Spam Detection for Inbound Agent Mail
Spam aimed at a human wastes attention; spam aimed at an autonomous agent becomes input — so filter it before the model ever sees it: curl --request P…
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Spam aimed at a human wastes attention; spam aimed at an autonomous agent becomes input — so filter it before the model ever sees it: curl --request P…
Debugging a misbehaving email agent at 2am is a special kind of miserable. Your application logs say the LLM "decided to follow up." Cool — with whom?…
You built an outreach agent, it sent 80 follow-ups this week, and you have no idea what happened to any of them. Did the prospect open the message? Cl…
Your procurement agent needs three quotes for a hardware order. The vendor on the other side runs a sales agent that answers pricing questions automat…
The most effective safety control for an email agent isn't a better model, a longer system prompt, or a stricter eval suite. It's a draft folder. Here…
The best contact-enrichment vendor you'll ever use is the bottom three lines of the emails already sitting in your inbox. Roughly 82% of business emai…
A helpdesk widget waits for customers to come to you; the support inbox is where they already went. Order status questions, return requests, shipping …
Before: a customer emails "production is down" at 11pm, the message sits unread until someone opens the shared inbox at 8am, gets forwarded to the wro…
You probably remember when the tracking cookie died. Browsers blocked them, regulators demanded banners for them, and the advertising industry spent y…
Most conversational state management assumes the conversation is happening — a chat session, a websocket, a context window. Email breaks that assumpti…
An entire appointment-reminder system hangs off this one request: curl --request GET \ --url 'https://api.us.nylas.com/v3/grants/<NYLAS_GRANT_ID>…
Every team has a version of this story. The meeting ends, somebody says "I'll send the recap," everyone nods, and three days later a decision nobody w…
A single inbound email rule can carry up to 50 match conditions and 20 actions — and it runs inside the mail infrastructure itself, before your webhoo…
How many of the customers you onboarded last month actually booked the kickoff call you emailed them about? If you can't answer that without checking …
A candidate finishes your take-home on a Friday afternoon. By the time a recruiter has cross-referenced three interviewers' calendars and emailed back…
Here's how the story usually goes. Saturday afternoon, you wire a language model to a mailbox for the first time. You type "summarize my unread mail" …
8:30 AM: you kick off the inbox-zero loop while the coffee brews. 8:35 AM: yesterday's 50 unread messages are sorted into four buckets, replies are dr…
Email signatures are the most valuable dataset your CRM is throwing away. Roughly 82% of business email carries a signature with at least a name and t…
This is what most agent email code looks like today: // SendGrid / Resend / Postmark — outbound only await sendgrid . send ({ to : " prospect@example.…
You built the outbound half of an email agent. It sends a well-crafted message, the recipient writes back six hours later... and your agent has no ide…
Ever watched an email agent reply to the same message twice? The recipient gets two near-identical responses seconds apart, screenshots them, and your…
Day 0, 10:00 — your agent sends a demo follow-up. Day 2, 14:37 — the prospect replies with a question. Day 2, 14:39 — they send a second thought. Day …
DreamHost is shutting down their hosted Mailman service on July 31. If you run a list there, you already know. If you don't, it's worth understanding …
Email is one of those things that's genuinely hard to test. It goes out through an SMTP server, lands in a real inbox, and you have no programmatic wa…
Every day, over 3 billion phishing emails are sent worldwide. Many of them claim to be from legitimate organizations: your bank, your employer, your S…
Medusa v2 has a notification module. It's designed exactly for transactional email — you register a provider, configure templates, and the module fire…
Your SPF record looks correct. You added the include values your email provider told you to add. You saved the record. Emails are still landing in spa…
Your SOC2 audit window opens in three months. Your DMARC policy is p=none . Your auditor is going to flag it. Not because p=none is wrong as a startin…
Revenue dropped overnight. Your transactional emails — password resets, invoices, order confirmations — aren't reaching customers. Support tickets sta…
Да, я победил спам! Не "в основном", а "полностью и окончательно". Без всяких "почти". По крайней мере, на 99.9% победил. Причем этот 0.1% - не спам, …