Marketing strategy, automation engineering, AI tools, and creative work.https://echalupa.com/en-ushttps://echalupa.com/blog/qwen-flash-next-vs-laguna-200k/https://echalupa.com/blog/qwen-flash-next-vs-laguna-200k/Qwen3.8-Flash-Next vs Laguna-S-2.1 on a Mac Studio M5 Ultra: same-day 8K to 200K speed ladder plus a hard quality eval. Speed was a sweep, quality a draw.Wed, 30 Sep 2026 00:00:00 GMTai-toolsqwenlagunamac-studiolocal-llmbenchmarksmlxspeculative-decodingbuild-in-publichttps://echalupa.com/blog/exo-heterogeneous-mac-studio-cluster/https://echalupa.com/blog/exo-heterogeneous-mac-studio-cluster/I sharded LLMs across two Mac Studios with exo over Thunderbolt RDMA. Two node tensor hit 21.6 tok/s vs 18.2 solo, but prefill got slower.Tue, 29 Sep 2026 00:00:00 GMTai-toolsexomac-studiolocal-llmbenchmarksbuild-in-publichttps://echalupa.com/blog/building-easyacr-with-webmcp/https://echalupa.com/blog/building-easyacr-with-webmcp/My neighbor Christopher and I built a WebMCP accessibility tool for the WebMCP Challenge, and fought to keep it from lying about what it knows.Tue, 22 Sep 2026 00:00:00 GMTengineeringai-agentswebmcpaccessibilitywcaghackathonbuild-in-publiceasyacrhttps://echalupa.com/blog/building-an-agent-harness/https://echalupa.com/blog/building-an-agent-harness/A starter guide to building an agent harness: the loop, memory that compounds with NLM, eval gates, and a DuckDB-Wasm data bot example.Sat, 19 Sep 2026 00:00:00 GMTengineeringai-agentsagent-harnessnxtosnlmmemoryevalsbuild-in-publicguidehttps://echalupa.com/blog/ai-overviews-tracker-day-5/https://echalupa.com/blog/ai-overviews-tracker-day-5/My AEO Citation Tracker caught a competitor-citation gap my agency content didn't know it had. Here's how I fixed it with schema markup.Wed, 26 Aug 2026 00:00:00 GMTengineeringaeoai-overviewsseostructured-databuild-in-publicanalyticshttps://echalupa.com/blog/hermes-ios-mcp-bridge/https://echalupa.com/blog/hermes-ios-mcp-bridge/How ios-mcp-bridge, a stateless stdio-to-HTTP proxy, lets a self-hosted Hermes agent operate a physical iPhone through real touch input.Wed, 19 Aug 2026 00:00:00 GMTautomationhermesmcpai-agentsself-hostedioshttps://echalupa.com/blog/aeo-citation-tracker/https://echalupa.com/blog/aeo-citation-tracker/AI Overviews cut organic clicks by 8.9%. Search Console cannot show you if your content is being cited. Here is the citation tracker I built to measure it.Wed, 12 Aug 2026 00:00:00 GMTengineeringaeoai-overviewsseostructured-databuild-in-publicanalyticshttps://echalupa.com/blog/n8n-silent-failure-docker-networking/https://echalupa.com/blog/n8n-silent-failure-docker-networking/How a Docker networking misconfiguration silently broke an n8n workflow for three weeks without triggering any alerts.Wed, 12 Aug 2026 00:00:00 GMTautomationn8ndockerdebuggingself-hostedautomationhttps://echalupa.com/blog/docker-synology-nas/https://echalupa.com/blog/docker-synology-nas/How I migrated six production Docker services from a Mac Mini to a Synology NAS without touching DNS, changing ports, or taking the internet down. Includes the AVX2/Apollo Lake gotcha that almost killed the migration.Tue, 14 Jul 2026 00:00:00 GMTengineeringdockersynologyself-hostingcloudflare-tunnelsdevopshttps://echalupa.com/blog/splitting-docker-across-mac-synology-nas/https://echalupa.com/blog/splitting-docker-across-mac-synology-nas/How I moved six production services from a RAM-constrained Mac Mini to a Synology NAS using Cloudflare tunnel ingress-flip, zero