Michael Couch — writing

Michael Couch
Jun 2026
Fast-Fashion Interfaces: Assigning Taste When Every Surface Is Temporary
Most enterprise UI is becoming tangential—spawned for a user and a request, then replaced. Cathedrals still matter; arbitrators of taste must govern what compounds. Code-editor logic meets org design: clone, invert, remix, sunset.
UXTasteEnterpriseFast FashionStrategyOperatorsDesign SystemsThesis
Michael Couch
Jun 2026
Nerfed Frontier, Open Weights: What the Trenches Actually Build On
Frontier APIs are policy-gated and discontinuous—Europe will keep buying nerfed tiers while boards sleep. Serious builders fork open weights, tune on their data, and share harnesses in the trench. Portability wins when policy gets loud.
Open SourceExport ControlsStrategyGeopoliticsOperatorsHarnessEnterprise AI
Michael Couch
Jun 2026
The Fable Directive: When Model Wars Go Geopolitical
Anthropic recalled Fable 5 and Mythos 5 worldwide after a US export-control directive—triggered by a narrow jailbreak class the lab said is widely available elsewhere. Frontier deployment is now geopolitics: kill switches, nerfed access for allied markets, and labs becoming integral to US economic infrastructure.
AnthropicExport ControlsGeopoliticsStrategyFrontier ModelsPolicyEnterprise AI
Michael Couch
Jun 2026
The Harness Is Becoming More Important Than the Horse
Foundation models are strong enough for serious operational use—but most teams still measure progress by model choice, not by whether intelligence survives contact with production. The durable advantage is moving to the harness: interface, memory, permissions, workflows, guardrails, and the ops layer that makes models useful every day.
HarnessProductStrategyAgenticAI NativeOperationsThesis
Michael Couch
Jun 2026
The Corporate Impotence Cycle
The people with the most authority often have the least understanding of what is actually happening—not because they do not care, but because leadership consumes summaries of the business instead of experiencing it. Detachment breeds poor decisions, more reporting, and greater distance from the work. The fix is proximity, not another transformation programme.
EnterpriseLeadershipStrategyOperationsTransformationRAPP
Michael Couch
Jun 2026
I Built a Reddit GTM Engine Because Launching Products Was Taking Too Long
Every launch required the same repetitive work—research, references, assets, copy, variations. Creative Patterns discovers winning patterns; We Go-To-Market turns them into launch-ready assets. Human stays creative director; the system handles production. Most AI products generate outputs—I became more interested in generating entire go-to-market systems.
We Go-To-MarketGTMRedditProductCreative PatternsBuildMarketing
Michael Couch
May 2026
Paperclip and the Emergence of Organisational AI
Most AI tools are designed around a single user. Companies are networks of responsibilities, approvals, handoffs, and budgets. Paperclip mirrors organisational structure—org charts, goals, heartbeats, governance—and orchestrates agents inside that shape. An early glimpse of digital organisational design, not another agent framework review.
PaperclipAgentsOperationsEnterprise AIOrchestrationStrategy
Michael Couch
May 2026
Dealing With AGI: Tracing the Singularity Back to Today
A reverse-traversal from the singularity back to today, layer by Maslow layer. Which professions dissolve, which compound, what the model builders owe, and what serious people should be doing with the next two years. The written companion to the dealingwithagi.com immersive piece.
AGISingularityMaslowThesisFuture StateStrategySocietyManifesto
Michael Couch
May 2026
In-House Excellence vs Agency Fuel: Why Brand Acceleration Needs Both
In-house build capacity is real inside brand teams. The right read isn't "agencies are dead." It's that in-house excellence is the maturity signal that separates the agencies worth keeping from the ones built on headcount arbitrage. The new contract: brand teams own the production loop; agencies supply transformation, taste at scale, reality, and concentrated problem-solving.
