When Not to Use Agents: Decision Criteria for Operators
AI agents can drive leverage, but they are not always the right tool. Use this operator-focused framework to decide when to automate with agents and when simpler systems...
Read PlaybookWe help build and scale technology businesses using clear execution systems, measurable outcomes, and long-term ownership discipline.
Built for founder-partners, senior operators, and long-horizon capital.
Faster execution • Clear priorities • Long-term value creation
We align product, GTM, operations, and AI into one operating rhythm with shared playbooks, metrics, and governance from day one.
We build core software, data, and AI systems in-house and deploy them with operating discipline.
We originate ideas, structure entities, and launch focused businesses with clear decision metrics.
We set direction, enforce operating cadence, and track unit economics against target outcomes.
We build in markets where operational complexity and data density create outsized AI advantage.
Governed centrally. Operated independently.
ThirdRetail uses computer vision to digitize shelf conditions in real time, helping brands and retailers improve compliance, placement, and revenue per square foot.
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Governed centrally. Operated independently.
ASN Junagal connects students with resources, mentorship, and opportunities to improve outcomes at academic and career milestones.
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Practical breakdowns on AI execution, venture strategy, and company building.
AI agents can drive leverage, but they are not always the right tool. Use this operator-focused framework to decide when to automate with agents and when simpler systems...
Read PlaybookExplore the transformative potential of AI agent architectures for enterprise operations. Learn about different architectural patterns, key considerations, and real-world...
Read PlaybookGenerative AI is moving beyond hype, offering tangible benefits for enterprises. Learn about key applications, challenges, and strategies for successful integration.
Read PlaybookWe make decisions through long-term economics, execution quality, and ownership discipline.
We define a clear thesis before committing time or capital.
We align incentives, ownership, and operating model from day one.
Teams execute with autonomy while group leadership enforces accountability.
We scale what works, protect cash flow, and reinvest with discipline.
A practical process to qualify fit, align on value, and move quickly into execution.
We review context, constraints, and strategic fit with your target outcomes.
We define scope, decision metrics, and a practical execution roadmap with owners.
We run with operating cadence, measurable outcomes, and transparent accountability.
We work with teams building for enduring value, not short cycles.
We will map the highest-leverage next steps and confirm where we can create measurable impact.