DNS changes, and one AVX2 segfault that almost killed the migration.Tue, 14 Jul 2026 00:00:00 GMTengineeringdockersynologycloudflare-tunnelsself-hostingdevopshttps://echalupa.com/blog/building-ai-agents-that-ship-okf-n8n-langfuse/https://echalupa.com/blog/building-ai-agents-that-ship-okf-n8n-langfuse/How to build sellable AI agents using Google's Open Knowledge Format for portable definitions, n8n as the build and execution runtime, and Langfuse for observability.Sat, 11 Jul 2026 00:00:00 GMTengineeringai-agentsn8nlangfuseokfopen-sourceautomationhttps://echalupa.com/blog/eval-gate-acceptance-test-ai-agents/https://echalupa.com/blog/eval-gate-acceptance-test-ai-agents/How I built an eval gate that an AI agent has to pass before it earns more autonomy, and what happened the first time I pointed it at my own content pipeline.Wed, 01 Jul 2026 00:00:00 GMTai-toolsai-agentsllm-evaluationagent-autonomyllm-as-judgecontent-automationai-qualityhttps://echalupa.com/blog/knxt-fm-ai-internet-radio-station/https://echalupa.com/blog/knxt-fm-ai-internet-radio-station/A full build guide for KNXT-FM: self-hosted internet radio with an AI DJ, a 6-daypart program clock, a vibe-tagged 17,000-track library, and a passphrase-gated request chat. All running on Docker with no managed services.Tue, 30 Jun 2026 00:00:00 GMTautomationinternet-radioaiself-hostedliquidsoapicecast2voice-cloningbuild-in-publicdockerhttps://echalupa.com/blog/qwen3-27b-mtplx-benchmark-mac-studio/https://echalupa.com/blog/qwen3-27b-mtplx-benchmark-mac-studio/Claude Code built the harness, I set the direction and caught the confounds. Five 8-bit serving stacks for Qwen3.6-27B on an M3 Ultra, measured warm and isolated, with the methodology mistakes that nearly shipped as facts.Sun, 28 Jun 2026 00:00:00 GMTengineeringllmself-hostedmac-studioqwenmtplxmlxbenchmarkingspeculative-decodinglocal-aiclaude-codehttps://echalupa.com/blog/schema-markup-ai-attribution/https://echalupa.com/blog/schema-markup-ai-attribution/I ran a schema audit on whtnxt.io with Claude Code and found zero author attribution on all 21 posts. Here's what was broken, what we fixed, and the 5-step audit you can run on your own site.Sat, 27 Jun 2026 00:00:00 GMTengineeringschema-markupstructured-dataseoai-searchentity-graphjson-ldhttps://echalupa.com/blog/build-a-local-coding-agent/https://echalupa.com/blog/build-a-local-coding-agent/A practical guide to a local, loop-driven coding agent: the one-brain-plus-small-specialists shape, the five rules that make it work, and how to stand it up on your own hardware.Sun, 21 Jun 2026 00:00:00 GMTengineeringlocal-aiagentic-codingllmself-hostedclaude-codebuild-in-publicguidehttps://echalupa.com/blog/local-models-for-the-loop/https://echalupa.com/blog/local-models-for-the-loop/A follow-up to my local-model bake-off: which one actually holds up inside a loop-driven coding agent. Real benchmarks, screenshots, and the two places my own measurement was wrong.Sun, 21 Jun 2026 00:00:00 GMTengineeringlocal-aillmagentic-codingdeepseekqwenmac-studioclaude-codebuild-in-publichttps://echalupa.com/blog/create-discord-bot-for-ai-agent/https://echalupa.com/blog/create-discord-bot-for-ai-agent/A focused walkthrough of creating a Discord bot for an AI agent: registering the app, getting the token, enabling the two privileged intents that fail silently, and inviting it with the right permissions.Sun, 14 Jun 2026 00:00:00 