Tarun Mathur
@tarunmathur.bsky.social
#GrowthAdvisory #CorporateStrategy #ScaleupStrategy #FoundersAdvice #Fintech #AI #Web3 #EnterpriseTech #Cybersecurity | #KelloggAlum
Single agents are useful. Multi-agent systems are transformative.
Organizations designing #agent architectures with clear handoffs and oversight gain velocity.
The future isn't one brilliant #AI—it's many specialized agents working in concert.
#TMinsights
Organizations designing #agent architectures with clear handoffs and oversight gain velocity.
The future isn't one brilliant #AI—it's many specialized agents working in concert.
#TMinsights
November 10, 2025 at 2:37 PM
Single agents are useful. Multi-agent systems are transformative.
Organizations designing #agent architectures with clear handoffs and oversight gain velocity.
The future isn't one brilliant #AI—it's many specialized agents working in concert.
#TMinsights
Organizations designing #agent architectures with clear handoffs and oversight gain velocity.
The future isn't one brilliant #AI—it's many specialized agents working in concert.
#TMinsights
Mid-career professionals and industry insiders are breaking into #entrepreneurshipByAcquisition in record numbers. Investors are eager to back pragmatic “operator-first” leaders.
The next five years could see #searchfunds become a mainstream portfolio staple.
#TMinsights #MicroPE
The next five years could see #searchfunds become a mainstream portfolio staple.
#TMinsights #MicroPE
November 10, 2025 at 4:34 AM
Mid-career professionals and industry insiders are breaking into #entrepreneurshipByAcquisition in record numbers. Investors are eager to back pragmatic “operator-first” leaders.
The next five years could see #searchfunds become a mainstream portfolio staple.
#TMinsights #MicroPE
The next five years could see #searchfunds become a mainstream portfolio staple.
#TMinsights #MicroPE
October 26, 2025 at 6:41 AM
Enterprise leaders shouldn't get stuck on building #AI in isolation. It's not about capability. Leverage the #ecosystem for accelerated development and adoption.
#AIStrategy
#TMinsights
#AIStrategy
#TMinsights
October 21, 2025 at 1:48 PM
Enterprise leaders shouldn't get stuck on building #AI in isolation. It's not about capability. Leverage the #ecosystem for accelerated development and adoption.
#AIStrategy
#TMinsights
#AIStrategy
#TMinsights
Successful AI adoption requires a culture of continuous #experimentation.
Rapid prototyping, A/B testing, and #iterativerefinement are key to discovering high- impact use-cases and optimizing performance.
#AIStrategy
#TMinsights
Rapid prototyping, A/B testing, and #iterativerefinement are key to discovering high- impact use-cases and optimizing performance.
#AIStrategy
#TMinsights
October 21, 2025 at 1:43 PM
Successful AI adoption requires a culture of continuous #experimentation.
Rapid prototyping, A/B testing, and #iterativerefinement are key to discovering high- impact use-cases and optimizing performance.
#AIStrategy
#TMinsights
Rapid prototyping, A/B testing, and #iterativerefinement are key to discovering high- impact use-cases and optimizing performance.
#AIStrategy
#TMinsights
Processing #AI models on #edge devices reducea latency, enhances privacy, and lowers bandwidth requirements.
This trend is critical for applications requiring immediate #insights and robust local control.
#AIStrategy
#TMinsights
This trend is critical for applications requiring immediate #insights and robust local control.
#AIStrategy
#TMinsights
October 21, 2025 at 11:45 AM
Processing #AI models on #edge devices reducea latency, enhances privacy, and lowers bandwidth requirements.
This trend is critical for applications requiring immediate #insights and robust local control.
#AIStrategy
#TMinsights
This trend is critical for applications requiring immediate #insights and robust local control.
#AIStrategy
#TMinsights
The traditional separation between #datascience (model building) and #MLOps (model deployment & management) is dissolving.
Data scientists need MLOps skills, and MLOps engineers need a deeper understanding of model behavior for effective productionization.
#SkillConvergence
#TMinsights
Data scientists need MLOps skills, and MLOps engineers need a deeper understanding of model behavior for effective productionization.
#SkillConvergence
#TMinsights
October 21, 2025 at 11:37 AM
The traditional separation between #datascience (model building) and #MLOps (model deployment & management) is dissolving.
Data scientists need MLOps skills, and MLOps engineers need a deeper understanding of model behavior for effective productionization.
#SkillConvergence
#TMinsights
Data scientists need MLOps skills, and MLOps engineers need a deeper understanding of model behavior for effective productionization.
#SkillConvergence
#TMinsights
The "as-a-service" model is expanding to AI, making advanced capabilities more #accessible to enterprises without massive upfront investments.