AgencyBrandStrategyRAPPTransformationIn-HouseThesis
Michael Couch
May 2026
Fast-Fashion Software: Disposable Tools, Compounding Taste
Most software an operator ships in the next decade should be disposable. Fast-fashion software is the natural operating mode of the IC age. The compounding part is the layer underneath—skills, knowledge, taste, brand—not the artifact.
SoftwareDisposableOperatorsStrategyAI NativeThrowawayThesis
Michael Couch
May 2026
The Skill Library: 20 Composable Capabilities Every AI-Native Team Should Ship First
If skills are the reusable unit and agents are the orchestrator, the next question is which skills to write first. Twenty named, testable capabilities across writing, visual, research, video, and engineering—the IC-grade operating layer that compounds.
SkillsClaude SkillsAgent SkillsStrategyOperatorsAI NativeWorkflowSCQA
Michael Couch
May 2026
Hot Work and Deep Work: Two Modes of an AI-Native Operator
Most teams pretend there is one mode of work. There are two. Hot work brings the power; deep work earns it. The teams that name the two modes, build a cadence between them, and refuse to silently blend them produce the durable, defensible work of the next decade.
OperationsProductivityOperatorsStrategyAI Native
Michael Couch
May 2026
The Battle of Mindsets: When Everyone Has Claude Code, What Filters Talent?
When the tool is in every hand, the filter moves up the stack to mindset—framing speed, cheap falsification, taste under abundance, and ownership of the loop. The 2026 hiring loop will be unrecognizable in three years, and the right gamified evaluation/training surface is wide open.
MindsetTalentHiringAI NativeOperatorsThesis
Michael Couch
May 2026
As Fast As You Can Think: Closing the Conception-Execution Gap
For most of computing history, the bottleneck was translating thought into syntax. The keyboard always lost something on the way out. What replaces it is a system that infers the missing half of your sentences—and the operators who already knew what they were trying to do are about to look superhuman.
SpeedStrategyAI NativeOperatorsConceptionThesis
Michael Couch
May 2026
The Individual Contributor Age: When Engineering Capacity Stops Being the Bottleneck
For two decades, software's most expensive resource was the engineer. AI compresses engineering capacity to near-zero, and the bottleneck moves to the person who knows what is worth building. The IC age is structural, not tactical—and it rewires the org chart underneath it.
Individual ContributorStrategyAI NativeAgenticOperatorsThesis
Michael Couch
May 2026
More Variants Are Cheap. Creative Learning Is the Bottleneck.
Ad platforms generate more than ever, but most teams drown in exports. The bet behind Creative Patterns: the future of paid is owned creative intelligence—portable memory, not more noise—aligned with the machine-readable design thesis from DESIGN.md and Stitch.
Creative PatternsPaid MediaCreative IntelligenceThesisProductAgentic
Michael Couch
Apr 2026
The Portable Loop: Import, Enrich, Patterns, Runbook, Export
How Creative Patterns works: not another chatbox that writes ads, but a layer above the generators—CSV plus context, scored patterns, LLM-ready runbooks, and exports you can bring back to any platform. Same compounding bet as machine-readable design.
Creative PatternsProductRunbooksRedditThesisAgenticGTM
Michael Couch
Apr 2026
When Production Is Free, Taste, Memory, and the Loop Compounds
Why the winners are not the teams with the most AI variants—they are the teams with the tightest creative feedback loop. Extraction, auditability, and the same defensible work as high-stakes design systems, applied to paid learnings you actually own.
Creative PatternsStrategyTasteThesisIterativeGTMProduct
Michael Couch
Apr 2026
A Public /writing: Ownership, Reputation, and a Machine-Readable Home for the Thesis
Why a canonical writing surface on the open web beats scattering notes across feeds. Ownership of narrative, compounding trust, and a spec humans and systems can read—tied to agentic infrastructure, not to someone else’s algorithm.