GMTautomationdiscord-botai-agentsself-hostedhttps://echalupa.com/blog/self-hosted-ai-discord-pm-bot/https://echalupa.com/blog/self-hosted-ai-discord-pm-bot/A step-by-step guide to running an AI agent as a Discord bot on your own server, built for my Dallas AI project team: tasks, meeting notes, recurring Google Meets, plus the two silent failures that cost me an afternoon and how I found them.Sun, 14 Jun 2026 00:00:00 GMTautomationai-agentsdiscord-botself-hosteddockermcphttps://echalupa.com/blog/self-hosted-hermes-agent-setup/https://echalupa.com/blog/self-hosted-hermes-agent-setup/A prerequisite guide to installing Hermes, creating an isolated agent profile, splitting persona from project instructions, and minting the Google OAuth refresh token that calendar access quietly depends on.Sun, 14 Jun 2026 00:00:00 GMTautomationhermesai-agentsself-hostedgoogle-oauthhttps://echalupa.com/blog/n8n-marketing-automation-engine/https://echalupa.com/blog/n8n-marketing-automation-engine/Step-by-step guide to self-hosting n8n on a Mac Mini, connecting it to a CRM, and building your first marketing automation workflow at zero marginal cost.Sun, 07 Jun 2026 00:00:00 GMTautomationn8nmarketing-automationself-hosteddockerhttps://echalupa.com/blog/local-llm-benchmark-mac-studio-m3-ultra/https://echalupa.com/blog/local-llm-benchmark-mac-studio-m3-ultra/I asked Claude Code to help me figure out which local LLM was actually best for coding on my Mac Studio. It refused to guess and built a benchmark instead. Here is what we found, what surprised me, and where I had to override Claude.Wed, 03 Jun 2026 00:00:00 GMTengineeringllmself-hostedmac-studioqwendeepseekbenchmarkinglocal-aimlxclaude-codehttps://echalupa.com/blog/local-ai-models-jargon-guide/https://echalupa.com/blog/local-ai-models-jargon-guide/bf16, Q4_K_M, GGUF, MTP — model names are a wall of acronyms. Here's what they actually mean and whether the model will run on your Mac.Tue, 02 Jun 2026 00:00:00 GMTai-toolslocal-modelsllmollamaapple-siliconai-toolshttps://echalupa.com/blog/cloudflare-tunnels-docker/https://echalupa.com/blog/cloudflare-tunnels-docker/The complete guide to running production Docker apps on a local machine with Cloudflare Tunnels — no open ports, no static IP, no VPS needed.Fri, 29 May 2026 00:00:00 GMTengineeringdockercloudflare-tunnelsself-hostingdevopscloudflare-zero-trusthttps://echalupa.com/blog/mac-pro-6-1-llama-cpp-firepro-d300-vulkan-ubuntu/https://echalupa.com/blog/mac-pro-6-1-llama-cpp-firepro-d300-vulkan-ubuntu/Running 3B LLMs at 22 tok/s on a 2013 Mac Pro with dual FirePro D300 GPUs under Ubuntu. Covers Vulkan setup, llama.cpp build, systemd config, and three hardware-specific traps that silently break inference.Mon, 25 May 2026 00:00:00 GMTengineeringllmself-hostedlinuxllama-cppamdvulkanlocal-aihttps://echalupa.com/blog/cooper-hunter-mini-split-apple-home-homebridge/https://echalupa.com/blog/cooper-hunter-mini-split-apple-home-homebridge/How to identify Cooper & Hunter mini-splits as Midea OEM, extract credentials from the macOS companion app, and connect them to Apple Home via homebridge-midea-platform.Wed, 20 May 2026 00:00:00 GMTautomationhomebridgehomekitsmart-homehvactutorialhttps://echalupa.com/blog/marketing-ops-ai-execution/https://echalupa.com/blog/marketing-ops-ai-execution/AI writes copy and wires automations in minutes. But the person who connects pricing to CRM to dashboard is about to become the most secure job in marketing. Here's why, with a real system I built.Wed, 06 May 2026 00:00:00 