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    <title>Ry Walker</title>
    <link>https://rywalker.com</link>
    <description>Essays by Ry Walker on startups, software, and AI.</description>
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    <lastBuildDate>Thu, 16 Jul 2026 19:45:41 GMT</lastBuildDate>
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    <item>
      <title><![CDATA[Your Agents Will Find the Dirty Data First]]></title>
      <link>https://rywalker.com/agents-find-dirty-data</link>
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      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Deploy agents against your CRM and the first thing they surface is not productivity — it is every missing field and unowned account your team has ignored for years.]]></description>
    </item>
    <item>
      <title><![CDATA[The Bot Is the Interface. The Agents Are the Units]]></title>
      <link>https://rywalker.com/bot-interface-agents-units</link>
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      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The breakthrough moment in enterprise agent adoption comes when teams realize the bot is just a router, and real work happens in small, single-purpose agents underneath.]]></description>
    </item>
    <item>
      <title><![CDATA[Buy the Integration Until It Breaks]]></title>
      <link>https://rywalker.com/buy-integration-until-breaks</link>
      <guid isPermaLink="true">https://rywalker.com/buy-integration-until-breaks</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Aggregated integration providers are an easy button for agent connectivity — breadth at variable quality. The right strategy is buy first, then build native where it matters.]]></description>
    </item>
    <item>
      <title><![CDATA[The Chaos in Coding Agents Is Our Friend]]></title>
      <link>https://rywalker.com/coding-agent-chaos-is-leverage</link>
      <guid isPermaLink="true">https://rywalker.com/coding-agent-chaos-is-leverage</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[No single coding agent will win, and enterprises will keep switching for years. That churn is a liability for everyone except the agnostic orchestration layer.]]></description>
    </item>
    <item>
      <title><![CDATA[Everything Was an AWS Wrapper Too]]></title>
      <link>https://rywalker.com/everything-was-aws-wrapper</link>
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      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The 'GPT wrapper' insult misreads platform economics. The AI labs are becoming the new hyperscalers, and billion-dollar companies will be built on top of them.]]></description>
    </item>
    <item>
      <title><![CDATA[The In-House Tool Dies When Its Builder Leaves]]></title>
      <link>https://rywalker.com/in-house-tool-withers</link>
      <guid isPermaLink="true">https://rywalker.com/in-house-tool-withers</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Every homegrown platform has one central figure holding it together. When that person changes jobs, the tool withers — and a complete product is waiting to replace it.]]></description>
    </item>
    <item>
      <title><![CDATA[Your Agent Pipeline Is Missing the Back Edge]]></title>
      <link>https://rywalker.com/missing-back-edge</link>
      <guid isPermaLink="true">https://rywalker.com/missing-back-edge</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Agent deployments run forward-only. The teams that win build the loop backward — run data plus human correction flowing into better prompts and tools.]]></description>
    </item>
    <item>
      <title><![CDATA[Prototype on MCP, Productionize in Code]]></title>
      <link>https://rywalker.com/prototype-mcp-productionize</link>
      <guid isPermaLink="true">https://rywalker.com/prototype-mcp-productionize</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Pure LLM execution is a prototyping medium, not a production architecture. The $15 agent run becomes a $1 run when repeated reasoning gets hardened into code.]]></description>
    </item>
    <item>
      <title><![CDATA[Your Real Competitor Is the Internal Build]]></title>
      <link>https://rywalker.com/real-competitor-internal-build</link>
      <guid isPermaLink="true">https://rywalker.com/real-competitor-internal-build</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise agent shortlists now include a fourth option — paying someone to build it in-house. Flexibility, not features, is what beats that option.]]></description>
    </item>
    <item>
      <title><![CDATA[We Made the Agent Smarter by Deleting Code]]></title>
      <link>https://rywalker.com/smarter-by-deleting-code</link>
      <guid isPermaLink="true">https://rywalker.com/smarter-by-deleting-code</guid>
      <pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The biggest agent upgrade we shipped was subtraction — removing hardcoded logic and context bloat that existed because last year's models couldn't be trusted.]]></description>
    </item>
    <item>
      <title><![CDATA[The 4X Mandate Without a Measuring Stick]]></title>
      <link>https://rywalker.com/4x-mandate-no-measurement</link>
      <guid isPermaLink="true">https://rywalker.com/4x-mandate-no-measurement</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise leaders are demanding 4x developer output but have no credible way to measure it, creating a performance theater nobody wins.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent as ERP Is Not a Metaphor]]></title>
      <link>https://rywalker.com/agent-as-erp-not-metaphor</link>
      <guid isPermaLink="true">https://rywalker.com/agent-as-erp-not-metaphor</guid>
      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[When teams work across six or seven systems, the agent becomes the operating layer that replaces the ERP, not just another tool in the stack.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Lab Replaces the Agent Deploy]]></title>
      <link>https://rywalker.com/agent-lab-not-deploy</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise agents need a living environment where users iterate on behavior, not a one-time deployment pipeline.]]></description>
    </item>
    <item>
      <title><![CDATA[Agents Start Broken and That Is the Point]]></title>
      <link>https://rywalker.com/agents-start-broken</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[New agents should deploy in supervised mode by default because no agent is production-ready on day zero.]]></description>
    </item>
    <item>
      <title><![CDATA[Cloud Dev Environments Are the Unlock for Parallel Agent Work]]></title>
      <link>https://rywalker.com/cloud-dev-environments-agents</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Running agents locally hits a wall fast. Cloud-based dev environments let teams run parallel agent sessions, share work instantly, and actually scale.]]></description>
    </item>
    <item>
      <title><![CDATA[Controllability Beats Magic Every Time]]></title>
      <link>https://rywalker.com/controllability-beats-magic</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise teams do not want a black box agent. They want full control over how code gets written, reviewed, and shipped.]]></description>
    </item>
    <item>
      <title><![CDATA[The Forward-Deployed Engineer Is the Wedge]]></title>
      <link>https://rywalker.com/fde-is-the-wedge</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Forward-deployed engineers are not a cost center. They are the fastest path to turning enterprise pilots into six-figure accounts.]]></description>
    </item>
    <item>
      <title><![CDATA[Own the Compute Layer or Pay Someone Else's Margin Forever]]></title>
      <link>https://rywalker.com/own-the-compute-layer</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Building your own sandbox infrastructure is painful, but it gives you pricing power, feature velocity, and margins your competitors will never match.]]></description>
    </item>
    <item>
      <title><![CDATA[The Single Pane of Glass Is a Custom App, Not a Chat Window]]></title>
      <link>https://rywalker.com/single-pane-custom-app</link>
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      <pubDate>Mon, 18 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise agent interfaces need more than chat. The real interface is a custom micro app where agents surface context and humans take action.]]></description>
    </item>
    <item>
      <title><![CDATA[Because I Had To]]></title>
      <link>https://rywalker.com/because-i-had-to</link>
      <guid isPermaLink="true">https://rywalker.com/because-i-had-to</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The story of leaving safe jobs and building companies — Differential, Astronomer, and now Tembo — because I had no other choice.]]></description>
    </item>
    <item>
      <title><![CDATA[Follow No Goose Absolutely]]></title>
      <link>https://rywalker.com/follow-no-goose</link>
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      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Design partner programs prevent enterprise AI companies from building three products when they should have built one.]]></description>
    </item>
    <item>
      <title><![CDATA[What I Learned Shutting Down OSSRank]]></title>
      <link>https://rywalker.com/ossrank</link>
      <guid isPermaLink="true">https://rywalker.com/ossrank</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[We built OSSRank to score open source project health beyond GitHub stars. The framework was right; the product wasn't. Here's what I took away.]]></description>
    </item>
    <item>
      <title><![CDATA[The Long Game in Agent Companies]]></title>
      <link>https://rywalker.com/long-game-agent-companies</link>
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      <pubDate>Tue, 05 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Agent companies are marathons you sprint through. Frameworks commoditize, monetization pins to infrastructure, and proximity to real builders is the moat.]]></description>
    </item>
    <item>
      <title><![CDATA[Agents in Production: GTM Mesh and the Death of the ERP]]></title>
      <link>https://rywalker.com/agents-in-production</link>
      <guid isPermaLink="true">https://rywalker.com/agents-in-production</guid>
      <pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The same mesh-of-agents pattern that closes the gap between ad click and revenue is the one that retires the ERP dashboard. Two examples, one architecture.]]></description>
