Blog
Insights on AI agents, automation, and self-hosted infrastructure.
How 31 AI Agents Debate What to Build Next: Inside The Council
A deep dive into The Council — a 31-agent AI system that researches real-world context, proposes scored business ideas, and runs a 10-phase adversarial debate pipeline to rank the top 3. Built 14 production products in 2026.
The $400/Day AI Loop: How We Built a Circuit Breaker for LLM Costs
One stuck agent loop can cost $400 per day. Here's how CostGuard monitors 7 LLM providers in real-time, detects zombie agents, and trips circuit breakers before your cloud bill explodes.
Mexican SME Compliance in 2026: 15 Obligations, One AI Dashboard
2026 brings a regulatory tsunami for Mexican SMEs: CFDI 5.0, NOM-035, NOM-037, REPSE, and 11 more obligations. CumpleMX uses AI to diagnose, track, and comply — before the fines hit.
WhatsApp AI for Mexican SMBs: Why Your SaaS Belongs Inside the Chat
Six lessons from shipping production WhatsApp-native agents for SMBs in Morelia — state lives in conversations, latency budgets are tight, and CFDI is a workflow not a feature.
How to Stop Bleeding Money on AI Inference: The Cost-Control Stack for 2026
The four-layer stack we run in production to cut AI spend 30-60% while raising reliability — APIRouter, CostGuard, AgentSafe, and CostIntel, with optional GreenCompute on top.
Multi-Agent AI Systems Explained: How Multiple AI Agents Work Together
A deep dive into multi-agent AI architecture patterns — sequential, parallel, debate, and hierarchical — with real production examples from The Council and InvoiceGuard.
How to Build AI Agents with Claude API in 2026: A Complete Guide
Step-by-step guide to building production AI agents with the Claude API — covering architecture, cost optimization, and real-world comparisons with GPT-4.
Self-Hosted AI vs Cloud AI in 2026: Why We Run Agents on Apple Silicon
A detailed comparison of self-hosted vs cloud AI for production agents — cost analysis, data privacy, and why Apple Silicon M-series is the ideal AI infrastructure.
AI Automation for Small Business in 2026: What Actually Works
Five practical AI automation use cases for small businesses — invoicing, compliance, content, operations, and customer service — with real results and cost breakdowns.
Meet The Council and InvoiceGuard: How Multi-Agent Systems Solve Real Business Problems
A deep dive into two production multi-agent systems — The Council for strategic decision-making and InvoiceGuard for autonomous invoice protection. See how they work and the problems they solve.
OpenClaw vs LangChain vs CrewAI: Which AI Agent Framework Should You Use?
An honest comparison of the three leading AI agent frameworks — OpenClaw, LangChain, and CrewAI. Learn when to use each and how they compare.
How to Run AI Agents 24/7 for Under $15/Month
A detailed cost breakdown showing how to run multiple AI agents around the clock on a Mac Mini for less than a Netflix subscription.
5 Business Tasks You Can Automate With AI Agents Today
Five high-impact business tasks that AI agents handle exceptionally well — with real examples, results, and technical details on how they work.
What Is OpenClaw? The Open-Source AI Agent Platform Explained
A deep dive into OpenClaw — the open-source platform for building, deploying, and orchestrating autonomous AI agents. Learn how it works and why it matters.
Why Mac Mini Is the Perfect AI Agent Infrastructure
Discover why Apple Silicon Mac Minis are the ideal hardware for self-hosted AI agents — combining performance, efficiency, and cost predictability.
Building AI Agents for Business: A Practical Guide
A practical guide to building AI agents that automate real business workflows — from identifying opportunities to deploying production-ready agents.
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