GMTmarketingmarketing-opsartificial-intelligencen8nautomationbusiness-operationshttps://echalupa.com/blog/google-search-console-mcp-claude-code/https://echalupa.com/blog/google-search-console-mcp-claude-code/A step-by-step guide to building a lightweight MCP server that lets Claude Code read your Google Search Console data directly. No more copy-pasting analytics into chat.Thu, 30 Apr 2026 00:00:00 GMTai-toolsmcpgoogle-search-consoleclaude-codeseotypescriptautomationhttps://echalupa.com/blog/tribe-brain-scoring/https://echalupa.com/blog/tribe-brain-scoring/A brain model that scores marketing copy before it ships. Here is how TRIBE v2 works and why one headline scored 0.72 while another scored 0.38.Wed, 29 Apr 2026 00:00:00 GMTai-toolsneurosciencemarketing-opsai-agentsbuild-in-publiccopywritinghttps://echalupa.com/blog/repeatable-ppc-audit-pipeline/https://echalupa.com/blog/repeatable-ppc-audit-pipeline/Most demand gen teams treat competitive intelligence as a quarterly exercise. I built a four-stage pipeline that produces a prospect audit in two hours using DataForSEO, on-page crawlers, and Claude Code.Thu, 23 Apr 2026 00:00:00 GMTmarketingppccompetitive-intelligencemarketing-opsclaude-codeautomationdataforseohttps://echalupa.com/blog/sales-stopped-believing-your-leads/https://echalupa.com/blog/sales-stopped-believing-your-leads/Scoring models alone don't fix the marketing and sales handoff. Belief does. Why autonomy and co-build with sales determine whether lead programs actually convert.Mon, 20 Apr 2026 00:00:00 GMTmarketinglead-scoringsales-and-marketing-alignmentmarketing-leadershiprevopsmarketing-opsmarketing-automationhttps://echalupa.com/blog/agentic-mix-local-models-cloud-strategy/https://echalupa.com/blog/agentic-mix-local-models-cloud-strategy/Token monopolization is the new walled garden. Here's why I treat my AI stack like a media mix — and what that looks like in practice.Sat, 18 Apr 2026 00:00:00 GMTautomationai-strategylocal-modelsautomationbuild-in-publicagent-systemshttps://echalupa.com/blog/productivity-stack-nobodys-selling-you/https://echalupa.com/blog/productivity-stack-nobodys-selling-you/I run my agency, job search, book, and personal life from one VS Code window. Here's the orchestrator pattern that made it work.Thu, 09 Apr 2026 00:00:00 GMTautomationbuild-in-publicautomationself-hostedclaude-codemarketing-opshttps://echalupa.com/blog/toon-format-ai-agent-token-savings/https://echalupa.com/blog/toon-format-ai-agent-token-savings/How switching from JSON to TOON encoding in my MCP servers reduced AI agent token consumption by 30-45% on real production queries. Full benchmark data and implementation guide.Fri, 03 Apr 2026 00:00:00 GMTautomationtoon-formattoken-optimizationmcp-serversai-agentsclaude-codejson-alternativehttps://echalupa.com/blog/stop-fixing-weaknesses-find-your-fulcrum/https://echalupa.com/blog/stop-fixing-weaknesses-find-your-fulcrum/Most people end Q1 asking what they should get better at. That's the wrong question. The better question is where you already have leverage.Tue, 31 Mar 2026 00:00:00 GMTmarketingstrategybusiness-growthleverageself-assessmentmarketing-opshttps://echalupa.com/blog/google-ads-ngram-script/https://echalupa.com/blog/google-ads-ngram-script/Learn how a Google Ads n-gram script breaks your search terms into individual words and phrases so you can cut wasted spend, find new keywords, and optimize campaigns faster.Fri, 20 Mar 2026 00:00:00 