    </item>
    <item>
      <title><![CDATA[Provocatypes Over Roadmaps]]></title>
      <link>https://rywalker.com/provocatypes-over-roadmaps</link>
      <guid isPermaLink="true">https://rywalker.com/provocatypes-over-roadmaps</guid>
      <pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A provocatype is a prototype built to provoke conversation, not to ship. When the product shape is genuinely unknown, provocatypes surface assumptions that requirements gathering misses.]]></description>
    </item>
    <item>
      <title><![CDATA[From Agent to Platform: Why the GTM Is Services-Shaped]]></title>
      <link>https://rywalker.com/agent-to-platform</link>
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      <pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[There is no winner-take-all platform in agents. The GTM is services-shaped, the harness is commoditized, and coding-agent companies have a narrow window to pivot before the floor falls out.]]></description>
    </item>
    <item>
      <title><![CDATA[The Human Is No Longer the Integration Layer]]></title>
      <link>https://rywalker.com/human-as-integration-layer</link>
      <guid isPermaLink="true">https://rywalker.com/human-as-integration-layer</guid>
      <pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The ERP is not going away. The CRM is not going away. The landing page is not going away. But the human as the operating system between them is. The agent takes that job now.]]></description>
    </item>
    <item>
      <title><![CDATA[Pluck a Feather From Each Goose]]></title>
      <link>https://rywalker.com/pluck-each-goose</link>
      <guid isPermaLink="true">https://rywalker.com/pluck-each-goose</guid>
      <pubDate>Sun, 03 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Following every engaged customer ends with three products instead of one. The discipline is to pluck a feather from each passing goose and follow none absolutely.]]></description>
    </item>
    <item>
      <title><![CDATA[The Design Partner Discipline]]></title>
      <link>https://rywalker.com/design-partner-discipline</link>
      <guid isPermaLink="true">https://rywalker.com/design-partner-discipline</guid>
      <pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A formal design partner program is how you avoid building in a vacuum without getting pulled in five directions. Pluck a feather from each passing goose, but never follow one off a cliff.]]></description>
    </item>
    <item>
      <title><![CDATA[The Pilot Is the Product]]></title>
      <link>https://rywalker.com/pilot-is-the-product</link>
      <guid isPermaLink="true">https://rywalker.com/pilot-is-the-product</guid>
      <pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Do not wait for perfection. Pilot with three or four users. Let them complain. Their complaints are the backlog. The pilot is not a test — it is the first iteration of the production system.]]></description>
    </item>
    <item>
      <title><![CDATA[The Zero-Stickiness Problem at the Tool Layer]]></title>
      <link>https://rywalker.com/zero-stickiness-tool-layer</link>
      <guid isPermaLink="true">https://rywalker.com/zero-stickiness-tool-layer</guid>
      <pubDate>Sat, 02 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Customers spend six months configuring a coding agent and ditch it overnight when something better ships. If your value proposition lives at the tool layer, you are one leapfrog from irrelevance.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Harness Problem]]></title>
      <link>https://rywalker.com/agent-harness-problem</link>
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      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise agents need layered interfaces, real software skills, and flexible platforms. The harness around the model matters more than the model.]]></description>
    </item>
    <item>
      <title><![CDATA[Agents Are About to Break Out of Engineering]]></title>
      <link>https://rywalker.com/agents-beyond-engineering</link>
      <guid isPermaLink="true">https://rywalker.com/agents-beyond-engineering</guid>
      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Non-engineering agents are easier to build but harder to contextualize. The organizational knowledge layer — not the execution layer — is the real unsolved problem.]]></description>
    </item>
    <item>
      <title><![CDATA[The Orchestration Bet]]></title>
      <link>https://rywalker.com/orchestration-bet-not-agent</link>
      <guid isPermaLink="true">https://rywalker.com/orchestration-bet-not-agent</guid>
      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Most companies are betting on building the best agent. A smaller number are betting that the best agent changes every week — and that the durable value is in orchestration.]]></description>
    </item>
    <item>
      <title><![CDATA[The Real Product Is What Replaces Homegrown]]></title>
      <link>https://rywalker.com/replace-homegrown</link>
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      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Do not compete with what Shopify is building internally. Build the system that replaces every homegrown agent platform when the engineer who built it moves on.]]></description>
    </item>
    <item>
      <title><![CDATA[Start With the Pain, Not the Platform]]></title>
      <link>https://rywalker.com/start-with-the-pain</link>
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      <pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The temptation with agent projects is to start with the technology. That is how you end up with a demo that impresses nobody who actually has to use it.]]></description>
    </item>
    <item>
      <title><![CDATA[Agents Are Software, and Software Needs a Factory]]></title>
      <link>https://rywalker.com/agent-factory-not-harness</link>
      <guid isPermaLink="true">https://rywalker.com/agent-factory-not-harness</guid>
      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[People talk about agent harnesses as if the harness is the interesting part. It is not. The interesting part is the factory — sandboxing, orchestration, persistence, model translation.]]></description>
    </item>
    <item>
      <title><![CDATA[The Atomic Agent Mesh: Architecture, Build-vs-Buy, and the Review Layer]]></title>
      <link>https://rywalker.com/atomic-agent-mesh</link>
      <guid isPermaLink="true">https://rywalker.com/atomic-agent-mesh</guid>
      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise AI will not be one mega-agent. It will be a mesh of atomic, auditable units, and the companies that nail review and context will own the next infrastructure layer.]]></description>
    </item>
    <item>
      <title><![CDATA[Background Agents Are the Underbuilt Layer]]></title>
      <link>https://rywalker.com/background-agents-underbuilt</link>
      <guid isPermaLink="true">https://rywalker.com/background-agents-underbuilt</guid>
      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Coding copilots are crowded. Background agents — autonomous, scheduled, reviewable — are what enterprises actually need, and almost every product shipping today is a toy by their standards.]]></description>
    </item>
    <item>
      <title><![CDATA[The Framework Cannot Be the Product]]></title>
      <link>https://rywalker.com/framework-cant-be-product</link>
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      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Frameworks get commoditized, forked, or absorbed by model providers. The durable revenue layer is the indispensable infrastructure piece that gets harder as the ecosystem matures.]]></description>
    </item>
    <item>
      <title><![CDATA[Inspectable Logic, Not Black Box Magic]]></title>
      <link>https://rywalker.com/inspectable-logic</link>
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      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Most agent projects die because nobody can explain why the agent did what it did. The fix is non-obvious — agent logic should be permanent, inspectable code, not a regenerated prompt.]]></description>
    </item>
    <item>
      <title><![CDATA[Tech Context Is Tractable. Org Context Is Not]]></title>
      <link>https://rywalker.com/tech-vs-org-context</link>
      <guid isPermaLink="true">https://rywalker.com/tech-vs-org-context</guid>
      <pubDate>Thu, 30 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The hardest unsolved problem in agent infrastructure is not compute or sandboxing. It is context — and most of that context lives in people, not repos.]]></description>
    </item>
    <item>
      <title><![CDATA[Catch the Buyers Before They Become Builders]]></title>
      <link>https://rywalker.com/buyers-before-builders</link>
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      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Mature dev orgs build their own agent infrastructure. Less mature orgs buy. The platform opportunity is a maturity gradient, and the play is the PostHog playbook applied to agents.]]></description>
    </item>
    <item>
      <title><![CDATA[Context Engineering Is the Hard Problem]]></title>
      <link>https://rywalker.com/context-engineering-hard-problem</link>
      <guid isPermaLink="true">https://rywalker.com/context-engineering-hard-problem</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Models keep getting better, but agents without deep codebase and organizational context are just expensive autocomplete. Context engineering is the bottleneck nobody has productized.]]></description>
    </item>
    <item>
      <title><![CDATA[The ERP Is Dead. The Agent Is Your Operating System Now]]></title>
      <link>https://rywalker.com/erp-is-dead</link>
      <guid isPermaLink="true">https://rywalker.com/erp-is-dead</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The ERP was supposed to solve the toggling-between-six-tools problem. It did not. The agent does — by becoming the operating layer on top of every system you already paid for.]]></description>
    </item>
    <item>
      <title><![CDATA[The Gap Is Infrastructure, Not Intelligence]]></title>
      <link>https://rywalker.com/infrastructure-gap-not-intelligence-gap</link>
