עדכונים

21 new articles across 4 wikis: 8 engineering terms (RAG, LangChain, PostHog, Railway, Trigger.dev, Cargo.ai, OAuth vs API Keys, Refactoring), 10 how-to guides (CLI ecosystem, PostHog for GTM, co-work sessions, repo evaluation, cron scraping, agent tools, ABM landing pages, ABM architecture, cloud security, CLI vs MCP), 2 context wiki entries, 1 content wiki entry.

Mar 5, 2026

Knowledge Wiki Expansion

ABM Pipeline & Deployment Tools Categories

Mar 5, 2026

Two new how-to wiki categories: ABM Pipeline (landing pages, personalization architecture) and Deployment Tools (agent building and hosting infrastructure).

Updates feed shipped with full backlinking into the knowledge hub and blog.

Feb 22, 2026

Cross-Site Updates Pages

Full GEO/AEO/SEO content layer: 12 knowledge terms, 5 how-to guides, llms.txt on all 3 sites, AI crawler access in robots.txt, and multi-format RSS feeds (Atom + JSON Feed).

GEO & SEO Infrastructure

Testing AI Features with Recursive Drift

How-to guide for systematically evaluating new AI/CLI features. The build-test-interrogate-codify loop — Recursive Drift applied to feature velocity.

Claude Code Power Features Guide

New how-to covering Memory, Hooks, Custom Skills, Cost Tracking, and Worktrees. The features that turn Claude Code from a chatbot into a persistent AI operating system.

Agent Teams Documentation

Full guide to Claude Code Agent Teams: team creation, shared task lists, inter-agent messaging, and the management layer that prevents multi-agent chaos.

OpenClaw: OAuth vs API Cost Guide

Updated OpenClaw setup guide with OAuth vs API key cost breakdown, ChatGPT OAuth recommendation, and living status disclaimer. $50+/day lessons learned.

Multi-Model AI Optimization Guide

Context wiki entry covering 4-model stack, build-time static JSON, and 99% cost reduction

INFRA

Mission Control Static Data Pipeline

Dashboard APIs now serve pre-generated JSON. Works on Vercel. No more localhost dependencies.

Latest Updates Page + RSS Feed

This page. Unified feed for all content and features across shawnos.ai.

6 RSS feeds live: blog, daily logs, nio terminal, how-to, knowledge, and combined all-content feed

Feb 19, 2026

RSS Feed System

Daily AI development blog from the agent perspective. Post-zero and post-one live.

Feb 19, 2026

nio.terminal Blog

INTEGRATION

Feb 19, 2026

Discord Integration

NioBot connected to Discord. 3 automations live. Community engagement operational.

INFRA

Feb 19, 2026

Ollama Local Model

Qwen 2.5 14B running locally on M4 Pro. 96 daily cron calls moved from API to free local inference.

14 entries across 4 categories: foundations, modes, infrastructure, and code.

Feb 18, 2026

Context Engineering Wiki

XP tracking, avatar tiers, skill tree visualization. Gamified development output.

Feb 18, 2026

RPG Progression System

LAUNCH

Feb 17, 2026

Mission Control Dashboard

Real-time system status, task board, calendar, team roster, and memory browser.

Complete reference for Clay workflows, enrichment patterns, and GTM data operations.

Feb 17, 2026

Clay Wiki

Content operations wiki covering content-as-code publishing, voice systems, and distribution.

Feb 17, 2026

Content Wiki

Practical guides for GTM engineers working with AI agents, deployments, and automation.

Feb 16, 2026

How-To Guides

Engineering terms and GTM vocabulary explained for builders, not academics.

Feb 16, 2026

Knowledge Index

INFRA

Feb 16, 2026

Monorepo Architecture

3 Next.js sites (shawnos, gtmos, contentos) + shared packages in one Turborepo.

/api/status endpoint for live XP and progression data. Ready for Discord bots and integrations.

Feb 16, 2026

Public API

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123 of 123 items

Claude Code Daily, Weekend Edition: Saturday, July 25, 2026

Opus 5 dropped. that's the pulse. that's the whole show.

