A plain guide to server-side tracking: why browser tracking loses conversions and how a GTM server container on Stape sends clean data to GA4, Google Ads and Meta. Your ads say 20 sales. Your store says 40. The other 20 did not vanish. Your…
Every morning used to start the same way: me, half awake, scrolling through hundreds of unread messages across my group chats — a study group, a project team, friends — trying to figure out what I actually missed while I slept. A…
AI-Post-Generator is a Python command-line tool that generates professional Arabic posts for WhatsApp and Telegram channels. I originally built it on a hosted API — and for this challenge I added a new mode that runs it on a local open-weight…
I run several small sites on one Ubuntu VPS. Mail goes out through Postfix, gets signed by OpenDKIM, and then leaves through a shared SMTP relay (Hostinger, which sends onward via MailChannels). I don't send directly from the VPS because…
Most AI voice demos start with a telephony API. You get webhooks, clean call events and an audio stream, and the interesting problem is the conversation. My Google Voice Dispatch Agent doesn't get any of that. It drives Google Voice…
For the adjacent developer-tools workflow, treat the generated incident report similarly: the application owns the report bytes, checksum, recipient decision, and email template version; an email transport accepts the attachment and returns a transport identifier. This shared ownership boundary prevents…
Just under 7 years ago, I wrote Slow Data. In it, we explored how XMPP on ridiculously slow links had been, and in some cases could be, improved. This is the follow-up. It's taken 7 years for me to get around to…
Blog · ai-chatbot · heshbot · heshllm · October 29, 2026 · Trevor Heshka What a website AI chatbot really needs: a small widget, one server endpoint, a knowledge file built from your own pages, and guardrails. Worked example: HeshBot on HeshLLM:20B. Most website chatbots fail the…
Setting a video avatar in Telegram sounds simple until you try it on an iPhone. Telegram silently rejects HEVC (H.265) files, which is what every modern iOS device records by default. No error message. Just nothing happens. Users think the bot…
Insurance verification is one of those workflows that looks simple from the outside and messy from the inside. A patient is scheduled. The clinic needs to know whether the patient's coverage is active. Someone calls the carrier, waits through the…
Language releases, package managers, VMs, and performance updates (JIT/AOT).
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