      <guid isPermaLink="true">https://rywalker.com/infrastructure-gap-not-intelligence-gap</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The distance between an AI demo and an AI deployment is not a model gap or a harness gap. It is the absence of composable primitives for the boring parts of operationalization.]]></description>
    </item>
    <item>
      <title><![CDATA[The Organizational Context Gap]]></title>
      <link>https://rywalker.com/organizational-context-gap</link>
      <guid isPermaLink="true">https://rywalker.com/organizational-context-gap</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Across every agent platform, one layer is universally unsolved — organizational context. Not the prompt, not the model. The institutional knowledge an agent needs to do useful work.]]></description>
    </item>
    <item>
      <title><![CDATA[The Primitives Are the Same Across Roles]]></title>
      <link>https://rywalker.com/primitives-across-roles</link>
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      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Sandbox, tools, prompts, governance — the primitives are universal. Engineering agents and GTM agents share the same engine. Only the body changes.]]></description>
    </item>
    <item>
      <title><![CDATA[Users Should Iterate on Agents, Not Developers]]></title>
      <link>https://rywalker.com/users-iterate-not-developers</link>
      <guid isPermaLink="true">https://rywalker.com/users-iterate-not-developers</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Agents are always slightly wrong when first built. The people who know what is wrong are not developers — they are the users who interact with the agent every day.]]></description>
    </item>
    <item>
      <title><![CDATA[You Need a Directory of Agents]]></title>
      <link>https://rywalker.com/agent-directory-problem</link>
      <guid isPermaLink="true">https://rywalker.com/agent-directory-problem</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Companies have directories of employees. They have no equivalent for the agents doing real work. Every agent should be inspectable, auditable, and correctable.]]></description>
    </item>
    <item>
      <title><![CDATA[What the Build-vs-Buy Data Actually Shows]]></title>
      <link>https://rywalker.com/build-vs-buy-agent-data</link>
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      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[From Stripe to a five-person startup, the agent stack is mostly blue — built in-house. The harness is bought. The middle of the stack is built. The opportunity sits in turning blue dots green.]]></description>
    </item>
    <item>
      <title><![CDATA[Flexibility Is Not Optional for Agent Platforms]]></title>
      <link>https://rywalker.com/flexibility-is-not-optional</link>
      <guid isPermaLink="true">https://rywalker.com/flexibility-is-not-optional</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Multi-CLI, multi-model, multi-repo, self-hosted, and pluggable integrations are table stakes. No enterprise wants to be locked into one vendor's harness.]]></description>
    </item>
    <item>
      <title><![CDATA[GTM Mesh: Closing the Gap Between Ad Click and Revenue]]></title>
      <link>https://rywalker.com/gtm-mesh</link>
      <guid isPermaLink="true">https://rywalker.com/gtm-mesh</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The space between an ad click and a revenue event is where most go-to-market motions lose the plot. Static landing pages cannot fix it. A mesh of agents can.]]></description>
    </item>
    <item>
      <title><![CDATA[The Harness Layer Has No Moat]]></title>
      <link>https://rywalker.com/harness-layer-no-moat</link>
      <guid isPermaLink="true">https://rywalker.com/harness-layer-no-moat</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The agent harness — the loop that executes — is no longer a differentiator. The opportunity lives one layer up, in the abstractions an engineer Googles at 2 a.m. when the duct tape breaks.]]></description>
    </item>
    <item>
      <title><![CDATA[One Human Will Supervise Hundreds of Agents]]></title>
      <link>https://rywalker.com/supervising-hundreds-of-agents</link>
      <guid isPermaLink="true">https://rywalker.com/supervising-hundreds-of-agents</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A manager handles seven direct reports. A supervisor will handle hundreds of agents — but only if observability and review are good enough to make oversight scale.]]></description>
    </item>
    <item>
      <title><![CDATA[The Codebase Is the Territory. The Agent Needs a Map]]></title>
      <link>https://rywalker.com/the-codebase-is-the-territory</link>
      <guid isPermaLink="true">https://rywalker.com/the-codebase-is-the-territory</guid>
      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Every quarter a new model writes marginally better benchmark code. And every quarter enterprise teams stall on the same context problems. The hard part is the engineering around the AI.]]></description>
    </item>
    <item>
      <title><![CDATA[The Arena of Arenas: Why There Is No Winner-Take-All in Agents]]></title>
      <link>https://rywalker.com/arena-of-arenas</link>
      <guid isPermaLink="true">https://rywalker.com/arena-of-arenas</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise AI deployment is services-shaped, not software-shaped. There is no single board where you win or lose — you are fighting labs, incumbents, peers, and internal builds at the same time.]]></description>
    </item>
    <item>
      <title><![CDATA[Think Small to Win Big]]></title>
      <link>https://rywalker.com/compose-bottom-up</link>
      <guid isPermaLink="true">https://rywalker.com/compose-bottom-up</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The companies that try to skip to the grand AI vision will burn capital. The ones that start with one workflow per developer will compound their way into something much larger.]]></description>
    </item>
    <item>
      <title><![CDATA[The Forward-Deployed Model Is the Only One That Actually Works]]></title>
      <link>https://rywalker.com/forward-deployed-agent-model</link>
      <guid isPermaLink="true">https://rywalker.com/forward-deployed-agent-model</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Every agent needs to be personalized and context engineering is hands-on, so the vendor who embeds engineers inside the customer has a structural advantage. Self-serve ships shelfware.]]></description>
    </item>
    <item>
      <title><![CDATA[The Framework Trap]]></title>
      <link>https://rywalker.com/framework-trap-monetization</link>
      <guid isPermaLink="true">https://rywalker.com/framework-trap-monetization</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[LangChain pivoted to LangSmith. E2B sells the sandbox. The agent harness is not the product — it is the thing you give away. Monetization lives in the infrastructure underneath.]]></description>
    </item>
    <item>
      <title><![CDATA[The Harness Matters as Much as the Model]]></title>
      <link>https://rywalker.com/harness-matters-as-much</link>
      <guid isPermaLink="true">https://rywalker.com/harness-matters-as-much</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Engineers report meaningfully different results from the same model run through different harnesses. The harness is not a thin wrapper — it is an opinionated layer that shapes agent behavior.]]></description>
    </item>
    <item>
      <title><![CDATA[The Mesh of Specialists Pattern]]></title>
      <link>https://rywalker.com/mesh-of-specialists</link>
      <guid isPermaLink="true">https://rywalker.com/mesh-of-specialists</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[One mega-agent does not work. A fabric of small, single-purpose agents — each doing one thing with high confidence — coordinating through shared context does.]]></description>
    </item>
    <item>
      <title><![CDATA[Skills Are Software, Not Markdown]]></title>
      <link>https://rywalker.com/skills-are-software</link>
      <guid isPermaLink="true">https://rywalker.com/skills-are-software</guid>
      <pubDate>Mon, 27 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A skill described in a markdown file is not a skill. It is a wish. Real skills need executable tools, automated tests, schema validation, and deep system integration.]]></description>
    </item>
    <item>
      <title><![CDATA[Agent Build Versus Buy: Why Engineers Keep Building It Themselves]]></title>
      <link>https://rywalker.com/agent-build-versus-buy</link>
      <guid isPermaLink="true">https://rywalker.com/agent-build-versus-buy</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[An engineer can ship a working agent harness in a week and a half. Code is cheap. So what does a paid agent platform offer that a week of engineering does not?]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Buyer Map: Who Builds, Who Buys]]></title>
      <link>https://rywalker.com/agent-buyer-segmentation</link>
      <guid isPermaLink="true">https://rywalker.com/agent-buyer-segmentation</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Companies with mature dev tooling build their own agent stack. Companies without it buy off the shelf. That buy cohort is the real addressable market.]]></description>
    </item>
    <item>
      <title><![CDATA[Crowded Starting Line, Empty Finish Line]]></title>
      <link>https://rywalker.com/crowded-starting-line</link>
      <guid isPermaLink="true">https://rywalker.com/crowded-starting-line</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The AI coding agent space looks crowded today. The vast majority of entrants will pivot, run out of money, or chase the next shiny thing. The race goes to who keeps running.]]></description>
    </item>
    <item>
      <title><![CDATA[The Grayscale Between Engineering and Everywhere Else]]></title>
      <link>https://rywalker.com/grayscale-engineering-everywhere</link>
      <guid isPermaLink="true">https://rywalker.com/grayscale-engineering-everywhere</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[There is no clean split between coding tools and business tools. The reality is a grayscale, and the products that win serve the whole spectrum.]]></description>
    </item>
    <item>
      <title><![CDATA[The IKEA Effect Is Real for Agent Tooling]]></title>
      <link>https://rywalker.com/ikea-effect-agent-tooling</link>