ThesisContentBrandStrategyWebAgenticRAPP
Michael Couch
Apr 2026
Ship the Note: When Essays Are Product, not Performance
What publishing here actually does for the build: case studies, hot takes, and operating discipline—Strategy, Architect, Build in prose, with receipts that back the rest of the site.
WritingProductCase StudiesRAPPThesisBuild
Michael Couch
Apr 2026
DESIGN.md, Stitch, and the Bet on Machine-Readable Brand
DESIGN.md, Brand Lockup, Stitch, Creative Patterns—and a blunt bet: when pixels are cheap, own the spec, audit, and the infrastructure that can say no.
StitchGoogleDesignBrandAgenticContentThesis
Michael Couch
Apr 2026
Build Skills, Not Agent Armies: Thin Orchestration and Why It Compounds
Agent swarms look like progress until you inherit a second org chart of prompts, retries, and debug sessions. A SCQA-grounded take: invest in reusable, testable skills first—then let a thinner agent layer coordinate. How Anthropic's Agent Skills framing maps to safer, cheaper operations.
SkillsAgentsOrchestrationAnthropicStrategyOperations
Michael Couch
Apr 2026
Personal LLM Knowledge Bases: Strategy, Capture, and Why PageStash Belongs in the Stack
Karpathy's LLM wiki pattern turns reading into a compounding asset—not dead bookmarks. A five-move framework for ingest, compile, operate, reinvest, and hygiene—plus where PageStash substitutes for Obsidian Web Clipper on the web-to-structured-text path.
Knowledge ManagementPageStashKarpathyLLMStrategyAgentic
Michael Couch
Mar 2026
n8n and the Cautious Operations Playbook: Innovation Labs, Enterprises, and Social Impact
Workflow automation that wraps LLMs in guardrails and legacy integration—not another bespoke model—is how most orgs get to agentic ops. Practical patterns for innovation labs, enterprises, and social enterprises.
n8nAutomationEnterprise AISocial EnterpriseAgenticOperations
Michael Couch
Mar 2026
LangGraph on the Ground: Durable State, Humans, and Observability for Real Operations
When agents touch money, liability, or compliance, demo-grade scripts fail. LangGraph's checkpointers, interrupts, and LangSmith traces are how teams ship operations that survive restarts, audits, and humans in the loop.
LangGraphLangChainOperationsEnterprise AIObservabilityAgentic
Michael Couch
Mar 2026
The End of the Monolithic Product Org
We broke monolithic code into services and sharpened boundaries with DDD. The bottleneck moved to the center. Decentralized delivery with real governance beats one product org gating every workflow.
EnterpriseProductDDDGovernanceAgenticStrategy
Michael Couch
Mar 2026
The Karpathy Autoresearch Pattern: AI That Runs Experiments While You Sleep
Andrej Karpathy's autoresearch hit 30K stars in a week. The program.md pattern—humans set goals, agents run experiments overnight—generalizes beyond ML to any domain with measurable objectives.
KarpathyAutoresearchAgentic AIResearch AutomationStrategy
Michael Couch
Mar 2026
Enterprise Auto-Research: Multi-Agent Intelligence That Compounds Overnight
EDR, DOVA, and the shift from single-agent loops to multi-agent orchestration. Enterprise deep research is here. The organizations that deploy it first own the information advantage.
Auto-ResearchEDRDOVAMulti-AgentEnterprise AI
Michael Couch
Mar 2026
NVIDIA Full Throttle: The Enterprise AI Stack Everyone Must Own
At GTC 2026, Jensen Huang announced a thesis: every enterprise must own its AI stack—and the best economics come when that stack is NVIDIA, end to end. GPT-OSS on NIM, NemoClaw, and the five-layer cake.
NVIDIAEnterprise AIGPT-OSSNIMStrategy
Michael Couch
Mar 2026
Stop Wasting My Tokens: The Anti-Verbosity Manifesto
Tokens are the currency of the Agentic era. Learn why "polite" LLM filler is a tax on your latency, your margin, and your intelligence-density.
Token EngineeringCost OptimizationLatency
Michael Couch
Mar 2026
Beyond JSON: High-Density Data for Agentic Payloads
Formatting overhead is structural waste. Explore how TOON and structured Markdown maximize entropy in your agent-to-agent swarms.