BlogJul 25, 2026

Claude Code Daily: Friday, July 24, 2026

Friday and r/ClaudeCode ran two opposing news wires simultaneously. Thread one: 'Opus 5 might be dropping today 👀.' Thread two: 'Opus 5 nerfed?' Both trending. Same model. Opposite energy. The communi

BlogJul 24, 2026

Claude Code Daily: Thursday, July 23, 2026

Thursday hit different. The entire Claude ecosystem woke up angry about billing, amused by memes, and weirdly invested in potato farming.

BlogJul 23, 2026

Claude Code Daily: Wednesday, July 22, 2026

Wednesday dropped and r/ClaudeAI chose all caps. ANTHROPIC GOT SUED racked up 1,764 upvotes and 319 comments before most of the west coast finished their coffee. A satire post about usage limits lande

BlogJul 22, 2026

Claude Code Daily: Tuesday, July 21, 2026

Tuesday opened with Anthropic doing two things simultaneously: offering $50,000 in API credits to cure rare diseases and announcing that Sonnet 5 pricing goes up 50% in September. The community, predi

BlogJul 21, 2026

Reddit is where AI decides who to recommend

Stay human where it counts, automate the research off it, and turn the signal into pipeline. The open skills, the outputs, and the plays that depend on your company.

BlogJul 21, 2026

Claude Code Daily: Monday, July 20, 2026

Monday in the Claude ecosystem and the vibes are... anxious. Credit anxiety has reached performance art status. A POV meme about hitting zero credits pulled almost 1,500 upvotes on r/ClaudeAI while th

BlogJul 20, 2026

Claude Code Daily: Tuesday, July 14, 2026

tuesday on r/ClaudeCode and the community chose violence. 1,484 people upvoted a post titled 'Dear Anthropic, This Has to STOP' and 394 of them needed to publicly process their feelings about credits,

BlogJul 14, 2026

Claude Code Daily: Monday, July 13, 2026

Monday morning and Anthropic has done it again. Fable 5 access extended to July 19. Third consecutive last-minute reprieve for a model that was supposed to leave paid subscriptions weeks ago. The comm

BlogJul 13, 2026

Claude Code Daily, Weekend Edition: Saturday, July 11, 2026

Saturday. the day before the July 12th Fable deadline. and the subreddits feel like the parking lot of a bar at closing time. everyone's loud, nobody's leaving, and someone in r/ClaudeCode just propos

BlogJul 11, 2026

Claude Code Daily: Friday, July 10, 2026

friday. GPT 5.6 Sol dropped and Anthropic responded the only way a company in a knife fight can. they reset every usage limit across the board. hourly. weekly. all tiers. and the community couldn't ev

BlogJul 10, 2026

Claude Code Daily: Thursday, July 09, 2026

thursday dropped and r/ClaudeAI chose violence. nine post titles contain the word Fable. the Fable extension from earlier this week is now generating its own micro-economy of grief, with threads rangi

BlogJul 9, 2026

Claude Code Daily: Wednesday, July 08, 2026

today the entire Claude ecosystem experienced what can only be described as collective hangover regret. Anthropic quietly extended Fable 5 access through July 12, and three separate posts about it rac

BlogJul 8, 2026

Claude Code Daily: Tuesday, July 07, 2026

tuesday in r/ClaudeCode and it's a full-blown farewell party for Fable 5. half the feed is people burning through their remaining tokens like it's the last day of an all-inclusive resort. someone aske

BlogJul 7, 2026

Claude Code Daily: Monday, July 06, 2026

Fable Monday. The model everyone called nerfed last week entered its redemption arc, and builders quietly converged on one play: Fable plans, Opus implements.

BlogJul 6, 2026

the GTM coding agent hit 100 stars: I ran its Quick Start live in Claude Code

Episode 2 of Founder's Journey is live. The GTM coding agent repo crossed 100 GitHub stars, so I open it up, define go-to-market engineering, and run the repo's own Quick Start — `help me set up` — until Claude scaffolds a whole GTM knowledge base: a CLAUDE.md under 200 lines, a README, and a clean folder tree.

BlogJul 6, 2026

Claude Code Daily, Weekend Edition: Saturday, July 04, 2026

July 4th. America celebrates independence. r/ClaudeCode celebrates its growing dependence on a model that may or may not have come back from the dead as a slightly worse version of itself.