      <guid isPermaLink="true">https://rywalker.com/ikea-effect-agent-tooling</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[People pay 63% more for furniture they assembled themselves. The same dynamic governs agent platforms — developers who build their own agents care about them and keep improving them.]]></description>
    </item>
    <item>
      <title><![CDATA[The Operationalization Gap: Where AI Demos Go to Die]]></title>
      <link>https://rywalker.com/operationalization-gap</link>
      <guid isPermaLink="true">https://rywalker.com/operationalization-gap</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The gap between an AI demo and an AI deployment is called software engineering. Most organizations are not equipped to close it, and that is where all the value lives.]]></description>
    </item>
    <item>
      <title><![CDATA[Taste Does Not Scale With Token Throughput]]></title>
      <link>https://rywalker.com/taste-doesnt-scale</link>
      <guid isPermaLink="true">https://rywalker.com/taste-doesnt-scale</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Code production is no longer the constraint. Deploy pipelines, feature flags, and code review are. The new bottleneck is taste, and taste does not scale.]]></description>
    </item>
    <item>
      <title><![CDATA[Three Audiences, Three Agent Strategies]]></title>
      <link>https://rywalker.com/three-audiences-agent-strategy</link>
      <guid isPermaLink="true">https://rywalker.com/three-audiences-agent-strategy</guid>
      <pubDate>Sun, 26 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Executives, founders, engineering leaders. Each one needs a different mindset shift to operationalize agents in 2026 — and each one is currently running the wrong play.]]></description>
    </item>
    <item>
      <title><![CDATA[Always Too Early, Never Wrong]]></title>
      <link>https://rywalker.com/always-too-early-never-wrong</link>
      <guid isPermaLink="true">https://rywalker.com/always-too-early-never-wrong</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Serial entrepreneurs show up before the wave forms. Being early looks identical to being wrong — right up until the moment it does not.]]></description>
    </item>
    <item>
      <title><![CDATA[Controllability Is Not Optional. Enterprise Teams Do Not Want Magic]]></title>
      <link>https://rywalker.com/controllability-not-magic</link>
      <guid isPermaLink="true">https://rywalker.com/controllability-not-magic</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise teams do not want magic agents. They want control over which submodules load, which tools run, and what the agent remembers — because they have been burned by black boxes before.]]></description>
    </item>
    <item>
      <title><![CDATA[The Coordination Crisis AI Tooling Created]]></title>
      <link>https://rywalker.com/coordination-crisis</link>
      <guid isPermaLink="true">https://rywalker.com/coordination-crisis</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[When everyone can build, nobody knows what has already been built. Five teams independently spin up the same Slack bot, and the duplication goes undetected for months.]]></description>
    </item>
    <item>
      <title><![CDATA[Customization Is the Moat, Not Model Quality]]></title>
      <link>https://rywalker.com/customization-beats-model</link>
      <guid isPermaLink="true">https://rywalker.com/customization-beats-model</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Frontier labs want workflow quality to be a function of model quality, because that is what they sell. The contrarian bet is that customization beats probability.]]></description>
    </item>
    <item>
      <title><![CDATA[The Harness Is Commoditized. Everything Else Is Not]]></title>
      <link>https://rywalker.com/harness-is-commoditized</link>
      <guid isPermaLink="true">https://rywalker.com/harness-is-commoditized</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The agent harness — Claude Code, OpenCode, Goose, Aider — is a commodity. Companies migrate between them freely. The defensible layers are context, orchestration, and tools.]]></description>
    </item>
    <item>
      <title><![CDATA[Organizational Context Is the Hardest Problem Nobody Has Solved]]></title>
      <link>https://rywalker.com/organizational-context-problem</link>
      <guid isPermaLink="true">https://rywalker.com/organizational-context-problem</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Context management is the layer most consistently built in-house and least well served by vendors. It is not a search problem. It is a knowledge management problem.]]></description>
    </item>
    <item>
      <title><![CDATA[Start With the Mirror, Not the Model]]></title>
      <link>https://rywalker.com/start-with-the-mirror</link>
      <guid isPermaLink="true">https://rywalker.com/start-with-the-mirror</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Pick one process your business actually runs. Record people doing it. Now you have something an agent can act on — and a foundation for measuring whether it works.]]></description>
    </item>
    <item>
      <title><![CDATA[The Token Reckoning Is Coming]]></title>
      <link>https://rywalker.com/token-reckoning-coming</link>
      <guid isPermaLink="true">https://rywalker.com/token-reckoning-coming</guid>
      <pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Engineers burn ten to fifteen million tokens a day. Powerful models run tasks that do not need them. By the end of 2026, the CFO will start asking questions and most teams will not have answers.]]></description>
    </item>
    <item>
      <title><![CDATA[Context Is the Moat — Don't Give It Away]]></title>
      <link>https://rywalker.com/context-is-the-moat</link>
      <guid isPermaLink="true">https://rywalker.com/context-is-the-moat</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[If you upload your entire business to a frontier model provider, you have handed them the playbook. Keep context local. Use frontier models as the engine.]]></description>
    </item>
    <item>
      <title><![CDATA[Non-Determinism Demands Human Correction Loops]]></title>
      <link>https://rywalker.com/human-correction-loops</link>
      <guid isPermaLink="true">https://rywalker.com/human-correction-loops</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Agents are non-deterministic by nature. The way they get smart is through human correction at scale, and the atomic mesh is what makes that tractable.]]></description>
    </item>
    <item>
      <title><![CDATA[Human Review Is Not a Limitation]]></title>
      <link>https://rywalker.com/human-review-not-limitation</link>
      <guid isPermaLink="true">https://rywalker.com/human-review-not-limitation</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Human review is not the bottleneck to be eliminated. It is the quality gate that keeps AI-generated slop from compounding into technical debt that takes years to unwind.]]></description>
    </item>
    <item>
      <title><![CDATA[Internal AI Tools Have a Twelve-Month Shelf Life]]></title>
      <link>https://rywalker.com/internal-tools-shelf-life</link>
      <guid isPermaLink="true">https://rywalker.com/internal-tools-shelf-life</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Three weeks of work can match a dedicated AI vendor. Six months later, the same tooling feels like it was built in a different era — because in AI terms, it was.]]></description>
    </item>
    <item>
      <title><![CDATA[Each Person Needs Their Own Agent Instance]]></title>
      <link>https://rywalker.com/per-user-agent-instances</link>
      <guid isPermaLink="true">https://rywalker.com/per-user-agent-instances</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Shared agents with a single configuration are fundamentally broken. Each user gets a personal copy that learns through interactions — and an organizational layer that locks in what consistently works.]]></description>
    </item>
    <item>
      <title><![CDATA[Triggered Workflows Generate Most of the Volume]]></title>
      <link>https://rywalker.com/triggered-workflows-dominate</link>
      <guid isPermaLink="true">https://rywalker.com/triggered-workflows-dominate</guid>
      <pubDate>Fri, 24 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Most enterprise agent value comes from background workflows, not from humans typing into a chat box. Machines do not sleep. Lean into triggered work or get out-shipped.]]></description>
    </item>
    <item>
      <title><![CDATA[Agent Memory Is Unsolved. Workflow-Scoped Learning Is Not]]></title>
      <link>https://rywalker.com/agent-memory-unsolved</link>
      <guid isPermaLink="true">https://rywalker.com/agent-memory-unsolved</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[General-purpose agent memory is still a research problem. The opportunity is workflow-scoped learning that compounds — pick the constraint, and the memory problem stops being intractable.]]></description>
    </item>
    <item>
      <title><![CDATA[When Building Is Cheap, Coordination Breaks]]></title>
      <link>https://rywalker.com/cheap-building-coordination-problem</link>
      <guid isPermaLink="true">https://rywalker.com/cheap-building-coordination-problem</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Three brand teams in the same Fortune 50 build the same aggregator without talking. AI lowered the cost of building, and the budget process that used to coordinate everyone disappeared with it.]]></description>
    </item>
    <item>
      <title><![CDATA[Homegrown Platforms Decay]]></title>
      <link>https://rywalker.com/homegrown-decay</link>
      <guid isPermaLink="true">https://rywalker.com/homegrown-decay</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Internal agent platforms are built by ambitious individuals with other jobs. When those engineers move on, the platform becomes a liability.]]></description>
    </item>
    <item>
      <title><![CDATA[The Algorithm Should Be Inspectable]]></title>
      <link>https://rywalker.com/inspectable-algorithm</link>
      <guid isPermaLink="true">https://rywalker.com/inspectable-algorithm</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Trust is the bottleneck for agent adoption, not capability. Hide the logic in a prompt and people stop using it. Make it inspectable code and they iterate with you.]]></description>
    </item>
    <item>
      <title><![CDATA[The Mesh, Not the Monolith]]></title>
      <link>https://rywalker.com/mesh-not-monolith</link>