Platforms are offering #pre-trained models and tools for specific tasks, lowering the barrier to entry for many organizations.
#TMinsights
Platforms are offering #pre-trained models and tools for specific tasks, lowering the barrier to entry for many organizations.
#TMinsights
October 19, 2025 at 5:53 PM
The "as-a-service" model is expanding to AI, making advanced capabilities more #accessible to enterprises without massive upfront investments.
Platforms are offering #pre-trained models and tools for specific tasks, lowering the barrier to entry for many organizations.
#TMinsights
Platforms are offering #pre-trained models and tools for specific tasks, lowering the barrier to entry for many organizations.
#TMinsights
I'm seeing developers rapidly integrating #AI into their workflows. Besides the usual autocomplege, AI platforms are now generating code, debugging, refactoring capabilities etc.
This frees up their time for higher order #architectural design and complex problem solving.
#TMinsights
This frees up their time for higher order #architectural design and complex problem solving.
#TMinsights
October 19, 2025 at 5:23 PM
I'm seeing developers rapidly integrating #AI into their workflows. Besides the usual autocomplege, AI platforms are now generating code, debugging, refactoring capabilities etc.
This frees up their time for higher order #architectural design and complex problem solving.
#TMinsights
This frees up their time for higher order #architectural design and complex problem solving.
#TMinsights
Hallucinations in #AI models are a reality. Managing it requires grounding models in verified #knowledgebases, providing clear context and using #HITL.
All this requires conscious #critical judgement and #governance embedded by design.
#AIStrategy #TMinsights
All this requires conscious #critical judgement and #governance embedded by design.
#AIStrategy #TMinsights
October 19, 2025 at 7:03 AM
Hallucinations in #AI models are a reality. Managing it requires grounding models in verified #knowledgebases, providing clear context and using #HITL.
All this requires conscious #critical judgement and #governance embedded by design.
#AIStrategy #TMinsights
All this requires conscious #critical judgement and #governance embedded by design.
#AIStrategy #TMinsights
Happy to see regulators becoming progressive about new tech regulations.
Even for #AI, I see conversations and efforts to define "rules of the road.
Enterprises that integrate regulatory compliance into their AI development #lifecycle will gain a significant edge.
#AIStrategy
#TMinsights
Even for #AI, I see conversations and efforts to define "rules of the road.
Enterprises that integrate regulatory compliance into their AI development #lifecycle will gain a significant edge.
#AIStrategy
#TMinsights
October 19, 2025 at 5:05 AM
Happy to see regulators becoming progressive about new tech regulations.
Even for #AI, I see conversations and efforts to define "rules of the road.
Enterprises that integrate regulatory compliance into their AI development #lifecycle will gain a significant edge.
#AIStrategy
#TMinsights
Even for #AI, I see conversations and efforts to define "rules of the road.
Enterprises that integrate regulatory compliance into their AI development #lifecycle will gain a significant edge.
#AIStrategy
#TMinsights
If you want to differentiate through #AI you'll have to think beyond just efficiency gains and look at creating new forms of #value with it.
But for that, first break down your #datasilos and build a unified, high quality #datafoundation.
#AIStrategy #TMinsights
But for that, first break down your #datasilos and build a unified, high quality #datafoundation.
#AIStrategy #TMinsights
October 19, 2025 at 4:47 AM
If you want to differentiate through #AI you'll have to think beyond just efficiency gains and look at creating new forms of #value with it.
But for that, first break down your #datasilos and build a unified, high quality #datafoundation.
#AIStrategy #TMinsights
But for that, first break down your #datasilos and build a unified, high quality #datafoundation.
#AIStrategy #TMinsights
Limitations of deploying autonomous #AI include the potential of #unforseen interactions, difficulty in debugging complex systems and the challenge of assigning #accountability when things go wrong.
It's an on-going commitment to #fairness and not a one-time fix.
#AIStrategy #TMinsights
It's an on-going commitment to #fairness and not a one-time fix.
#AIStrategy #TMinsights
October 19, 2025 at 3:05 AM
Limitations of deploying autonomous #AI include the potential of #unforseen interactions, difficulty in debugging complex systems and the challenge of assigning #accountability when things go wrong.
It's an on-going commitment to #fairness and not a one-time fix.
#AIStrategy #TMinsights
It's an on-going commitment to #fairness and not a one-time fix.
#AIStrategy #TMinsights
Foundation pillars for #AI adoption extend beyond technology and include many themes, one of the most important being #orgculture.
It is crucial to foster an #experimental mindset, promote #dataliteracy and collaboration between biz and tech teams.
#OrgInertia #AIStrategy #TMinsights
It is crucial to foster an #experimental mindset, promote #dataliteracy and collaboration between biz and tech teams.