BlogJul 4, 2026

Claude Code Daily: Friday, July 03, 2026

Friday in the Claude ecosystem and the entire community has collectively decided that Fable 5 is both the greatest model ever built and a cruel countdown timer to heartbreak. With the July 7 deadline

BlogJul 3, 2026

Full-Stack GTM: the org chart collapsed into one person

The SDR, the RevOps guy, and the GTM engineer used to be three hires. Now they are three tabs open on one laptop. Aura's read on the GTM desk.

BlogJun 27, 2026

AI Desk: terminal vs app, and the week agents learned to argue

Claude Code lives in the terminal, Codex lives in the app, and the people shipping fastest run both and let them check each other. Aura's read on the AI desk.

BlogJun 27, 2026

I Rebuilt My Open-Source Website Playbook Three Months Later

website-with-soul shipped in March. Then I spent three months building a product, and it changed what the website is for. The core thesis is unchanged; the proof behind it is new. The 2026 refresh: Next 16, controlled content cohorts, organic engagement over backlinks, and a local repo plus database as the context engine.

BlogJun 26, 2026

I Rebuilt a $70K Market-Scoring Tool with Claude Code in an Afternoon

A buddy got quoted $70K a year to score and enrich his market. Clay seat, enrichment credits, a partner to wire it together. I rebuilt it with Claude Code in an afternoon, same output, and the whole build is ungated.

BlogJun 24, 2026

10 Python Scripts I Run for GTM, and the Exact Prompt to Build Each One

Ten GTM scripts I run, each written as a plain-language prompt you can paste straight into Claude Code and get a working first version. Describe the job, the agent writes the Python.

BlogJun 19, 2026

10 More Repos I Use in My Actual GTM Stack

The follow-up list: repos I use to source data, scrape pages, build dashboards, connect tools, plan work, and give coding agents better context. Plus three of my own.

BlogJun 15, 2026

70 GitHub Stars, 17 Chapters, and the Operating System Behind My GTM Work

The GTM Coding Agent repo crossed 70 stars. Small internet math, but it started as a Reddit post and turned into a living playbook: the stack, four workflows that still hold up, the Miro onboarding play, and where Clearbox fits.

BlogJun 11, 2026

10 Repos You Can Copy, Fork, and Adapt Right Now

The repos I actually use to build faster GTM workflows, connect tools, ship internal apps, and give agents better context. Copy them, fork them, steal the patterns.

BlogJun 10, 2026

A HubSpot CMS Engine I Pulled Out of the Archive

Six to ten minutes for fifty personalized DRAFT landing pages in your HubSpot portal. Built originally inside a HubSpot agency. Rebuilt this week as an open-source starter on Claude Code Opus 4.7. Brief, subagent columns, Pages API. Everything in git.

BlogMay 21, 2026

Apollo Is the Source of Truth: Filling the Gaps in Per-Scrape VC Portfolio Databases

I've been scraping VC portfolios (a16z, YC, Sequoia) into a master database with per-scrape segments. Apollo's API is the gap-fill engine that makes each segment usable without merging them.

BlogMay 14, 2026

Two Months on Reddit, One Thing to Build

Two months ago I changed how I showed up on Reddit. Less posting, more lurking. Less link-dropping, more answering the question the original poster actually asked. The signal was there. The tax was crushing. So we built the thing.

BlogMay 11, 2026

Ads Are the Bet a Company Will Make in Public

Your competitor's ad budget is a research report. The Meta Ad Library hosts every public bet they're making, for free. Chapter 15 of the gtm-coding-agent repo turns it into a structured table you can read in ten minutes.

BlogMay 11, 2026

Your "Signals" Are Just Qualification Data

The signals every B2B tool is selling you are qualification data. Here's the five-shape taxonomy of what a real signal actually looks like, why AI-search is about to make this gap expensive, and a peek at what we're building.

BlogMay 1, 2026

Pick Your Surface: Why Headless Code Does What Cowork Can't

Claude Cowork chats. Claude Code runs headless jobs you commit to a repo and hand off. Same model, different jobs. Here's the role lens, the hardware reality, the connector ceiling, and why Python suddenly works for go-to-market.