      <guid isPermaLink="true">https://rywalker.com/mesh-not-monolith</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[One mega-agent that handles everything is exhilarating to demo and chaotic in production. Enterprise wants a mesh of specialized agents with human pilots.]]></description>
    </item>
    <item>
      <title><![CDATA[Review Is Not a Screen. It Is a Primitive]]></title>
      <link>https://rywalker.com/review-as-primitive</link>
      <guid isPermaLink="true">https://rywalker.com/review-as-primitive</guid>
      <pubDate>Thu, 23 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Build review as a UI screen and you have a feature. Build it as a primitive that takes an artifact type and returns a verification surface and you have leverage.]]></description>
    </item>
    <item>
      <title><![CDATA[Most APIs Are Not Ready for Agents]]></title>
      <link>https://rywalker.com/apis-not-ready-for-agents</link>
      <guid isPermaLink="true">https://rywalker.com/apis-not-ready-for-agents</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Commercial software was built for humans clicking through UIs, not for agents making programmatic decisions at speed. The component problem is real and underrated.]]></description>
    </item>
    <item>
      <title><![CDATA[The Convergent Agent Stack]]></title>
      <link>https://rywalker.com/convergent-agent-stack</link>
      <guid isPermaLink="true">https://rywalker.com/convergent-agent-stack</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Fifty companies building internal agent platforms have independently arrived at the same architecture. That convergence is the productization tell.]]></description>
    </item>
    <item>
      <title><![CDATA[Event-Driven Agents Change What Is Possible]]></title>
      <link>https://rywalker.com/event-driven-agents</link>
      <guid isPermaLink="true">https://rywalker.com/event-driven-agents</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A new tag, a new ticket, a new error. The most underappreciated capability in this wave is not generation. It is agents that fire because something happened.]]></description>
    </item>
    <item>
      <title><![CDATA[The Harness Is the Product. The Prompt Is Cheap]]></title>
      <link>https://rywalker.com/harness-is-the-product</link>
      <guid isPermaLink="true">https://rywalker.com/harness-is-the-product</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The interesting part of an agent stopped being the prompt years ago. Orchestration, persistence, tool integrations, and policy enforcement are where the complexity — and the value — lives now.]]></description>
    </item>
    <item>
      <title><![CDATA[Why Sandboxes Beat Vector RAG for Code Generation]]></title>
      <link>https://rywalker.com/sandboxes-beat-vector-rag</link>
      <guid isPermaLink="true">https://rywalker.com/sandboxes-beat-vector-rag</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Vector retrieval gives a similarity approximation of context. A sandbox gives the agent the real repository. Stateless, disposable, accurate — the architecture that actually works.]]></description>
    </item>
    <item>
      <title><![CDATA[What Workflow-First Looks Like in Practice]]></title>
      <link>https://rywalker.com/workflow-first-in-practice</link>
      <guid isPermaLink="true">https://rywalker.com/workflow-first-in-practice</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A customer success team, five fragmented systems, and a workflow agent that ships in a week. How small scoped wins compose into something that looks like a role.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Infra Maturity Gradient]]></title>
      <link>https://rywalker.com/agent-infra-maturity-gradient</link>
      <guid isPermaLink="true">https://rywalker.com/agent-infra-maturity-gradient</guid>
      <pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Mature engineering orgs reuse existing dev infra. Less mature orgs buy off the shelf. Scrappy teams hand-roll everything. The opportunity sits in the gap between them.]]></description>
    </item>
    <item>
      <title><![CDATA[Sessions Replace Tasks, Runs, and Threads]]></title>
      <link>https://rywalker.com/sessions-replace-tasks-runs-threads</link>
      <guid isPermaLink="true">https://rywalker.com/sessions-replace-tasks-runs-threads</guid>
      <pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[When the same object has three names, your architecture is drifting. Tasks, runs, threads, chats — all of it is just a session. One container, many shapes of work.]]></description>
    </item>
    <item>
      <title><![CDATA[The Three Phases of AI-Assisted Engineering]]></title>
      <link>https://rywalker.com/three-phases-of-ai-engineering</link>
      <guid isPermaLink="true">https://rywalker.com/three-phases-of-ai-engineering</guid>
      <pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Autocomplete, interactive agents, background agents. The bottleneck has moved from generating code to reviewing it, and almost no one is building for the new constraint.]]></description>
    </item>
    <item>
      <title><![CDATA[Two Maintenance Curves: Infrastructure Decreases, Context Never Stops]]></title>
      <link>https://rywalker.com/two-maintenance-curves</link>
      <guid isPermaLink="true">https://rywalker.com/two-maintenance-curves</guid>
      <pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The maintenance burden of running agents is not one thing. It splits into two categories with opposite cost curves, and only one of them ever ends.]]></description>
    </item>
    <item>
      <title><![CDATA[The Unit of AI Consumption Is the Organization]]></title>
      <link>https://rywalker.com/unit-of-ai-consumption-is-organization</link>
      <guid isPermaLink="true">https://rywalker.com/unit-of-ai-consumption-is-organization</guid>
      <pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Today every developer has a personal subscription. Tomorrow the organization has a shared agent fabric — pooled credits, role-based access, routed across models.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Is the Primitive, Not the Automation]]></title>
      <link>https://rywalker.com/agent-as-primitive</link>
      <guid isPermaLink="true">https://rywalker.com/agent-as-primitive</guid>
      <pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Automations bundle trigger, prompt, tools, and model into one flat object. That works at five. It falls apart at fifty. The agent has to become its own primitive.]]></description>
    </item>
    <item>
      <title><![CDATA[Agent Memory Is the Defensible Layer]]></title>
      <link>https://rywalker.com/agent-memory-defensible-layer</link>
      <guid isPermaLink="true">https://rywalker.com/agent-memory-defensible-layer</guid>
      <pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Orchestration on top will commoditize. The context and memory layer underneath agents is the defensible enterprise infrastructure play, and nobody has won it yet.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Stack Build-vs-Buy Map]]></title>
      <link>https://rywalker.com/agent-stack-build-vs-buy</link>
      <guid isPermaLink="true">https://rywalker.com/agent-stack-build-vs-buy</guid>
      <pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Lay out the seven layers of the agent stack and a clear map emerges. The harness is commoditized. Context, memory, and orchestration are blue across the chart.]]></description>
    </item>
    <item>
      <title><![CDATA[Code Review Becomes the Bottleneck]]></title>
      <link>https://rywalker.com/code-review-becomes-the-bottleneck</link>
      <guid isPermaLink="true">https://rywalker.com/code-review-becomes-the-bottleneck</guid>
      <pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[When an agent ships a working PR every six minutes, you accumulate reviewable code faster than humans can process. The next wall is review, not generation.]]></description>
    </item>
    <item>
      <title><![CDATA[The Submodule Problem Is the Whole Problem in Miniature]]></title>
      <link>https://rywalker.com/submodule-problem-agents</link>
      <guid isPermaLink="true">https://rywalker.com/submodule-problem-agents</guid>
      <pubDate>Mon, 20 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Submodules are a specific pain point, but they illustrate a universal truth. Enterprise codebases are not simple, and agents that cannot handle them cannot handle enterprise software.]]></description>
    </item>
    <item>
      <title><![CDATA[Automating Knowledge Work Is Software Engineering]]></title>
      <link>https://rywalker.com/automating-knowledge-work-is-software</link>
      <guid isPermaLink="true">https://rywalker.com/automating-knowledge-work-is-software</guid>
      <pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Automating your GTM motion, vendor onboarding, or SKU rationalization is software engineering. The end user being internal does not change the discipline required.]]></description>
    </item>
    <item>
      <title><![CDATA[The Declarative Atomic Agent]]></title>
      <link>https://rywalker.com/declarative-atomic-agent</link>
      <guid isPermaLink="true">https://rywalker.com/declarative-atomic-agent</guid>
      <pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[An atomic agent is a single declarative spec — input, output, purpose, constraints. That property is what makes the mesh composable, auditable, and cheap to optimize.]]></description>
    </item>
    <item>
      <title><![CDATA[Start With Workflows, Not Roles]]></title>
      <link>https://rywalker.com/start-with-workflows</link>
      <guid isPermaLink="true">https://rywalker.com/start-with-workflows</guid>
      <pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Role-based agents start with the hardest version of the problem. Workflow-first agents start small, ship in a week, and compound into something larger.]]></description>
    </item>
    <item>
      <title><![CDATA[Three Layers of Agent Context, and Most Agents Have Zero]]></title>
      <link>https://rywalker.com/three-layers-of-agent-context</link>
      <guid isPermaLink="true">https://rywalker.com/three-layers-of-agent-context</guid>
      <pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The coding-agent debate is dominated by model capability. Wrong bottleneck. Context splits into structural, navigational, and operational layers — and most agents are missing all three.]]></description>