ArchitectureData DensityAgent Swarms
Michael Couch
Mar 2026
The Efficiency of Hostility: Why I Swear at My Models
LLMs aren’t human. They don't have feelings. But they do have semantic pathways triggered by high-stakes emotional language. Here is why being a "dick" actually gets you better results.
Prompt EngineeringStrategyHCI
Michael Couch
Mar 2026
Beyond Agile: The Rise of the Micro-Team
Agile was built to manage the friction between idea and delivery. When AI collapses that friction to zero, the methodology becomes the bottleneck.
AgileEngineeringAgentic SystemsStrategy
Michael Couch
Mar 2026
The SMB Arbitrage: How Small Teams Out-Execute through Automation
Why the real winners of the agentic revolution aren't enterprises, but agile small businesses rewiring their operations.
ScaleSMBAutomationStrategy
Michael Couch
Mar 2026
The Fractional Digital Employee: Scaling Operations with Agents
Stop treating automation as an IT project. Treat it as a hire. How small businesses are reclaiming hours.
AgentsOperationsFuture State
Michael Couch
Feb 2026
Navigating the Agentic Stack: A 2026 Framework Selection Matrix
Engineering advice for companies choosing between LangGraph, CrewAI, Pydantic AI, and the managed walled gardens.
Agentic FrameworksLangGraphArchitecture
Michael Couch
Feb 2026
Defensive Agents: The Weaponization of Adoption
The rise of the defensive layer: how model providers are leveraging AI-powered anxiety to drive enterprise adoption.
StrategyAI AdoptionEnterprise
Michael Couch
Feb 2026
Hedging with Open Source: Models, Data, and Agentry
Avoiding the walled gardens: why local models and enriched open-source data are the secret to scalable agentic systems.
Open SourceLLMsData Pipelines
Michael Couch
Feb 2026
Agentic Marketing: The End of the Funnel
When the buyer is an agent, the marketing funnel collapses into a data-driven satisfiability problem.
Go-to-MarketAdvertisingAutomation
Michael Couch
Feb 2026
The Role of Personal Agents
From static UIs to intent-driven swarms: the shifting landscape of how we delegate our lives to machines.
UXHCIFuture State
Michael Couch
Feb 2026
Why I Back Agentic Infrastructure
The pattern across Siren, Skydio, Swan, and Webflow: systems that scale intelligence and autonomy.
ThesisInfrastructureScale
Michael Couch
Feb 2026
The Agentic Enterprise
What Dreamforce 2025 made clear: the divide is accelerating, and brand authenticity is the defensible moat.
SalesforceEnterprise AITransformation
Michael Couch
Feb 2026
Design Systems as Code
Advertising creatives shouldn't fight tools. They should have systems that behave like code.
Design SystemsCreative TechOperations
Michael Couch
Feb 2026
Brand Lockup: Design Systems for Advertising
Problem, approach, outcome — how we built design systems that behave like code.
Case StudyDesign OpsAutomation
Michael Couch
Feb 2026
ThreatBase: Agentic Intelligence for OSINT
Scaling open-source intelligence with agentic workflows — what we built and why.
Case StudyOSINTAI Agents
Michael Couch
Feb 2026
PageStash: Capture, Structure, Retrieve
Turning the web into a queryable knowledge layer for research and intelligence.
Case StudyKnowledge GraphRAG
Michael Couch
Oct 2025
Dreamforce 2025 takeaways↗
The "agentic enterprise" is no longer theoretical. Five critical trends on AI, Salesforce's stack, labor transformation, and brand authenticity.
DreamforceSalesforceAI Trends
Michael Couch
Jul 2023
The job of being a creative just got a lot more specialized↗
How RAPP leverages AI, tech, and data into campaigns. Interview with Michael Couch on precision marketing and evolving creative roles.
InterviewCreative AgenciesPrecision Marketing
Michael Couch
Digiday Programmatic Marketing Summit — Google's Cookieless Solutions↗
Speaking with Digiday on Google's cookieless solutions and adoption among advertisers.
SpeakingAdTechPrivacy
Michael Couch
Sugaring the Pill: How to Modernize Pharma Marketing↗
Content automation, MLR workflows, and modernizing pharma marketing operations. Co-authored with David Whitmore and Jennifer Corr.
PharmaContent AutomationMLR