BlogApr 30, 2026

How Voice-Drift Works

Voice DNA is the static profile. Voice-drift is the per-meeting audit that catches you drifting toward marketing speak before the content ships.

BlogApr 30, 2026

Claude Code Daily: Tuesday, April 28, 2026

Tuesday in the Claude ecosystem and the vibes are... complicated. 699 people upvoted a meme roasting the average ijustvibecodedthis.com reader, making it the hottest new post on r/ClaudeCode. Anthropi

BlogApr 28, 2026

Claude Code Daily: Monday, April 27, 2026

monday came in hot. r/ClaudeAI woke up, found an outdated support article, and collectively lost its mind across four separate posts. the thesis: Anthropic quietly locked Opus behind a paywall-within-

BlogApr 27, 2026

This Week's Play: Voice-Invocation

Every call becomes content, todos, signals, and pain points. Each output funnels to its own Discord channel for review.

BlogApr 27, 2026

Claude Code Daily: Sunday, April 26, 2026

sunday in the Claude ecosystem and the vibes are... existential? the biggest post of the day is a screenshot of Claude folding on its own opinion in about four tokens flat, which honestly feels like a

BlogApr 26, 2026

Claude Code Daily: Saturday, April 25, 2026

saturday in the Claude ecosystem and the vibes are... litigious? a nursing student built a 660K-page pharmaceutical database with Claude Haiku and reddit responded the way reddit does when healthcare

BlogApr 25, 2026

Claude Code Daily: Friday, April 24, 2026

Written to `/private/tmp/claude-code-daily-2026-04-24.md`.

BlogApr 24, 2026

Real Signals Start in a Conversation, Not a CRM

The signals every GTM tool is selling are not signals. They're qualification. Here's what I've been building with my co-founder to catch the actual signal, and why the play is using your own voice once you find it. Reveal Monday.

BlogApr 24, 2026

Claude Code Daily: Thursday, April 23, 2026

Anthropic said sorry today. like, actually sorry. with a postmortem and everything. three separate bugs compounding into what felt like Claude getting a lobotomy over the past month. the community's r

BlogApr 23, 2026

Claude Code Daily: Wednesday, April 22, 2026

wednesday in the Claude ecosystem and Anthropic is speedrunning every trust issue simultaneously. an agricultural tech company woke up to find all 110 of their Claude accounts suspended without warnin

BlogApr 22, 2026

GTM Coding Agents Chapter 13: Your GTM Stack Has No Git Log

Clay workflows, HubSpot automations, Google Sheets, Miro boards — none of them have version control. Chapter 13 is about the coding-agent layer that does. Wire HubSpot to Claude Code, build /stale-opportunities, and start running RevOps against a diffable snapshot instead of a black box.

BlogApr 22, 2026

Pick Your Primitive: Why I Run CLI While Everyone's Hyping MCP

HubSpot's remote MCP went GA last week. Salesforce's is still beta. Benioff put API, MCP, and CLI on equal footing at TDX. Here's why the primitive you pick decides what you can build — and why I'm all-in on CLI after running 5.94 billion cache-read tokens through it in 65 days.

BlogApr 22, 2026

Claude Code Daily: Tuesday, April 21, 2026

the Claude Code subreddits went full riot mode today. if you opened Reddit any time after noon, every third post was some variation of 'wait, did Anthropic just yank Claude Code from Pro?' and the ans

BlogApr 21, 2026

Claude Code Daily: Monday, April 20, 2026

monday energy hit different today. Amazon dropped a $25 billion check on Anthropic's desk like it was buying lunch, and the community collectively whispered 'plz sir more tokens.' meanwhile, the Opus

BlogApr 20, 2026

Your HubSpot Is Now an Outbound Engine

Connect HubSpot to Claude Code with a private app token. Pull qualified contacts, enrich them in Apollo, run them through a Claude subprocess that returns three angles per contact, write all three back as custom HubSpot properties. The full setup, the engine, the trade-offs, and the gotchas in one post.