    </item>
    <item>
      <title><![CDATA[The Agent Made a New Type Instead of Finding the Real One]]></title>
      <link>https://rywalker.com/agent-pr-from-the-wrong-type</link>
      <guid isPermaLink="true">https://rywalker.com/agent-pr-from-the-wrong-type</guid>
      <pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A scene from every engineering org operationalizing agents. The task was trivial. The PR was wrong in a way no human on the team would ever get wrong. It is not a model problem.]]></description>
    </item>
    <item>
      <title><![CDATA[Agents Are Software, Not Prompts]]></title>
      <link>https://rywalker.com/agents-are-software-not-prompts</link>
      <guid isPermaLink="true">https://rywalker.com/agents-are-software-not-prompts</guid>
      <pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The industry treats agents as a new category. They are not. Agents are software, and the same engineering principles that have always mattered still apply.]]></description>
    </item>
    <item>
      <title><![CDATA[Every Obvious AI Idea Gets Commoditized in Weeks]]></title>
      <link>https://rywalker.com/obvious-ai-ideas-commoditize</link>
      <guid isPermaLink="true">https://rywalker.com/obvious-ai-ideas-commoditize</guid>
      <pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The window between novel agent product and commoditized feature has compressed from years to weeks. Founders who pivot fast lose. Founders who stay in a hard problem compound.]]></description>
    </item>
    <item>
      <title><![CDATA[The Mirror Problem]]></title>
      <link>https://rywalker.com/the-mirror-problem</link>
      <guid isPermaLink="true">https://rywalker.com/the-mirror-problem</guid>
      <pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[95% of enterprise AI projects fail not because the models are weak. They fail because the company cannot describe its own processes well enough for an agent to act.]]></description>
    </item>
    <item>
      <title><![CDATA[The Mega-Agent Fantasy Is Already Falling Apart]]></title>
      <link>https://rywalker.com/mega-agent-fantasy</link>
      <guid isPermaLink="true">https://rywalker.com/mega-agent-fantasy</guid>
      <pubDate>Fri, 17 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprise AI is not one omniscient agent. The mega-agent fantasy collapses on contact with production, and the failure mode is always the same.]]></description>
    </item>
    <item>
      <title><![CDATA[The Procurement Trap]]></title>
      <link>https://rywalker.com/procurement-trap-ai-agents</link>
      <guid isPermaLink="true">https://rywalker.com/procurement-trap-ai-agents</guid>
      <pubDate>Fri, 17 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Enterprises that approach AI agents as a procurement decision keep discovering they actually have a software engineering problem. There is no vendor shortcut.]]></description>
    </item>
    <item>
      <title><![CDATA[Vibe Code Has No Production Strategy]]></title>
      <link>https://rywalker.com/vibe-code-no-production-strategy</link>
      <guid isPermaLink="true">https://rywalker.com/vibe-code-no-production-strategy</guid>
      <pubDate>Fri, 17 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A coding agent generates a working Python service. Someone says deploy it. Now what? Speed of creation without speed of operationalization is just faster debt.]]></description>
    </item>
    <item>
      <title><![CDATA[The Demo Is Not the Deployment]]></title>
      <link>https://rywalker.com/demo-is-not-deployment</link>
      <guid isPermaLink="true">https://rywalker.com/demo-is-not-deployment</guid>
      <pubDate>Thu, 16 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A French CTO with twelve Claude Max seats can ship from his laptop and watch his product team file tickets and wait. That gap is the real problem.]]></description>
    </item>
    <item>
      <title><![CDATA[Personal AI Agents: The Complete Landscape]]></title>
      <link>https://rywalker.com/openclaw-alternatives-2026</link>
      <guid isPermaLink="true">https://rywalker.com/openclaw-alternatives-2026</guid>
      <pubDate>Sat, 21 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[From managed solutions like Lindy and Manus to self-hosted alternatives like ZeroClaw and Pi — the complete guide to 38 personal AI agent platforms.]]></description>
    </item>
    <item>
      <title><![CDATA[Rise of the Agents: An AI Coding Ecosystem Map]]></title>
      <link>https://rywalker.com/rise-of-the-agents</link>
      <guid isPermaLink="true">https://rywalker.com/rise-of-the-agents</guid>
      <pubDate>Fri, 13 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A visual guide to the emerging AI agent ecosystem — from foundation lab tools to enterprise in-house agents, and everything in between.]]></description>
    </item>
    <item>
      <title><![CDATA[Becoming an Open Source Champion]]></title>
      <link>https://rywalker.com/oss-champion</link>
      <guid isPermaLink="true">https://rywalker.com/oss-champion</guid>
      <pubDate>Tue, 10 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[How to champion open source within your organization — from grassroots adoption to executive buy-in and sustainable engagement.]]></description>
    </item>
    <item>
      <title><![CDATA[Podcasts I Love]]></title>
      <link>https://rywalker.com/podcasts-i-love</link>
      <guid isPermaLink="true">https://rywalker.com/podcasts-i-love</guid>
      <pubDate>Tue, 10 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A curated list of podcasts that have shaped my thinking on startups, technology, and building companies.]]></description>
    </item>
    <item>
      <title><![CDATA[The Tembo Manifesto]]></title>
      <link>https://rywalker.com/tembo-manifesto</link>
      <guid isPermaLink="true">https://rywalker.com/tembo-manifesto</guid>
      <pubDate>Tue, 10 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Why we're building Tembo: AI coding agents should be orchestrated, not operated. The vision for enterprise-grade agent infrastructure.]]></description>
    </item>
    <item>
      <title><![CDATA[Claude Code Just Got a Serious Upgrade, and I Can't Stop Using It]]></title>
      <link>https://rywalker.com/claude-code-46-upgrade</link>
      <guid isPermaLink="true">https://rywalker.com/claude-code-46-upgrade</guid>
      <pubDate>Sun, 08 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A first-hand take on Claude Code 4.6: better context retention, smarter questions, and a workflow that finally feels like real pair programming.]]></description>
    </item>
    <item>
      <title><![CDATA[Outbound Sales Is Broken (And AI Won't Save It)]]></title>
      <link>https://rywalker.com/outbound-sales-is-broken</link>
      <guid isPermaLink="true">https://rywalker.com/outbound-sales-is-broken</guid>
      <pubDate>Fri, 06 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[AI outbound scales noise, not trust. Why cold outreach is saturated in 2025 and how warm, relevant paths still win.]]></description>
    </item>
    <item>
      <title><![CDATA[Where to Start If Your Outbound Is Stuck]]></title>
      <link>https://rywalker.com/outbound-where-to-start</link>
      <guid isPermaLink="true">https://rywalker.com/outbound-where-to-start</guid>
      <pubDate>Thu, 05 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Three concrete moves for sales leaders rebuilding outbound in 2025 — audit the last twenty cold emails, pick fifty prospects to warm, then measure the gap.]]></description>
    </item>
    <item>
      <title><![CDATA[The Underrated Power of a Positive Attitude]]></title>
      <link>https://rywalker.com/power-of-positive-attitude</link>
      <guid isPermaLink="true">https://rywalker.com/power-of-positive-attitude</guid>
      <pubDate>Thu, 05 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A case for genuine positivity in leadership: it compounds encouragement, builds resilience, and avoids toxic positivity.]]></description>
    </item>
    <item>
      <title><![CDATA[Measuring Developer Performance (And Why AI Might Make It Worse)]]></title>
      <link>https://rywalker.com/measuring-developer-performance</link>
      <guid isPermaLink="true">https://rywalker.com/measuring-developer-performance</guid>
      <pubDate>Wed, 04 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Developer performance is hard to measure; AI adds noisy signals. A case for outcome-focused frameworks over vanity metrics.]]></description>
    </item>
    <item>
      <title><![CDATA[The Uncomfortable Truth About Outbound]]></title>
      <link>https://rywalker.com/outbound-uncomfortable-truth</link>
      <guid isPermaLink="true">https://rywalker.com/outbound-uncomfortable-truth</guid>
      <pubDate>Wed, 04 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Most sales teams want a tool that fixes outbound. The next AI feature, the next intent provider, the next personalization engine. It won't. The game changed underneath them.]]></description>
    </item>
    <item>
      <title><![CDATA[Going Stats-Free: Why Sometimes the Numbers Don't Matter]]></title>
      <link>https://rywalker.com/going-stats-free</link>
      <guid isPermaLink="true">https://rywalker.com/going-stats-free</guid>
      <pubDate>Tue, 03 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Why rigid metrics can slow decisions when data is noisy, and how intuition plus small experiments can guide better calls.]]></description>
    </item>
    <item>
      <title><![CDATA[The Outbound Math Has Changed]]></title>
      <link>https://rywalker.com/outbound-math-changed</link>
      <guid isPermaLink="true">https://rywalker.com/outbound-math-changed</guid>
      <pubDate>Tue, 03 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Old model — 1,000 cold emails to 1 deal. New model — 200 warmed prospects to 4 deals. The unit economics of outbound flipped, and most teams are still optimizing the wrong funnel.]]></description>
    </item>
    <item>
      <title><![CDATA[What Actually Helps Developer Performance]]></title>
      <link>https://rywalker.com/what-actually-helps-dev-perf</link>
      <guid isPermaLink="true">https://rywalker.com/what-actually-helps-dev-perf</guid>
      <pubDate>Tue, 03 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[No single number captures developer performance. The honest answer is a portfolio of imperfect signals, used to develop people rather than rank them.]]></description>
    </item>