GMTmarketinggoogle-adsPPCkeyword-optimizationscriptshttps://echalupa.com/blog/mcp-servers-for-marketers/https://echalupa.com/blog/mcp-servers-for-marketers/A practical guide to Model Context Protocol servers - the universal adapters that let your AI assistant control HubSpot, Google Ads, and more.Thu, 12 Mar 2026 00:00:00 GMTai-toolsMCPClaudeAI toolsmarketing automationHubSpothttps://echalupa.com/blog/reddit-lead-gen-n8n/https://echalupa.com/blog/reddit-lead-gen-n8n/An automated workflow that finds high-intent prospects on Reddit every day and delivers an actionable digest.Sun, 08 Mar 2026 00:00:00 GMTmarketingn8nredditlead-generationsocial-listeningautomationhttps://echalupa.com/blog/ai-lead-magnet-chat/https://echalupa.com/blog/ai-lead-magnet-chat/How I built a RAG-powered conversational widget that replaces gated PDFs with real-time value exchange and scores leads implicitly based on what they ask.Thu, 05 Mar 2026 00:00:00 GMTai-toolsragn8nlead-generationsupabasechatbothubspotconversational-marketinglead-scoringhttps://echalupa.com/blog/influencer-scoring-pipeline/https://echalupa.com/blog/influencer-scoring-pipeline/How I built an n8n workflow that scrapes LinkedIn and Instagram data for thousands of contacts and classifies them into influencer tiers.Sun, 01 Mar 2026 00:00:00 GMTautomationn8ninfluencer-marketinglinkedindata-enrichmenthubspotapifyhttps://echalupa.com/blog/multi-agent-ai-stack/https://echalupa.com/blog/multi-agent-ai-stack/A deep dive into NxtOps — a self-hosted orchestration platform running 7 Claude Code agents with per-agent permissions, n8n workflows, Qdrant vector memory, and Langfuse tracing on a Mac Mini.Sun, 15 Feb 2026 00:00:00 GMTai-toolsclaude-ain8ndockerqdrantself-hostedmulti-agent-ailangfusemac-minihttps://echalupa.com/blog/maintaining-pipeline-budget-cut/https://echalupa.com/blog/maintaining-pipeline-budget-cut/Ad budget cut in half. Pipeline targets unchanged. Here's the exact system that kept results steady — channel reallocation, funnel compression, and automation. If you're being asked to do more with less, start here.Tue, 20 Jan 2026 00:00:00 GMTmarketingbudget-optimizationmarketing-automationhubspotconversion-optimizationpaid-mediapipeline-managementhttps://echalupa.com/blog/2025-year-built-systems/https://echalupa.com/blog/2025-year-built-systems/How shifting from tactical marketing to systems thinking transformed my approach to digital marketing, automation, and content infrastructure in 2025.Sat, 03 Jan 2026 00:00:00 GMTmarketingsystems-thinkingmarketing-automationyear-in-reviewcontent-strategyvibe-codingdigital-marketinghttps://echalupa.com/blog/designing-for-doubt-psychology-rewatch/https://echalupa.com/blog/designing-for-doubt-psychology-rewatch/The best performing short-form content isn't the clearest — it's the content that makes you watch twice. Here's the psychology behind rewatch optimization and how to engineer it.Tue, 30 Dec 2025 00:00:00 GMTmarketingcontent-strategypsychologysocial-mediaalgorithmsrewatch-optimizationshort-form-videohttps://echalupa.com/blog/connect-wordpress-claude-mcp/https://echalupa.com/blog/connect-wordpress-claude-mcp/Step-by-step guide to connecting WordPress to Claude Desktop using Model Context Protocol (MCP). Includes real-world troubleshooting tips and practical content creation workflows.Fri, 26 Dec 2025 00:00:00 GMTai-toolswordpressclaude-aimcpautomationtutorialcontent-creationhttps://echalupa.com/blog/automated-job-search-pipeline/https://echalupa.com/blog/automated-job-search-pipeline/How I