#OrgInertia #AIStrategy #TMinsights
October 18, 2025 at 5:02 PM
Foundation pillars for #AI adoption extend beyond technology and include many themes, one of the most important being #orgculture.
It is crucial to foster an #experimental mindset, promote #dataliteracy and collaboration between biz and tech teams.
#OrgInertia #AIStrategy #TMinsights
It is crucial to foster an #experimental mindset, promote #dataliteracy and collaboration between biz and tech teams.
#OrgInertia #AIStrategy #TMinsights
Enterprises aiming to become #algorithmic should strive to embed #AI into key areas of operation
AI can help transform data into continuous actionable #insights that drive #intelligent processes across the organization.
This can create a truly #data-driven enterprise.
#AIInsights #TMinsights
AI can help transform data into continuous actionable #insights that drive #intelligent processes across the organization.
This can create a truly #data-driven enterprise.
#AIInsights #TMinsights
October 18, 2025 at 3:26 PM
Enterprises aiming to become #algorithmic should strive to embed #AI into key areas of operation
AI can help transform data into continuous actionable #insights that drive #intelligent processes across the organization.
This can create a truly #data-driven enterprise.
#AIInsights #TMinsights
AI can help transform data into continuous actionable #insights that drive #intelligent processes across the organization.
This can create a truly #data-driven enterprise.
#AIInsights #TMinsights
Effective and responsible #AI implementation will require leaders to ensure balance between control and #autonomy.
Establish clear boundaries and #escalation paths- when should AI make the call and when should human step in etc?
Define these roles upfront.
#AIStrategy #TMinsights
Establish clear boundaries and #escalation paths- when should AI make the call and when should human step in etc?
Define these roles upfront.
#AIStrategy #TMinsights
October 17, 2025 at 3:36 AM
Effective and responsible #AI implementation will require leaders to ensure balance between control and #autonomy.
Establish clear boundaries and #escalation paths- when should AI make the call and when should human step in etc?
Define these roles upfront.
#AIStrategy #TMinsights
Establish clear boundaries and #escalation paths- when should AI make the call and when should human step in etc?
Define these roles upfront.
#AIStrategy #TMinsights
Observability in #AI is crucial for maintaining performance, detecting anomalies and debugging issues.
Observability involves monitoring #model inputs, outputs, internal states and system health in real time to understand how and why AI systems are making decisions.
#AIStrategy #TMinsights
Observability involves monitoring #model inputs, outputs, internal states and system health in real time to understand how and why AI systems are making decisions.
#AIStrategy #TMinsights
October 14, 2025 at 5:36 AM
Observability in #AI is crucial for maintaining performance, detecting anomalies and debugging issues.
Observability involves monitoring #model inputs, outputs, internal states and system health in real time to understand how and why AI systems are making decisions.
#AIStrategy #TMinsights
Observability involves monitoring #model inputs, outputs, internal states and system health in real time to understand how and why AI systems are making decisions.
#AIStrategy #TMinsights
Org inertia, lack of data readiness, integration challenges and lack of skilled talent need to be addressed before you see enterprise AI value unlock.
#AIStrategy
#TMinsights
#AIStrategy
#TMinsights
October 13, 2025 at 4:00 AM
Org inertia, lack of data readiness, integration challenges and lack of skilled talent need to be addressed before you see enterprise AI value unlock.
#AIStrategy
#TMinsights
#AIStrategy
#TMinsights
If you want to differentiate through #AI adoption, you'll have to look beyond the #hype.
True differentiation comes from solving unique business problems, creating new CX or optimizing core processes in ways your competitors can't replicate.
#TMinsights
True differentiation comes from solving unique business problems, creating new CX or optimizing core processes in ways your competitors can't replicate.
#TMinsights
October 13, 2025 at 3:54 AM
If you want to differentiate through #AI adoption, you'll have to look beyond the #hype.
True differentiation comes from solving unique business problems, creating new CX or optimizing core processes in ways your competitors can't replicate.
#TMinsights
True differentiation comes from solving unique business problems, creating new CX or optimizing core processes in ways your competitors can't replicate.
#TMinsights
Scenario planning in enterprises is getting an #AI upgrade. AI is helping analyse vast datasets to model future outcomes, #stress-test strategies and identify emerging opportunities.
This isn't forecasting; it's proactive #future-shaping.
#TMinsights
This isn't forecasting; it's proactive #future-shaping.
#TMinsights
October 11, 2025 at 1:12 PM
Scenario planning in enterprises is getting an #AI upgrade. AI is helping analyse vast datasets to model future outcomes, #stress-test strategies and identify emerging opportunities.
This isn't forecasting; it's proactive #future-shaping.