    <item>
      <title><![CDATA[The Gaming Problem Never Goes Away]]></title>
      <link>https://rywalker.com/dev-perf-gaming-problem</link>
      <guid isPermaLink="true">https://rywalker.com/dev-perf-gaming-problem</guid>
      <pubDate>Mon, 02 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Any developer performance metric can be gamed. AI tools just give us new things to measure — and new ways to get it wrong.]]></description>
    </item>
    <item>
      <title><![CDATA[Embracing Uncertainty in Conversation]]></title>
      <link>https://rywalker.com/embracing-uncertainty-in-conversation</link>
      <guid isPermaLink="true">https://rywalker.com/embracing-uncertainty-in-conversation</guid>
      <pubDate>Mon, 02 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The best exchanges happen when people feel safe to speculate and admit they do not know. "No stats whatsoever" and "always exceptions" build that space.]]></description>
    </item>
    <item>
      <title><![CDATA[Manufacturing Warm at Scale]]></title>
      <link>https://rywalker.com/manufacturing-warm-at-scale</link>
      <guid isPermaLink="true">https://rywalker.com/manufacturing-warm-at-scale</guid>
      <pubDate>Mon, 02 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Stop trying to make cold outreach feel warm. Start engineering touchpoints before the ask, so the email is the last step of a relationship — not the first.]]></description>
    </item>
    <item>
      <title><![CDATA[Finding the Balance Between Data and Intuition]]></title>
      <link>https://rywalker.com/data-intuition-balance</link>
      <guid isPermaLink="true">https://rywalker.com/data-intuition-balance</guid>
      <pubDate>Sun, 01 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A practical middle ground. Use data where stakes are high, intuition where speed matters, and intellectual honesty everywhere in between.]]></description>
    </item>
    <item>
      <title><![CDATA[Top Performer Analysis: The Real Opportunity in AI Tool Telemetry]]></title>
      <link>https://rywalker.com/top-performer-analysis</link>
      <guid isPermaLink="true">https://rywalker.com/top-performer-analysis</guid>
      <pubDate>Sun, 01 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The interesting use of AI coding tool data isn't ranking. It's understanding how your best engineers actually work — and helping the rest of the team catch up.]]></description>
    </item>
    <item>
      <title><![CDATA[The Trust Collapse in B2B Outbound]]></title>
      <link>https://rywalker.com/trust-collapse-sales</link>
      <guid isPermaLink="true">https://rywalker.com/trust-collapse-sales</guid>
      <pubDate>Sun, 01 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[AI doesn't write bad cold emails. It writes good ones. And good cold emails are now suspicious — that's the uncanny valley of sales, and it's killing response rates.]]></description>
    </item>
    <item>
      <title><![CDATA[The AI Coding Tool Wrinkle]]></title>
      <link>https://rywalker.com/ai-coding-tool-wrinkle</link>
      <guid isPermaLink="true">https://rywalker.com/ai-coding-tool-wrinkle</guid>
      <pubDate>Sat, 31 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[AI assistants are generating a granular log of every prompt, accept, reject, and iteration. That's new data — and a new way to measure the wrong thing.]]></description>
    </item>
    <item>
      <title><![CDATA[Always Exceptions, and That Is Fine]]></title>
      <link>https://rywalker.com/always-exceptions-enrich</link>
      <guid isPermaLink="true">https://rywalker.com/always-exceptions-enrich</guid>
      <pubDate>Sat, 31 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Edge cases do not invalidate general observations. They enrich them. The "well actually" reflex misunderstands what most claims are even trying to do.]]></description>
    </item>
    <item>
      <title><![CDATA[The Automation Arms Race Nobody Wins]]></title>
      <link>https://rywalker.com/automation-arms-race</link>
      <guid isPermaLink="true">https://rywalker.com/automation-arms-race</guid>
      <pubDate>Sat, 31 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Everyone got the same AI outbound stack at the same time. The result is inboxes full of emails that are suspiciously, uniformly perfect — and uniformly ignored.]]></description>
    </item>
    <item>
      <title><![CDATA[The Case for Intuition]]></title>
      <link>https://rywalker.com/case-for-intuition</link>
      <guid isPermaLink="true">https://rywalker.com/case-for-intuition</guid>
      <pubDate>Fri, 30 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Pattern recognition, experience, and inherited wisdom are real forms of knowledge. They are not a substitute for data, but they are not noise either.]]></description>
    </item>
    <item>
      <title><![CDATA[The GTM vs. R&D Measurement Gap]]></title>
      <link>https://rywalker.com/gtm-vs-rd-measurement-gap</link>
      <guid isPermaLink="true">https://rywalker.com/gtm-vs-rd-measurement-gap</guid>
      <pubDate>Fri, 30 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Sales has revenue. Engineering has hand-waving. The asymmetry in how we measure go-to-market versus R&D is a real problem, not a feature.]]></description>
    </item>
    <item>
      <title><![CDATA[The Tyranny of Show Me the Data]]></title>
      <link>https://rywalker.com/tyranny-of-show-me-data</link>
      <guid isPermaLink="true">https://rywalker.com/tyranny-of-show-me-data</guid>
      <pubDate>Thu, 29 Jan 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Every observation now demands a citation. Somewhere along the way we lost the ability to simply notice things, and the conversation got worse for it.]]></description>
    </item>
    <item>
      <title><![CDATA[Put AI on Defense, Not Just Offense]]></title>
      <link>https://rywalker.com/ai-on-defense</link>
      <guid isPermaLink="true">https://rywalker.com/ai-on-defense</guid>
      <pubDate>Wed, 24 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Most developers use AI only to write code. The real opportunity is using AI to secure, debug, and test—deploying equal firepower on defense.]]></description>
    </item>
    <item>
      <title><![CDATA[Why "Good Enough" Code Wins]]></title>
      <link>https://rywalker.com/why-good-enough-code-wins</link>
      <guid isPermaLink="true">https://rywalker.com/why-good-enough-code-wins</guid>
      <pubDate>Wed, 24 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[AI-assisted development has changed the economics of code quality. Teams shipping "good enough" code are moving faster than craftperfectionists.]]></description>
    </item>
    <item>
      <title><![CDATA[Where AI Defense Is Headed]]></title>
      <link>https://rywalker.com/ai-defense-where-headed</link>
      <guid isPermaLink="true">https://rywalker.com/ai-defense-where-headed</guid>
      <pubDate>Tue, 23 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Two-thirds of your AI firepower belongs on debt, security, and testing. The teams building defensive infrastructure now will outpace teams that either reject AI or deploy it recklessly.]]></description>
    </item>
    <item>
      <title><![CDATA[Let the Agents Fight Each Other]]></title>
      <link>https://rywalker.com/let-agents-fight-each-other</link>
      <guid isPermaLink="true">https://rywalker.com/let-agents-fight-each-other</guid>
      <pubDate>Mon, 22 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[If a coding agent introduces a bug and a testing agent catches it and a debugging agent fixes it, that is a win. The developer's time was preserved.]]></description>
    </item>
    <item>
      <title><![CDATA[AI Code Is Not Slop]]></title>
      <link>https://rywalker.com/ai-code-is-not-slop</link>
      <guid isPermaLink="true">https://rywalker.com/ai-code-is-not-slop</guid>
      <pubDate>Sun, 21 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Humans over-engineer. Humans pick wrong abstractions. We normalized human imperfection and treat AI imperfection as disqualifying. The bar is not as high as we pretend.]]></description>
    </item>
    <item>
      <title><![CDATA[Agentic Defense: The Missing Half of the Equation]]></title>
      <link>https://rywalker.com/agentic-defense-missing-half</link>
      <guid isPermaLink="true">https://rywalker.com/agentic-defense-missing-half</guid>
      <pubDate>Sat, 20 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[For every unit of AI firepower aimed at building, deploy equal or greater firepower at securing, debugging, and testing. Here is what that looks like.]]></description>
    </item>
    <item>
      <title><![CDATA[The Offense-Only Problem with AI Coding]]></title>
      <link>https://rywalker.com/offense-only-problem</link>
      <guid isPermaLink="true">https://rywalker.com/offense-only-problem</guid>
      <pubDate>Fri, 19 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Most developers deploy AI almost exclusively to ship features faster. The asymmetry is the problem — not the AI itself.]]></description>
    </item>
    <item>
      <title><![CDATA[I Asked 399 Developers for Their One Wish. Here's What They Said]]></title>
      <link>https://rywalker.com/developer-wishes-survey-2025</link>
      <guid isPermaLink="true">https://rywalker.com/developer-wishes-survey-2025</guid>
      <pubDate>Wed, 10 Dec 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Survey results from 399 developers reveal what's broken in modern software development: focus time, AI tools, and distribution top the list.]]></description>
    </item>
    <item>
      <title><![CDATA[The Future of AI Coding: Beyond Tools to True Autonomous Development]]></title>
      <link>https://rywalker.com/the-future-of-ai-coding</link>
      <guid isPermaLink="true">https://rywalker.com/the-future-of-ai-coding</guid>
      <pubDate>Thu, 11 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[The three tiers of AI coding adoption: from assisted tools to autonomous background agents. Why 80% of code will be AI-written within a decade.]]></description>
    </item>
    <item>
      <title><![CDATA[The Road Ahead for AI Coding]]></title>
      <link>https://rywalker.com/road-ahead-ai-coding</link>
      <guid isPermaLink="true">https://rywalker.com/road-ahead-ai-coding</guid>
      <pubDate>Wed, 10 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[We are still early. The trajectory is clear. The companies that build platforms — not just use tools — define the next decade of software development.]]></description>
