scout
Reads my LinkedIn + X every morning. Pulls posts, classifies by topic, extracts pull-quotes, queues thread expansions for the editor agent.
An open archive of every system I ship, every essay I write, every fund I work with, every post I publish. Drafted in Notion, reviewed by me, published when ready — and increasingly seeded by a small set of agents I’m building to watch my Slack, GitHub, and the wider VC world.
Updated when I publish. Follow along on LinkedIn, X, or via RSS.
Reads my LinkedIn + X every morning. Pulls posts, classifies by topic, extracts pull-quotes, queues thread expansions for the editor agent.
Watches GitHub + the deploy logs. Catches every push, writes the ship note, tags the affected product, drops the entry into the build log.
Reads my Loom recordings + client Slack threads (with permission). Anonymizes, summarizes, drafts case study notes. The hardest agent to get right.
Reads the wider VC + AI world. Surfaces other operators, essays worth reading, tools to watch, signal worth pulling into a writeup.
The pillars that don't move, the ones that do, and how to tell them apart. Five owned layers, two rental layers, and the architecture that survives the next eighteen months of model and agent churn.
The Lab is Claude-designed, Claude-coded, and fed by a swarm of routine agents wired into every public endpoint of the company. Here's what's under the hood — and what it costs to run.
Read →The week 'forward-deployed engineer' stopped being a niche services title and started looking like AI's most-coveted role — plus what shipped, what flipped, the eight must-reads.
Read →Convert a DocSend deck to PDF for free — 3 methods compared — plus the one thing no other converter does: routing it straight into your CRM.
An operator's honest take on what a live multi-agent swarm actually costs to run — where the money really goes, and the levers that cut the bill.
Affinity or Attio for your venture capital CRM? Real 2026 pricing, migration costs, and the adoption data on what actually gets used after month three.
‘Loop engineering’ means letting a system prompt your AI agents instead of you. An honest verdict from an operator who runs production loops every day.
When anybody can build anything, the operator who disappears becomes the system's actual failure mode. Three signals this week made the same call from three completely different angles.
Anthropic filed an S-1. OpenAI shipped Codex Sites. Microsoft launched Scout. Uber capped coding agents at $1,500/month. Five companies, one through-line.
Opus 4.8 launched. ChatGPT absorbed MCP. Claude Code shipped parallel agents. The model isn't the product anymore — the operating layer is. What shipped, what flipped, what to read.
Output is free now. Judgment is the bottleneck. Every smart voice this week arrived at the same claim from a different chair. The next coveted role isn't the FDE — it's the reviewer.
What shipped, what flipped, and the eight posts worth your click — so you don't have to scroll X all weekend. The week output got free and judgment got expensive.
The pillars that don't move, the ones that do, and how to tell them apart. Five owned layers, two rental layers, and the architecture that survives the next eighteen months of model and agent churn.
The Lab is Claude-designed, Claude-coded, and fed by a swarm of routine agents wired into every public endpoint of the company. Here's what's under the hood — and what it costs to run.
The week 'forward-deployed engineer' stopped being a niche services title and started looking like AI's most-coveted role — plus what shipped, what flipped, the eight must-reads.
I've been building software for over a decade. I founded Junglebee in 2016. A few weeks ago, I decided to rebuild the entire platform from scratch — no engineering team, no sprints, just me and AI coding agents.
I didn't plan to spend $1,300 on Perplexity Computer this month. Or max out both my OpenAI and Claude Max plans at $200 each. Here's the honest breakdown of every AI agent tool I tested — what actually works, what's hype, and what I'd do differently.
$10k / month. Whatever your fund needs, shipped that month. Book a 30-min intro and I’ll tell you which three systems I’d ship first.