#TMinsights
This isn't forecasting; it's proactive #future-shaping.
#TMinsights
While #LLMs dominate headlines, a growing trend sees enterprises opting for smaller yet highghly specialized #SLMs.
SLMs, often fine-tuned on proprietary data, offer fmgreater efficiency, lower operational costs, and enhanced #dataprivacy for specific business functions.
#EdgeAI
#TMinsights
SLMs, often fine-tuned on proprietary data, offer fmgreater efficiency, lower operational costs, and enhanced #dataprivacy for specific business functions.
#EdgeAI
#TMinsights
October 11, 2025 at 12:52 PM
While #LLMs dominate headlines, a growing trend sees enterprises opting for smaller yet highghly specialized #SLMs.
SLMs, often fine-tuned on proprietary data, offer fmgreater efficiency, lower operational costs, and enhanced #dataprivacy for specific business functions.
#EdgeAI
#TMinsights
SLMs, often fine-tuned on proprietary data, offer fmgreater efficiency, lower operational costs, and enhanced #dataprivacy for specific business functions.
#EdgeAI
#TMinsights
A robust #governance architecture for #AI involves defining clear roles, responsibilities, and decision-making processes.
It also means establishing #ethical review boards and frameworks to navigate complex dilemmas, ensuring AI aligns with corporate #values and societal good.
#TMinsights
It also means establishing #ethical review boards and frameworks to navigate complex dilemmas, ensuring AI aligns with corporate #values and societal good.
#TMinsights
October 6, 2025 at 12:43 PM
A robust #governance architecture for #AI involves defining clear roles, responsibilities, and decision-making processes.
It also means establishing #ethical review boards and frameworks to navigate complex dilemmas, ensuring AI aligns with corporate #values and societal good.
#TMinsights
It also means establishing #ethical review boards and frameworks to navigate complex dilemmas, ensuring AI aligns with corporate #values and societal good.
#TMinsights
Enterprises will need to learn to prevent #autonomy from turning into #opacity.
By embedding #explainability and #interpretability into the design of #autonomousAI systems, maintaining human oversight capabilities, and establishing #audittrails for all automated decisions.
#TMinsights
By embedding #explainability and #interpretability into the design of #autonomousAI systems, maintaining human oversight capabilities, and establishing #audittrails for all automated decisions.
#TMinsights
October 6, 2025 at 12:35 PM
Enterprises will need to learn to prevent #autonomy from turning into #opacity.
By embedding #explainability and #interpretability into the design of #autonomousAI systems, maintaining human oversight capabilities, and establishing #audittrails for all automated decisions.
#TMinsights
By embedding #explainability and #interpretability into the design of #autonomousAI systems, maintaining human oversight capabilities, and establishing #audittrails for all automated decisions.
#TMinsights
Choosing between #off-the-shelf and custom AI solutions depends on your unique needs.
Off-the-shelf offers #speed and lower initial cost , while #custom solutions provide #competitiveadvantage and deeper integration.
Evaluate trade-offs carefully. #AIChoice #BuildVsBuyAI #CustomAI
#TMinsights
Off-the-shelf offers #speed and lower initial cost , while #custom solutions provide #competitiveadvantage and deeper integration.
Evaluate trade-offs carefully. #AIChoice #BuildVsBuyAI #CustomAI
#TMinsights
October 6, 2025 at 12:29 PM
Choosing between #off-the-shelf and custom AI solutions depends on your unique needs.
Off-the-shelf offers #speed and lower initial cost , while #custom solutions provide #competitiveadvantage and deeper integration.
Evaluate trade-offs carefully. #AIChoice #BuildVsBuyAI #CustomAI
#TMinsights
Off-the-shelf offers #speed and lower initial cost , while #custom solutions provide #competitiveadvantage and deeper integration.
Evaluate trade-offs carefully. #AIChoice #BuildVsBuyAI #CustomAI
#TMinsights
Ensuring #observability in AI is critical for maintaining performance, detecting #anomalies, and debugging issues.
This involves #monitoring model inputs, outputs, internal states, and #systemhealth in real-time to understand how and why AI systems are making decisions.
#TMinsights
This involves #monitoring model inputs, outputs, internal states, and #systemhealth in real-time to understand how and why AI systems are making decisions.
#TMinsights
October 6, 2025 at 12:24 PM
Ensuring #observability in AI is critical for maintaining performance, detecting #anomalies, and debugging issues.
This involves #monitoring model inputs, outputs, internal states, and #systemhealth in real-time to understand how and why AI systems are making decisions.
#TMinsights
This involves #monitoring model inputs, outputs, internal states, and #systemhealth in real-time to understand how and why AI systems are making decisions.
#TMinsights