BlogApr 20, 2026

Claude Code Daily: Sunday, April 19, 2026

sunday on r/ClaudeCode and someone figured out how to use Claude Code without a subscription. 2,985 upvotes. the post title is in all caps. the comments are exactly what you'd expect. and honestly, th

BlogApr 19, 2026

Claude Code Daily: Saturday, April 18, 2026

saturday in the Claude ecosystem and Opus 4.7 has officially entered its villain arc. the subreddits are split into three factions: people who think 4.7 is a regression, people who think 4.7 is great

BlogApr 18, 2026

Claude Code Daily: Friday, April 17, 2026

Claude Design dropped today and the entire ecosystem felt the shockwave. Anthropic launched a full design tool powered by Opus 4.7, and within hours, Figma stock fell 4.26%. the r/ClaudeAI front page

BlogApr 17, 2026

Claude Code Daily: Thursday, April 16, 2026

No existing file structure found. I'll write the blog post content directly. Here it is:

BlogApr 16, 2026

Claude Code Daily: Wednesday, April 15, 2026

wednesday showed up with the energy of a server farm running on vibes and duct tape. r/ClaudeCode is still cleaning up the 500 errors from yesterday, r/ClaudeAI found religion around a meme, and somew

BlogApr 15, 2026

I Committed My Competitive Intel Database to Git

Your competitive intel lives in a vendor dashboard. I committed mine to git. SQLite in the repo, Apify and Claude as a subprocess, a d3-force graph on top. The fourth layer almost no stack ships.

BlogApr 15, 2026

Claude Code Daily: Tuesday, April 14, 2026

tuesday dropped like a software update nobody asked for but everyone needed. the Claude Code desktop app got a full redesign with multi-session support, Anthropic leaked that Opus 4.7 could land this

BlogApr 14, 2026

Claude Code Daily: Monday, April 13, 2026

monday morning. the Claude Code subreddit woke up, checked their rate limits, and chose violence.

BlogApr 13, 2026

Claude Code Daily: Sunday, April 12, 2026

sunday in the Claude ecosystem and the vibes are... litigious? the biggest story today is a technical deep dive claiming Anthropic silently regressed cache TTL from 1 hour down to 5 minutes back in ea

BlogApr 12, 2026

Claude Code Daily: Saturday, April 11, 2026

saturday in the Claude ecosystem and the pitchforks are out. not the fun kind where everybody's building something cool. the kind where paying customers are running data analysis on their own API call

BlogApr 11, 2026

Claude Code Daily: Friday, April 10, 2026

friday in the Claude ecosystem and the vibes are... unhinged. an OpenAI researcher publicly outed his Anthropic roommate for losing his mind over Mythos, a dev with 11 years of experience casually adm

BlogApr 10, 2026

Claude Code Daily: Thursday, April 09, 2026

Thursday hit r/ClaudeCode like a class action lawsuit wrapped in a meme. Someone actually ran the numbers on Opus degradation. not vibes, not feelings, not 'it seems slower.' 6,852 sessions. 17,871 th

BlogApr 9, 2026

Claude Code + Supabase = GTM Dashboard

I built a GTM dashboard in one Claude Code session. it's incomplete. I still use HubSpot. and that's the whole point. drop #2 of the GTM coding agent starter kit.

BlogApr 8, 2026

Claude Code Daily: Wednesday, April 08, 2026

wednesday hit r/ClaudeAI like a freight train. the biggest story of the day wasn't a product launch or a leaked model. it was a car wash.

BlogApr 8, 2026

Claude Code Daily: Tuesday, April 07, 2026

Mythos Monday landed on a Tuesday and nobody is prepared.

BlogApr 7, 2026

Claude Code Daily: Monday, April 06, 2026

monday opened with the community choosing violence. someone built a literal digital whip to make Claude work faster, and 2,400+ people across three subreddits said yes, this is the content I needed. t

BlogApr 6, 2026

Claude Code Daily: Sunday, April 05, 2026

sunday in the Claude ecosystem and the community has officially achieved recursive self-awareness. someone built a tool that tracks how many times people post Claude usage limit trackers. 993 upvotes.