Press & mentions

Michael Couch
Digiday Programmatic Summit — video recap↗
Video recap of the Digiday session on Google's cookieless solutions.
RAPP × Facebook
Michael Couch
Michael Couch — RAPP org chart↗
VP, Technology Strategy & Transformation at RAPP.
The Org

More articles from RAPP, PM360, and elsewhere as they’re published.

Michael Couch — writing

Fast-Fashion Interfaces: Assigning Taste When Every Surface Is Temporary

Nerfed Frontier, Open Weights: What the Trenches Actually Build On

The Fable Directive: When Model Wars Go Geopolitical

The Harness Is Becoming More Important Than the Horse

The Corporate Impotence Cycle

I Built a Reddit GTM Engine Because Launching Products Was Taking Too Long

Paperclip and the Emergence of Organisational AI

Dealing With AGI: Tracing the Singularity Back to Today

In-House Excellence vs Agency Fuel: Why Brand Acceleration Needs Both

Fast-Fashion Software: Disposable Tools, Compounding Taste

The Skill Library: 20 Composable Capabilities Every AI-Native Team Should Ship First

Hot Work and Deep Work: Two Modes of an AI-Native Operator

The Battle of Mindsets: When Everyone Has Claude Code, What Filters Talent?

As Fast As You Can Think: Closing the Conception-Execution Gap

The Individual Contributor Age: When Engineering Capacity Stops Being the Bottleneck

More Variants Are Cheap. Creative Learning Is the Bottleneck.

The Portable Loop: Import, Enrich, Patterns, Runbook, Export

When Production Is Free, Taste, Memory, and the Loop Compounds

A Public /writing: Ownership, Reputation, and a Machine-Readable Home for the Thesis

Ship the Note: When Essays Are Product, not Performance

DESIGN.md, Stitch, and the Bet on Machine-Readable Brand

Build Skills, Not Agent Armies: Thin Orchestration and Why It Compounds

Personal LLM Knowledge Bases: Strategy, Capture, and Why PageStash Belongs in the Stack

n8n and the Cautious Operations Playbook: Innovation Labs, Enterprises, and Social Impact

LangGraph on the Ground: Durable State, Humans, and Observability for Real Operations

The End of the Monolithic Product Org

The Karpathy Autoresearch Pattern: AI That Runs Experiments While You Sleep

Enterprise Auto-Research: Multi-Agent Intelligence That Compounds Overnight

NVIDIA Full Throttle: The Enterprise AI Stack Everyone Must Own

Stop Wasting My Tokens: The Anti-Verbosity Manifesto

Beyond JSON: High-Density Data for Agentic Payloads

The Efficiency of Hostility: Why I Swear at My Models

Beyond Agile: The Rise of the Micro-Team

The SMB Arbitrage: How Small Teams Out-Execute through Automation

The Fractional Digital Employee: Scaling Operations with Agents

Navigating the Agentic Stack: A 2026 Framework Selection Matrix

Defensive Agents: The Weaponization of Adoption

Hedging with Open Source: Models, Data, and Agentry

Agentic Marketing: The End of the Funnel

The Role of Personal Agents

Why I Back Agentic Infrastructure

The Agentic Enterprise

Design Systems as Code

Brand Lockup: Design Systems for Advertising

ThreatBase: Agentic Intelligence for OSINT

PageStash: Capture, Structure, Retrieve

Dreamforce 2025 takeaways↗

The job of being a creative just got a lot more specialized↗

Digiday Programmatic Marketing Summit — Google's Cookieless Solutions↗

Sugaring the Pill: How to Modernize Pharma Marketing↗

Press & mentions

Digiday Programmatic Summit — video recap↗

Michael Couch — RAPP org chart↗