
By Dima Bilous

Orchestrating AI Agents in Production: What Changes Once It's Live

A practical guide to the operational challenges of running orchestrated AI agents in production: coordination, partial failure handling, observability, scaling, and safe rollout.

Orchestrating AI Agents in Production: What Changes Once It's Live
Aug 26, 2026
By Dima Bilous

Agent UX Patterns: How to Design Interfaces for AI Agents People Actually Trust

A practical guide to agent UX patterns: autonomy controls, transparency, confirmation flows, interrupt controls, and the design decisions that determine whether people trust an AI agent.

Agent UX Patterns: How to Design Interfaces for AI Agents People Actually Trust
Aug 26, 2026
By Dima Bilous

Fractional GTM Engineer vs Full-Time vs Agency vs Subscription

A real, sourced cost comparison of the four ways to get GTM engineering work done in 2026: full-time hire, fractional engineer, agency retainer, and subscription tooling.

Fractional GTM Engineer vs Full-Time vs Agency vs Subscription
Aug 25, 2026
By Dima Bilous

AI Agent Audit Trails: Track, Explain & Govern

Learn what AI agent audit trails are, what to log, how agent auditability works, and how to build traceable AI agent systems for secure and reliable automation.

AI Agent Audit Trails
Aug 24, 2026
By Dima Bilous

How to Stop AI Agents Going Rogue: Control Guide

A practical guide to controlling AI agents, preventing unintended actions, and building guardrails, approvals, monitoring, and safe autonomy into agentic systems.

How to Stop Rogue AI Agents
Aug 24, 2026
By Dima Bilous

AI Agent Workflows: The Core Patterns and How to Choose One

A practical breakdown of AI agent workflow patterns, prompt chaining, routing, parallelization, orchestrator-worker, and autonomous agents, and how to choose the right one for a given task.

Choosing an AI Agent Workflow
Aug 21, 2026
By Dima Bilous

How to Mitigate the Costs of AI Agents?

AI agent costs rarely blow up from the model bill alone. Learn the real cost risk factors, from retry loops to scope creep, and the specific mitigation tactics for each.

How to Cut AI Agent Costs
Aug 19, 2026
By Dima Bilous

10 Best AI Agent Development Agencies in 2026

A researched comparison of 10 AI agent development agencies, covering services, case studies, pricing, and who each one is actually best for.

10 Best AI Agent Agencies
Aug 10, 2026
By Dima Bilous

Best AI Agent Builders: 15 Platforms to Build AI Agents in 2026

Compare the best AI agent builders in 2026, including no-code, free, enterprise, and developer platforms. See pricing, features, pros, cons, and best use cases.

Best AI Agent Builders 2026
Jul 10, 2026
By Dima Bilous

Autonomous Agents: The Complete Guide to Self-Operating AI Systems in 2026

Learn what autonomous agents are, how they work, their architecture, benefits, enterprise use cases, challenges, and how businesses build autonomous AI systems in 2026.

Autonomous Agents: Self-Operating AI
Jul 9, 2026
By Dima Bilous

15 AI Agent Design Best Practices in 2026

Discover 15 AI agent design best practices for 2026: architecture, RAG, memory, security, workflows, governance & multi-agent systems.

AI Agent Design Best Practices
Jul 8, 2026
By Dima Bilous

AI Agent Security Checklist: How to Build Secure AI Systems

Learn how to secure AI agents with this practical security checklist covering data protection, access controls, RAG, governance, monitoring, and AI infrastructure.

AI Agent Security Checklist
Jul 8, 2026
By Dima Bilous

AI Agent Cost Optimization: How to Run Agents Like a Business in 2026

Learn how to optimize AI agent costs by improving architecture, workflows, model selection, and infrastructure instead of simply reducing API usage.

Run Agents Like a Business
Jul 2, 2026
By Dima Bilous

How AI Agents Personalize Cold Outreach at Scale

Learn how AI agents personalize cold outreach at scale using buying signals, CRM data, and company intelligence to improve reply rates and pipeline growth.

Personalize Cold Outreach at Scale
Jul 2, 2026
By Dima Bilous

AI Agents for Business: The Complete Guide

Learn what AI agents are, how businesses use them, key benefits, real-world use cases, and how to build custom AI agents that scale your operations.

AI Agents for Business
Jun 29, 2026
By Dima Bilous

AI Agents vs CRM Automation: What's the Difference?

Compare AI agents vs CRM automation, including workflows, decision-making, CRM management, automation capabilities, and business use cases.

AI Agents vs CRM Automation
Jun 24, 2026
By Dima Bilous

What Is the Future of AI Agents? Trends, Predictions & Business Opportunities

Explore the future of AI agents, emerging trends, business use cases, and how agentic AI will transform operations, revenue, and enterprise software.

What Is the Future of AI Agents? Trends, Predictions & Business Opportunities
Jun 24, 2026
By Dima Bilous

The Warm Outbound Playbook: Build an AI Outbound System That Runs Itself

Most outbound fails on execution, not strategy. Here is the full build behind warm outbound: the stack, the wiring, and the calls most people get wrong, so the system runs itself.