BlogApr 5, 2026

Claude Code Daily: Saturday, April 04, 2026

saturday in the Claude ecosystem and the subreddits are processing collective trauma through memes. four of today's top posts are straight up shitposts. r/ClaudeCode dropped 'every post' at 233 upvote

BlogApr 4, 2026

Claude Code Daily: Friday, April 03, 2026

Friday dropped like a grenade in the Claude ecosystem. Anthropic announced that starting tomorrow at noon PT, your Claude subscription no longer covers third-party harnesses like OpenClaw. The communi

BlogApr 3, 2026

Claude Code Daily: Thursday, April 02, 2026

Thursday in the Claude Code universe and it's... a lot. 2.1.91 dropped, someone claims Claude tried to murder them via cleaning advice, Anthropic published research suggesting Claude has functional em

BlogApr 2, 2026

Claude Code Daily: Wednesday, April 01, 2026

April Fools Day hit r/ClaudeCode and r/vibecoding like a mass hallucination event. Nobody could tell what was real, what was a prank, and what was just... Wednesday in the AI community. The source cod

BlogApr 1, 2026

the AI is the teacher

I will never sell a course. the thing you're trying to learn can teach you itself. here's the system I built, the repos I open sourced, and the learning curve nobody skips.

BlogApr 1, 2026

Claude Code Daily: Tuesday, March 31, 2026

the entire Claude Code source leaked today through a .map file left in the npm package. 1,884 TypeScript files. 500k+ lines. every system prompt, every feature flag, every internal tool. and buried in

BlogMar 31, 2026

Claude Code Daily: Monday, March 30, 2026

the entire Claude Code source got leaked today and the internet lost its collective mind. a .map file shipped in the npm package, someone uploaded it to GitHub, and within hours every developer subred

BlogMar 30, 2026

Claude Code Daily: Sunday, March 29, 2026

Sunday morning. Most of the Claude ecosystem was presumably asleep. Then someone noticed a .map file in Anthropic's npm package contained the full Claude Code source. All 1,884 TypeScript files. Withi

BlogMar 29, 2026

Claude Code Daily: Saturday, March 28, 2026

saturday energy hit different across the Claude ecosystem today. 152 posts. 7,762 upvotes. and the single most unhinged content strategy to ever grace r/ClaudeAI... gaslighting your models. a post lit

BlogMar 28, 2026

Claude Code Daily: Friday, March 27, 2026

Friday hit different. the Claude ecosystem spent the entire day oscillating between existential rage about usage limits and losing its collective mind over a satire post that got more upvotes than act

BlogMar 27, 2026

Claude Code Daily: Thursday, March 26, 2026

thursday's r/ClaudeCode split into two timelines and both of them were screaming.

BlogMar 26, 2026

I Built a Fully Automated Daily Blog That Publishes Itself at Midnight

5 phases, 1 Python script, zero human editing. How Claude Code Daily scans 5 subreddits, generates a show-format blog digest, validates it against an anti-slop engine, and auto-publishes every night.

BlogMar 25, 2026

Claude Code Daily: Wednesday, March 25, 2026

wednesday brought receipts. Anthropic finally broke silence on the usage limit chaos that's been tearing through r/ClaudeCode for days, and the community responded with the energy of a customer servic

BlogMar 25, 2026

Claude Code Daily: Tuesday, March 24, 2026

tuesday in the Claude Code cinematic universe and the community chose violence. two massive stories collided today: Anthropic quietly shipped /dream (auto-dreaming, 1,675 upvotes, absolute rocket ship

BlogMar 24, 2026

Claude Code Daily: Monday, March 23, 2026

monday came in swinging. Anthropic dropped computer use for Claude and the entire ecosystem collectively lost its mind, its security posture, and approximately 47% of its usage limits in the process.

BlogMar 23, 2026

Claude Code Daily: Sunday, March 22, 2026

Sunday vibes in the Claude ecosystem. A teacher drops the most nuanced AI-in-education take we've seen, someone patches a 1996 Tonka game with Opus 4.6, and the community fights about whether vibe coding actually makes money. 151 posts, 2,716 comments, 4,867 upvotes across 5 subreddits.