built an end-to-end automated job search system using Python, Claude AI, Qdrant RAG, and Playwright for multi-platform scraping, AI scoring, and auto-generated cover letters.Wed, 10 Dec 2025 00:00:00 GMTautomationpythonclaude-aiplaywrightn8nautomationjob-searchraghttps://echalupa.com/blog/gratitude-campaign-case-study/https://echalupa.com/blog/gratitude-campaign-case-study/A case study on how a two-phase, values-first Q4 campaign used gratitude activation, tiered segmentation, 1:1 sales outreach, and ambassador referrals to close revenue gaps without deep discounting.Sun, 30 Nov 2025 00:00:00 GMTmarketingcampaign-strategyemail-marketingsales-enablementambassador-marketingconversion-optimizationhttps://echalupa.com/blog/create-dynamic-podcast-content-with-activepieces-and-perplexity-ai/https://echalupa.com/blog/create-dynamic-podcast-content-with-activepieces-and-perplexity-ai/A complete walkthrough of automating weekly podcast content preparation using Activepieces, Perplexity AI, Google Docs, Discord, and FormBricks — from news sourcing to formatted show notes.Tue, 04 Feb 2025 00:00:00 GMTautomationactivepiecesperplexity-aipodcast-automationcontent-workflowopen-sourcegoogle-docshttps://echalupa.com/blog/activepieces-twitter-automation/https://echalupa.com/blog/activepieces-twitter-automation/A step-by-step guide to building an automated Twitter posting workflow using Activepieces, Apify Reddit scraping, and ChatGPT for AI-generated social content.Sun, 08 Dec 2024 00:00:00 GMTautomationactivepiecestwitter-automationapifychatgptopen-sourcesocial-media-automationhttps://echalupa.com/blog/how-to-track-utms-in-googles-ga4-google-analytics/https://echalupa.com/blog/how-to-track-utms-in-googles-ga4-google-analytics/A practical guide to generating UTM links, tracking them in GA4, and using UTM parameters to measure campaign performance — including a free UTM link generator template.Sat, 07 Dec 2024 00:00:00 GMTmarketinggoogle-analyticsutm-trackingga4campaign-measurementdigital-marketinghttps://echalupa.com/blog/linkedin-meets-python/https://echalupa.com/blog/linkedin-meets-python/A walkthrough of setting up an open-source Python bot that automates LinkedIn Easy Apply job submissions — from installation to configuration to execution.Fri, 08 Nov 2024 00:00:00 GMTautomationlinkedinpythonjob-searchautomationgithubcareerhttps://echalupa.com/blog/marketing-in-education-matters/https://echalupa.com/blog/marketing-in-education-matters/The education landscape has changed dramatically. Schools now compete for students the same way businesses compete for customers. Here's why strategic marketing is critical in K-12 and higher education.Mon, 21 Oct 2024 00:00:00 GMTmarketingeducation-marketingk12-marketinghigher-edcrmcontent-strategylead-generationhttps://echalupa.com/blog/ai-made-easy-with-poe/https://echalupa.com/blog/ai-made-easy-with-poe/A beginner-friendly guide to using Poe AI to create custom chatbots trained on your own data — perfect for marketing teams, education professionals, and content creators.Sat, 07 Sep 2024 00:00:00 GMTai-toolspoe-aicustom-chatbotsai-marketingllmprompt-engineeringopen-source-aihttps://echalupa.com/blog/braggin-about-tex/https://echalupa.com/blog/braggin-about-tex/A tribute to Bill Bragg, the legendary voice of Big Tex at the Texas State Fair, and the unforgettable poem about buying President Lyndon B. Johnson a Coke in 1971.Sat, 05 Aug 2017 00:00:00 GMTcreativetexas-state-fairbig-texstorytellinglbjtexas-history