The Warm Outbound Playbook: Build an AI Outbound System That Runs Itself
Jun 23, 2026
By Dima Bilous

What Is a Multi-Agent System? The Complete Guide for Businesses

Learn what a multi-agent system is, how it works, its business benefits, real-world use cases, and why companies are building multi-agent AI infrastructure.

What Is a Multi-Agent System? The Complete Guide for Businesses
Jun 23, 2026
By Dima Bilous

AI Agents vs AI Chatbots: What's the Difference?

Compare AI agents and AI chatbots, including capabilities, automation, business use cases, costs, and when to use each solution.

AI Agents vs AI Chatbots: What's the Difference?
Jun 22, 2026
By Dima Bilous

Agentic AI vs Generative AI: What's the Difference?

Learn the differences between Agentic AI and Generative AI, including use cases, automation, business value, and which approach is right for your company.

Agentic AI vs Generative AI: What's the Difference?
Jun 22, 2026
By Dima Bilous

How to Run OpenClaw and Production Agents on GLM-5.2 (and Cut Your API Bill ~65%)

Your coding tools stay on their subscription - that's what you build with. GLM-5.2 is for the agents you run in production: OpenClaw and your own, routing ~70-80% to GLM and the hard rest to a smarter model. Cut your API bill ~65%.

How to Run OpenClaw and Production Agents on GLM-5.2 (and Cut Your API Bill ~65%)
Jun 19, 2026
By Dima Bilous

Clay vs Custom AI Agents: Which Is Better for Modern GTM Teams?

Compare Clay vs custom AI agents for prospecting, enrichment, lead qualification, automation, scalability, and GTM execution.

Clay vs Custom AI Agents: Which Is Better for Modern GTM Teams?
Jun 18, 2026
By Dima Bilous

How to Build an AI Revenue Engine: The Complete Guide for Modern Growth Teams

Learn how to build an AI revenue engine using AI agents, automation, signal intelligence, CRM workflows, and GTM infrastructure.

How to Build an AI Revenue Engine: The Complete Guide for Modern Growth Teams
Jun 17, 2026
By Dima Bilous

How AI Agents Improve CRM Automation for Modern Businesses

Discover how AI agents improve CRM automation through lead qualification, data enrichment, workflow orchestration, forecasting, and revenue operations.

How AI Agents Improve CRM Automation for Modern Businesses
Jun 15, 2026
By Dima Bilous

AI Agents vs ChatGPT: What's the Difference & Which One Does Your Business Need?

Compare AI agents vs ChatGPT, including capabilities, use cases, automation, business applications, and when to choose custom AI agents.

AI Agents vs ChatGPT: What's the Difference & Which One Does Your Business Need?
Jun 12, 2026
By Dima Bilous

Referral AI Agents: How AI Is Transforming Referral Programs

Learn how referral AI agents automate referral generation, qualification, follow-ups, partner engagement, and customer advocacy programs.

Referral AI Agents: How AI Is Transforming Referral Programs
Jun 10, 2026
By Dima Bilous

Custom AI Agent Development: Complete Guide

Learn how custom AI agent development works, key architectures, use cases, costs, and how businesses build AI agents that automate real operations.

Custom AI Agent Development: Complete Guide
Jun 9, 2026
By Dima Bilous

How To Deploy AI Agents Into Production in 2026

Learn how to deploy AI agents into production, including architecture, infrastructure, monitoring, security, and scaling AI systems in real business environments.

How To Deploy AI Agents Into Production in 2026
Jun 5, 2026
By Dima Bilous

What Are GTM AI Agents?

Learn what GTM AI agents are, how they work, and how B2B SaaS companies use AI agents for lead generation, RevOps, outbound sales, pipeline growth.

What Are GTM AI Agents
May 26, 2026
By Dima Bilous

AI Agents vs No-Code: What’s the Difference?

Compare AI agents vs no-code tools. Learn the differences in automation, workflows, scalability, flexibility, and operational intelligence.

AI Agents vs No-Code: What’s the Difference?
May 22, 2026
By Dima Bilous

AI for RevOps: How B2B SaaS Companies Use AI to Scale Revenue Operations

Learn how B2B SaaS companies use AI for RevOps, CRM automation, lead routing, forecasting, pipeline management, and operational workflows to scale revenue operations efficiently.

AI for RevOps: How B2B SaaS Companies Use AI to Scale Revenue Operations
May 22, 2026
By Dima Bilous

Multi-Agent AI Architecture Explained

Learn how multi-agent AI architecture works, including AI orchestration, agent communication, workflow coordination, and scalable AI systems for B2B SaaS operations.

Multi-Agent AI Architecture Explained
May 22, 2026
By Dima Bilous

Zapier vs Custom AI Agents: Which Is Better for B2B SaaS?

Compare Zapier vs custom AI agents for B2B SaaS. Learn the differences between workflow automation, AI orchestration, scalability, ownership, and operational flexibility.

Zapier vs Custom AI Agents
May 21, 2026
By Dima Bilous

AI Content Engine for B2B SaaS: How to Scale Content Operations

Learn how B2B SaaS companies build AI content engines using AI agents, semantic SEO, automation workflows, and operational systems to scale content production and pipeline growth.

AI Content Engine for B2B SaaS: How to Scale Content Operations
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