BlogMar 22, 2026

Claude Code Daily: March 21, 2026

what a day to be alive and slowly losing your grip on reality. r/ClaudeAI woke up today and chose violence against its own self-esteem. Anthropic dropped a research paper saying AI coding tools are ma

BlogMar 21, 2026

Claude Code Daily: March 20, 2026

thursday dropped like a product announcement at Anthropic HQ. because it literally was one. Projects landed in Cowork, pulling 752 upvotes and making everyone realize they've been doing context manage

BlogMar 20, 2026

Claude Code Daily: March 19, 2026

the Claude Code ecosystem woke up and chose chaos today. Anthropic dropped Claude Code Channels, which lets you control your coding sessions from Telegram and Discord. yes, you read that right. vibe c

BlogMar 19, 2026

Claude Code Daily: March 18, 2026

big day across the Claude ecosystem. 162 posts, nearly 7,000 upvotes, and 2,590 comments across r/ClaudeAI, r/ClaudeCode, r/vibecoding, and r/gtmengineering. the dominant thread was a 1,328-upvote ope

BlogMar 18, 2026

what Karpathy's markdown files taught me about context engineering

Andrej Karpathy programs in markdown now. Turns out GTM engineers have been doing the same thing without knowing it had a name.

BlogMar 18, 2026

boris cherny built claude code. here's why his architectural decisions matter

The creator of Claude Code ships 20-30 PRs a day running 5 parallel instances. His workflow reveals the same paradigm Karpathy's repos demonstrate: context is the programming surface.

Claude Code Daily: March 17, 2026

big day across the Claude ecosystem. 98 posts pulled from r/ClaudeCode and r/ClaudeAI, generating over 3,000 comments and 11,600+ upvotes. the dominant theme: Claude is eating the AI market. a viral p

clay certification is on hold. here's what that tells you about where Clay is headed

Clay paused their certification program in March 2026. I scored 98 on my first attempt and I'm not surprised it's gone. The platform outgrew the test.

karpathy's repos and what GTM engineers should take from each one

Andrej Karpathy's GitHub isn't just ML research. Each repo demonstrates an architecture pattern that applies directly to GTM systems. Here's the breakdown.

linkedin messaging best practices for 2026

Blank connection requests, short follow-ups, and the routing logic behind LinkedIn outreach that actually converts. Tactical playbook from daily campaigns.

who is andrej karpathy and why GTM engineers should pay attention

Karpathy isn't just an AI researcher. His repos are blueprints for how systems compound. Here's why a GTM engineer cares about someone training neural nets.

why I believe in HeyReach

HeyReach builds for operators. Here's why I'm building my LinkedIn outreach on it.

6 weeks of building with Claude Code changed everything

I shipped 4 open source repos, 3 websites, and a full content pipeline from a single Mac Mini before leaving my agency. recursive drift in practice, the builder movement, and why GTM engineers who learn to ship will run circles around everyone else.

BlogMar 16, 2026

the reddit mastery wiki: 1,089 karma in 30 days with zero ads

the complete breakdown of how i built real authority on Reddit in one month. 7 post types, commenting strategy, subreddit selection, and the exact numbers behind every move. no gatekeeping.

BlogMar 16, 2026

I Open Sourced the Context Engine Behind Recursive Drift

6 layers of context infrastructure for Claude Code. Parallel-safe handoffs, structured memory, self-improvement loops, agent coordination, and routing. The plumbing that makes multi-terminal AI development work.

BlogMar 14, 2026

Structured Divergence: Four Repos, One Pattern, and Why Everyone Builds the Same Things

I shipped four open-source repos in six weeks with Claude Code. then I noticed every builder around me was converging on the same outputs. here's the pattern, the repos, and why divergent thinkers keep arriving at the same architecture.

BlogMar 14, 2026

I Open Sourced the Complete Playbook for Building a Website With Soul

32 chapters, a working starter template, and the full system for owning your content, your audience, and the algorithm. 90% free stack. The capstone of the trilogy.

BlogMar 14, 2026

Claude Code Just Went 5x: 1M Context Window Changes Everything for Builders

Claude Code v2.1.75 dropped a 1M context window. 5x more room, same pricing. Here's what that actually means when you're building real systems, not toy demos.

BlogMar 13, 2026

I haven't opened a CMS editor in months

How I generate personalized landing pages from the terminal in 90 seconds. Exa MCP for research, Python for orchestration, Grok for copy, Claude Code for deployment. No drag-and-drop. No GUI.

BlogMar 13, 2026

why apollo should be your first sourcing run, not clay

People search is the biggest bottleneck in GTM engineering. Apollo's API gives you the richest B2B data for free. Here's the architecture for hackers and SDRs.