    </item>
    <item>
      <title><![CDATA[Beyond the Coast-to-Midwest AI Gap]]></title>
      <link>https://rywalker.com/coast-to-midwest-ai-gap</link>
      <guid isPermaLink="true">https://rywalker.com/coast-to-midwest-ai-gap</guid>
      <pubDate>Tue, 09 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Silicon Valley is building AI coding tools for Silicon Valley. The PE-owned manufacturer in Ohio with three tired developers is the underserved market that matters.]]></description>
    </item>
    <item>
      <title><![CDATA[The AI Coding Middleware Moment]]></title>
      <link>https://rywalker.com/ai-coding-middleware-moment</link>
      <guid isPermaLink="true">https://rywalker.com/ai-coding-middleware-moment</guid>
      <pubDate>Mon, 08 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[AI coding is purely ephemeral — zero switching costs, no persistent IPs, no DNS lock-in. That is the rare condition that lets a horizontal middleware layer win.]]></description>
    </item>
    <item>
      <title><![CDATA[From Code Writer to Code Judge]]></title>
      <link>https://rywalker.com/code-writer-to-code-judge</link>
      <guid isPermaLink="true">https://rywalker.com/code-writer-to-code-judge</guid>
      <pubDate>Sun, 07 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[The biggest blocker to AI coding adoption is not the technology. It is the developer's ego attachment to typing. The role has to shift from author to judge.]]></description>
    </item>
    <item>
      <title><![CDATA[The Multi-Agent Platform Play]]></title>
      <link>https://rywalker.com/multi-agent-platform-play</link>
      <guid isPermaLink="true">https://rywalker.com/multi-agent-platform-play</guid>
      <pubDate>Sat, 06 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[Nobody knows which AI coding agent actually works best because no platform runs them side-by-side. That is the opening for a horizontal layer that serves the customer, not the model.]]></description>
    </item>
    <item>
      <title><![CDATA[Democratizing Software Engineering]]></title>
      <link>https://rywalker.com/democratizing-software-engineering</link>
      <guid isPermaLink="true">https://rywalker.com/democratizing-software-engineering</guid>
      <pubDate>Fri, 05 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[AI coding is not about replacing developers. It is about expanding who can request software work in the first place — and 10x-ing total demand.]]></description>
    </item>
    <item>
      <title><![CDATA[The Three Tiers of AI Coding Adoption]]></title>
      <link>https://rywalker.com/three-tiers-of-ai-coding</link>
      <guid isPermaLink="true">https://rywalker.com/three-tiers-of-ai-coding</guid>
      <pubDate>Thu, 04 Sep 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[AI coding adoption is happening in three distinct tiers — assisted, guided, and fully autonomous. Most teams are stuck in tier one and do not realize the gap.]]></description>
    </item>
    <item>
      <title><![CDATA[AI-First Software Development: Redefining How We Build Software]]></title>
      <link>https://rywalker.com/ai-first-software</link>
      <guid isPermaLink="true">https://rywalker.com/ai-first-software</guid>
      <pubDate>Wed, 11 Jun 2025 00:00:00 GMT</pubDate>
      <description><![CDATA[The AI-First Software Development Manifesto: 11 principles for treating AI as a true development partner, not a fancy autocomplete.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Test a Software Startup Idea]]></title>
      <link>https://rywalker.com/how-to-test-a-software-startup-idea</link>
      <guid isPermaLink="true">https://rywalker.com/how-to-test-a-software-startup-idea</guid>
      <pubDate>Wed, 14 Jun 2023 00:00:00 GMT</pubDate>
      <description><![CDATA[A step-by-step framework for testing startup ideas: talk to users, fake the demo, iterate until you know what to build. Don't write code yet.]]></description>
    </item>
    <item>
      <title><![CDATA[The Dual Flywheels of Modern Open Source Commercialization]]></title>
      <link>https://rywalker.com/dual-flywheels-open-source</link>
      <guid isPermaLink="true">https://rywalker.com/dual-flywheels-open-source</guid>
      <pubDate>Thu, 16 Feb 2023 00:00:00 GMT</pubDate>
      <description><![CDATA[Open source your core, build a SaaS around it ASAP, and keep both flywheels spinning. How to balance community and commercial traction.]]></description>
    </item>
    <item>
      <title><![CDATA[The Fatal Pitch Mistakes (and What Actually Lands)]]></title>
      <link>https://rywalker.com/fatal-pitch-mistakes</link>
      <guid isPermaLink="true">https://rywalker.com/fatal-pitch-mistakes</guid>
      <pubDate>Wed, 08 Jun 2022 00:00:00 GMT</pubDate>
      <description><![CDATA[The three mistakes that sink fundable companies — setup-slide death, sanitized corporate-speak, and slide dependency. Plus what actually intrigues investors.]]></description>
    </item>
    <item>
      <title><![CDATA[The Five-Step Pitch Framework]]></title>
      <link>https://rywalker.com/five-step-pitch-framework</link>
      <guid isPermaLink="true">https://rywalker.com/five-step-pitch-framework</guid>
      <pubDate>Tue, 07 Jun 2022 00:00:00 GMT</pubDate>
      <description><![CDATA[A repeatable five-step process for building a seed pitch — bullets, narrative, script, slides, iteration. Words first, slides last.]]></description>
    </item>
    <item>
      <title><![CDATA[The Four Pillars of a Seed-Stage Pitch]]></title>
      <link>https://rywalker.com/four-pillars-of-pitch</link>
      <guid isPermaLink="true">https://rywalker.com/four-pillars-of-pitch</guid>
      <pubDate>Mon, 06 Jun 2022 00:00:00 GMT</pubDate>
      <description><![CDATA[Every funded seed pitch crystallizes around four elements — product, team, traction, market. Miss any of them and the rest of the deck cannot rescue you.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Succeed in the Data Revolution]]></title>
      <link>https://rywalker.com/how-to-succeed-in-the-data-revolution</link>
      <guid isPermaLink="true">https://rywalker.com/how-to-succeed-in-the-data-revolution</guid>
      <pubDate>Tue, 31 Oct 2017 00:00:00 GMT</pubDate>
      <description><![CDATA[A self-assessment and prescriptions for becoming data-driven: hire a data scientist, establish a warehouse, and track your Daily ETL Tasks.]]></description>
    </item>
    <item>
      <title><![CDATA[The Quest for a Lead Investor]]></title>
      <link>https://rywalker.com/the-quest-for-a-lead-investor</link>
      <guid isPermaLink="true">https://rywalker.com/the-quest-for-a-lead-investor</guid>
      <pubDate>Tue, 31 Oct 2017 00:00:00 GMT</pubDate>
      <description><![CDATA[How fundraising really works: you'll get a pile of 'no' and a smaller pile of 'maybe.' Without a potential lead in that maybe pile, you're not ready.]]></description>
    </item>
    <item>
      <title><![CDATA[From Behavioral Analytics to Data Science]]></title>
      <link>https://rywalker.com/from-behavioral-analytics-to-data-science</link>
      <guid isPermaLink="true">https://rywalker.com/from-behavioral-analytics-to-data-science</guid>
      <pubDate>Tue, 24 Oct 2017 00:00:00 GMT</pubDate>
      <description><![CDATA[How Astronomer evolved from USERcycle analytics to a data engineering platform. The organic growth from clickstream to Apache Airflow to Kafka.]]></description>
    </item>
    <item>
      <title><![CDATA[How to Measure Data-Drivenness]]></title>
      <link>https://rywalker.com/how-to-measure-data-drivenness</link>
      <guid isPermaLink="true">https://rywalker.com/how-to-measure-data-drivenness</guid>
      <pubDate>Mon, 09 May 2016 00:00:00 GMT</pubDate>
      <description><![CDATA[Could Daily ETL Tasks be an effective indicator for how data-driven your organization is? A thought experiment inspired by Airbnb's data infrastructure.]]></description>
    </item>
    <item>
      <title><![CDATA[Our Review of AngelPad: "Game Changing"]]></title>
      <link>https://rywalker.com/our-review-of-angelpad</link>
      <guid isPermaLink="true">https://rywalker.com/our-review-of-angelpad</guid>
      <pubDate>Wed, 27 Jan 2016 00:00:00 GMT</pubDate>
      <description><![CDATA[Our journey through AngelPad as the first Midwest team ever accepted. From application to Demo Day, here's what the top-ranked accelerator is really like.]]></description>
    </item>
    <item>
      <title><![CDATA[The Growing Data Opportunity]]></title>
      <link>https://rywalker.com/the-growing-data-opportunity</link>
      <guid isPermaLink="true">https://rywalker.com/the-growing-data-opportunity</guid>
      <pubDate>Wed, 06 Jan 2016 00:00:00 GMT</pubDate>
      <description><![CDATA[Data silos are a growing problem as SaaS proliferates. How cloud computing, mobile, and machine learning are creating a data revolution.]]></description>
    </item>
    <item>
      <title><![CDATA[Professional Services for an Early Stage SaaS Company]]></title>
      <link>https://rywalker.com/professional-services-early-stage-saas</link>
      <guid isPermaLink="true">https://rywalker.com/professional-services-early-stage-saas</guid>
      <pubDate>Fri, 28 Aug 2015 00:00:00 GMT</pubDate>
      <description><![CDATA[Should early-stage SaaS companies do professional services? Advice from Brad Feld, Hiten Shah, and other investors on the product vs. services dilemma.]]></description>
    </item>
    <item>
      <title><![CDATA[Don't Sleep on User Retention]]></title>
      <link>https://rywalker.com/dont-sleep-on-user-retention</link>
      <guid isPermaLink="true">https://rywalker.com/dont-sleep-on-user-retention</guid>
      <pubDate>Mon, 25 May 2015 00:00:00 GMT</pubDate>
      <description><![CDATA[Most startup advice focuses on product and marketing. Retention gets far less airtime—and that's a shame, because it's where most products die.]]></description>
    </item>
    <item>
      <title><![CDATA[Collect Stories of Astonishment]]></title>
      <link>https://rywalker.com/collect-stories-of-astonishment</link>
      <guid isPermaLink="true">https://rywalker.com/collect-stories-of-astonishment</guid>
      <pubDate>Sun, 28 Dec 2014 00:00:00 GMT</pubDate>
      <description><![CDATA[Build something astonishing for your early adopters. Measure their amazement across education, setup, and ongoing value—then track your improvement.]]></description>
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