$ cat ~/linkedin/posts/today.json

most "AI agents" in production are just cron jobs with an LLM in the middle.

most "AI agents" in production are just cron jobs with an LLM in the middle. i run 50+ automated skills across 4 live sites. daily content generation, SEO briefs, CRM enrichment, lead scoring, outbound personalization. none of them are "autonomous agents" in the way twitter talks about them. they...

what's running unattended in your stack right now?

Inspired by Swyx: "Discusses the evolution of AI agents from hype to practical ..." source2500 likes, 450 comments

i used to send 200+ cold emails a day from a primary domain with no warmup on SalesLoft.

i used to send 200+ cold emails a day from a primary domain with no warmup on SalesLoft. no secondary domains. no Instantly rotation. just vibes and a prayer that IT wouldn't notice the bounce rate. i manually built buying committees in Salesforce. clicked through LinkedIn, found the VP of Ops, th...

former SDRs building automation now... what was your breaking point?

Inspired by Sami Rahman: "Discusses building scalable GTM engines by integrating engin..." source1200 likes, 89 comments

AI coding tools automate 80% of routine tasks. the problem is the other 20% is where all the decisions live.

AI coding tools automate 80% of routine tasks. the problem is the other 20% is where all the decisions live. i use Claude Code for everything. it writes my React components, generates my API routes, scaffolds entire features. genuinely fast. but last week it generated a "working" enrichment pipeli...

what's the worst "technically correct" thing an AI tool generated for you?

Inspired by Nat Friedman: "Predicts the rise of AI-powered developer tools automating 8..." source3200 likes, 560 comments

your content strategy is broken because it's disconnected from your sales data.

your content strategy is broken because it's disconnected from your sales data. i write content that feeds my outbound. literally. not metaphorically. my daily cron pulls SEO keyword gaps, cross-references them against my ICP's job titles in Attio, and generates content briefs that target the exac...

does your content actually connect to your pipeline, or is it running on a separate track?

Inspired by Aja Frost: "Outlines a content strategy playbook for B2B SaaS, focusing ..." source2500 likes, 210 comments

i run 4 live websites, 50+ AI skills, a CRM, and an outbound engine. no employees. no contractors. one monorepo.

i run 4 live websites, 50+ AI skills, a CRM, and an outbound engine. no employees. no contractors. one monorepo. the stack that makes this possible: ✅ Next.js on Cloudflare (4 sites, one deploy pipeline) ✅ Claude Code for all development (Opus on Max sub) ✅ Qwen 2.5 14B on local Ollama for high-fr...

solo builders... what's the one tool you'd never give up?

Inspired by Pieter Levels: "Pieter shares his journey as a solo founder building and shi..." source12000 likes, 450 comments

if your "personalized" cold email starts with "i saw your company is hiring for..." you're using the same prompt as 10,000 other senders.

if your "personalized" cold email starts with "i saw your company is hiring for..." you're using the same prompt as 10,000 other senders. hiring signals are table stakes now. every outbound tool surfaces them. that's not personalization, that's pattern matching on public data. what actually works ...

comment "PLAY" and i'll walk you through the Clay setup.

Inspired by Kyle Coleman: "Explains outbound automation strategies using AI to personal..." source1800 likes, 145 comments

i was a plumber before i was an SDR before i was a GTM engineer before i started building AI systems.

i was a plumber before i was an SDR before i was a GTM engineer before i started building AI systems. no CS degree. no bootcamp. no "always been passionate about technology" origin story. i learned to solder copper pipes before i learned to write Python. and honestly, the skills transfer more than...

what's the most unexpected background that led you to your current role?

Inspired by KP (Karthik Pattabiraman): "KP documents his pivot from Amazon engineer to solo founder,..." source4500 likes, 210 comments

sales, marketing, and CS alignment isn't a people problem. it's a data model problem.

sales, marketing, and CS alignment isn't a people problem. it's a data model problem. if your sales team tracks leads in Salesforce, marketing measures MQLs in HubSpot, and CS logs tickets in Zendesk... you don't have a collaboration issue. you have three separate databases pretending to describe t...

how many systems does a single lead record touch in your stack?

Inspired by Dan Tyre: "Breaks down revenue operations as the backbone of GTM succes..." source900 likes, 67 comments

everyone's talking about multi-agent orchestration. nobody's talking about multi-agent logging.

everyone's talking about multi-agent orchestration. nobody's talking about multi-agent logging. i run parallel Claude Code agents across my monorepo. they research, write code, generate content, scan for security issues. sometimes 4-5 running at once. the hard part isn't getting them to run. it's ...

what's your observability setup for AI workloads?

Inspired by Andrej Karpathy: "Explores the infrastructure challenges in scaling AI agents ..." source4500 likes, 780 comments

i shipped 47 features last month. none of them took more than a day.

i shipped 47 features last month. none of them took more than a day. not because they were trivial. because i scope ruthlessly. last tuesday's list: - added PostHog tracking to landing page CTAs (2 hours) - built a Clay table for conference sponsor enrichment (3 hours) - fixed SSE reconnection bug...

what's blocking you from shipping daily?

Inspired by Sahil Lavingia: "Sahil reflects on pivoting from Pinterest to founding Gumroa..." source15000 likes, 600 comments