Blog

Deep tactical operator posts on AI×GTM — engineering notebooks, field reports, and buildlogs. Every article written from lived experience building these systems.

Ai Strategy

The Judgment Engine

Hand it a real business decision. It reasons the decision through to a call, and shows its work.

6 min read

Agentic Patterns

I Built a Whole Pipeline to Stop Slop. It Was Pretending to Work.

12 min read

Ai Strategy

The Self-Healing Context Layer: 3 Mechanisms

11 min read

Ai Strategy

Stale AI Context Is Worse Than None: 4 Decay Vectors

11 min read

Ai Strategy

How to Build an AI Context Layer: The 20% That Carries It

11 min read

Tactical Playbooks

We Audited Our Site Against Google's AI Optimization Guide. Here's What Actually Mattered.

Google published their official AI Optimization Guide. We audited steepworks.io against it: 16 pages changed, 2 chapters rewritten, 1 new concept worth building for.

10 min read

Ai For Gtm

The Latency Tax: How AI Terminal Work Rewires Your Brain

In order to juice your productivity in a high latency environment, you must multitask and context switch. We know how damaging that is. But we're just at the beginning of understanding the longer-term cost.

3 min read

Claude Code Operators

How to Become AI-Native

The terminal chasm, the blank canvas problem, and the weird side effects nobody warns you about.

12 min read

Content Operations

What It Actually Takes to Write Good AI Copy

The prompt is ~10% of the work. Here's the other 90%.

8 min read

Ai Strategy

Everybody's Building. What Aren't They Asking?

The AI wave is exciting and unsettling at the same time. A synthesis of six weeks covering the build momentum, the human premium, and the costs nobody modeled.

23 min read

Claude Code Operators

Claude Code for Non-Technical GTM Leaders: A No-Code Setup Path

How revenue leaders with zero coding experience can use Claude Code through the desktop app, pre-built skills, and plain-language workflows.

12 min read

Claude Code Operators

Claude Code vs Cursor for GTM Teams: An Honest Comparison

Where each tool wins, where each falls short, and why the choice depends on your team profile more than the technology.

13 min read

Knowledge Systems

Information Pyramid Architecture: Why Your AI Knowledge Base Fails at Scale

The structural pattern behind knowledge systems that actually work at scale, and why flat document stores collapse.

13 min read

Ai For Gtm

Claude Code for Competitive Intelligence: CRM-First Research Architecture

How to build a CRM-first competitive intelligence system that starts from deal data, not web scrapers.

13 min read

Use Case Map

AI for Customer Success: The Complete Use-Case Map

Every customer success use case that Knowledge OS handles, from health monitoring through renewals, QBRs, and expansion identification.

13 min read

Use Case Map

AI for Strategic Planning: The Complete Use-Case Map

Every strategic planning use case that Knowledge OS handles, from project scoping and PRD creation through QBRs and initiative tracking.

13 min read

Use Case Map

AI for Knowledge Management: The Complete Use-Case Map

Every knowledge management use case that Knowledge OS handles, from capture and synthesis through pattern extraction and institutional memory.

14 min read

Use Case Map

AI for Content Operations: The Complete Use-Case Map

Every content operations use case that Knowledge OS handles, from editorial workflow through multi-channel publishing and governance.

14 min read

Use Case Map

AI for Consulting Delivery: The Complete Use-Case Map

Every consulting delivery use case that Knowledge OS handles, from engagement setup through knowledge reuse.

13 min read

Ai For Gtm

AI for RevOps: The Complete Use-Case Map

Every RevOps use case Knowledge OS handles: CRM hygiene, pipeline scoring, forecasting, QBRs, territory planning, and deal coaching.

15 min read

Tactical Playbooks

Paranoid CRM Operations: 5 Matching Layers, Zero Automated Writes

How we rebuilt CRM operations after accidentally deleting 194 high-value contacts.

7 min read

Claude Code Operators

Claude Code for Marketing Teams: The Operator's Setup Guide

How to configure CLAUDE.md, skill chains, and brand voice enforcement for marketing operations

13 min read

Agent Buildlogs

The Document Is the Memory. The Loop Is the Engine.

How file-based state machines replaced conversation memory for AI execution.

9 min read

Agent Buildlogs

Your AI Isn't Dumb. Its Context Window Is Full.

Context management architecture with empirically derived thresholds for AI operations.

6 min read

Agent Buildlogs

What Happens When You Treat AI as Infrastructure, Not a Tool

The inventory after five months of AI-native GTM operations.

5 min read

Ai For Gtm

AI for Sales Operations: The Complete Use-Case Map

Every sales workflow Knowledge OS handles, from first touch to renewal, mapped to specific skills, outputs, and time savings.

14 min read

Use Case Map

AI for Marketing Operations: The Complete Use-Case Map

42 use cases across content, campaigns, SEO, brand, and analytics, mapped to the skills and workflows that run them

14 min read

Claude Code Operators

You Don't Need Your Whole Team in the Terminal

The terminal isn't the product — the context graph is. How one power user and three role-matched surfaces let a GTM org get agent-system leverage without retraining everyone.

10 min read

Agent Buildlogs

How I Built a 5-Agent AI Editorial Board That Debates Which Family Events to Feature

Five AI persona agents independently evaluate 148 events, debate in three moderated rounds, then a consensus scoring formula determines newsletter placement. Here's exactly how the system works.

12 min read