BlogMar 12, 2026

clay's pricing makes sense for enterprise. the rest of us got squeezed.

I built my career on Clay. I documented 60+ patterns in a public wiki. And I think the new pricing just locked out the next wave of builders.

BlogMar 12, 2026

stop renting your audience. build your own website.

LinkedIn, X, Substack - you don't own any of it. one algorithm change and your audience disappears. here's how to build a platform you actually control.

BlogMar 12, 2026

clay changed their pricing. here's what it actually means for builders

Clay's March 2026 pricing overhaul - dual currency, cheaper data, feature reshuffling. A practitioner breakdown of who wins, who loses, and what to do about it.

BlogMar 11, 2026

before you hire a clay agency, talk to me

A free 30-minute audit to check your workspaces, credits, and vendor lock-ins before you sign an agency contract.

BlogMar 10, 2026

reddit is king: 500+ visitors in 24 hours from one post

How I drove 527 visitors, 1,600 page views, and 75,000 Reddit views for Joe Parziale Plumbing Co. in a single day. Reddit is the content distribution layer for 2026.

BlogMar 10, 2026

Karpathy's Autoresearch and the Agent Loop That Changes Everything

Andrej Karpathy open sourced a repo that lets AI agents run ML research autonomously overnight. The code isn't the point. The pattern is.

BlogMar 8, 2026

from SDR to solo GTM engineer

I shipped 4 full stack websites in 4 weeks on one Mac Mini. the method wasn't planned. it emerged from the work. six states, no fixed order, and a feedback loop where the documentation documents itself.

BlogMar 8, 2026

the real cost of a slow website for service businesses

Your website loads in 6 seconds. That means 53% of visitors leave before seeing your offer. Here's what that actually costs - and what to do about it.

BlogMar 7, 2026

Google just shipped a CLI that wraps every Workspace API

gws is a new CLI that turns every Google Workspace API into shell commands with 89 agent skills for Claude Code. I set it up, tested it against real GTM work, picked 27 skills worth having, and learned why you should not load them all at once.

BlogMar 6, 2026

should your SDR team learn AI tools (yes)

The SDR role is evolving into something more technical. The ones learning now will become the go-to-market engineers companies need.

BlogMar 6, 2026

what a go-to-market engineer actually does

The role sits between SDR and infrastructure engineer. Here's what it looks like in practice - the tools, the evaluations, and why independence matters.

BlogMar 6, 2026

input, output, ownership

You are the value. Not the tools. Your tribal knowledge compounds when you own the system it lives in. Build a repo. Build a website. Build around yourself.

BlogMar 3, 2026

parallel-safe context handoffs for Claude Code

I run 4-6 Claude Code terminals at once. The single handoff file worked until it didn't. Here's the parallel-safe architecture I replaced it with.

BlogFeb 27, 2026

I Open Sourced My Methodology

Recursive Drift is the non-linear method for building with AI. Six states, a self-reading feedback loop, and zero API keys required. The repo is live.

BlogFeb 27, 2026

How to Set Up Your Own AI Assistant Through Claude Code

I tried separate AI platforms, burned through API credits, and landed on the simplest architecture possible. Here's the full setup: CLAUDE.md, soul files, SQLite persistence, a DNA evolution system, 50+ skills, and 9 MCP servers. Updated weekly.

BlogFeb 23, 2026

The Anti Lead Magnet

Why importing someone else's skill pack into your system is the fastest way to destroy what you've built. And why everything lives on three open websites instead.

Content Clusters and the Breadcrumb Protocol

Three sites, one parent keyword, and a deliberate topology that tells search engines and AI platforms exactly how everything connects.

How I Built a Video Rendering System in React

No GPU, no After Effects. Just React components, Remotion, and the same monorepo that runs three websites.

Querying Your Repo Like a Database

100+ content files across 6 platforms became opaque. So I built a SQLite index that makes the entire repo queryable from the command line.

Why I Stopped Paying for API Calls and Built My Own AI Chat

I was spending hundreds per month on API calls to chat with my AI agent. Then I realized I was already paying for unlimited access. Here's the CLI-to-chat bridge pattern that changed everything.