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
April 2, 2025 at 2:05 AM
Value vs valuation dynamics in blockchain protocols continue. I feel operational utility should precede trading frenzy for mainstream appeal.
#TMinsights
#TMinsights
June 30, 2025 at 11:43 AM
Value vs valuation dynamics in blockchain protocols continue. I feel operational utility should precede trading frenzy for mainstream appeal.
#TMinsights
#TMinsights
Reliability trumps intelligence.
Brains can falter, but #dependability endures.
Show up, follow through, be the one others can count on.
#TMinsights
Brains can falter, but #dependability endures.
Show up, follow through, be the one others can count on.
#TMinsights
July 27, 2025 at 4:40 AM
Reliability trumps intelligence.
Brains can falter, but #dependability endures.
Show up, follow through, be the one others can count on.
#TMinsights
Brains can falter, but #dependability endures.
Show up, follow through, be the one others can count on.
#TMinsights
RoI for AI might not be immediate in most cases. But don't resist experimenting. Not everything can be compared in spreadsheets.
#TMinsights
#TMinsights
July 19, 2025 at 12:14 PM
RoI for AI might not be immediate in most cases. But don't resist experimenting. Not everything can be compared in spreadsheets.
#TMinsights
#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
AI isn’t just a tech play—it’s a #data maturity journey. Double down on data accuracy & robustness first, then advance to #MLOps & governance.
Data strategy leads, not models!
#TMinsights
Data strategy leads, not models!
#TMinsights
July 17, 2025 at 2:24 PM
AI isn’t just a tech play—it’s a #data maturity journey. Double down on data accuracy & robustness first, then advance to #MLOps & governance.
Data strategy leads, not models!
#TMinsights
Data strategy leads, not models!
#TMinsights
What are the biggest barriers to #scaling AI beyond PoC? Often, it's not the technology, but organizational #inertia, lack of data readiness, integration challenges with legacy systems, and a shortage of skilled talent.
Addressing these is key to unlocking #enterprise-wide AI value.
#TMinsights
Addressing these is key to unlocking #enterprise-wide AI value.
#TMinsights
October 6, 2025 at 12:19 PM
What are the biggest barriers to #scaling AI beyond PoC? Often, it's not the technology, but organizational #inertia, lack of data readiness, integration challenges with legacy systems, and a shortage of skilled talent.
Addressing these is key to unlocking #enterprise-wide AI value.
#TMinsights
Addressing these is key to unlocking #enterprise-wide AI value.
#TMinsights
Keep your eyes open, for the boundaries of today may soon be the centres of tomorrow.
Embrace change with curiosity and courage.
#TMinsights
Embrace change with curiosity and courage.
#TMinsights
April 6, 2025 at 1:29 PM
Keep your eyes open, for the boundaries of today may soon be the centres of tomorrow.
Embrace change with curiosity and courage.
#TMinsights
Embrace change with curiosity and courage.
#TMinsights
Quantum computing can be both good and bad for current #cybersecurity state of affairs. We need to enhance the controls.
#TMinsights
#TMinsights
July 14, 2025 at 3:27 AM
Quantum computing can be both good and bad for current #cybersecurity state of affairs. We need to enhance the controls.
#TMinsights
#TMinsights
AI is only as fair as the #trainingdata it learns from.
Industry is responding with bias audits, #XAI tools, diverse teams & clear #governance.
Responsible AI = #Competitive AI in a trust-constrained world. That’s the edge.
#TMinsights
Industry is responding with bias audits, #XAI tools, diverse teams & clear #governance.
Responsible AI = #Competitive AI in a trust-constrained world. That’s the edge.
#TMinsights
August 3, 2025 at 5:01 PM
AI is only as fair as the #trainingdata it learns from.
Industry is responding with bias audits, #XAI tools, diverse teams & clear #governance.
Responsible AI = #Competitive AI in a trust-constrained world. That’s the edge.
#TMinsights
Industry is responding with bias audits, #XAI tools, diverse teams & clear #governance.
Responsible AI = #Competitive AI in a trust-constrained world. That’s the edge.
#TMinsights
Enterprises will need to get better at strategic orchestration.
Internal vision setting, external capability amplification, systematic friction resolution all needs finer lens to examine optimum use of tools in context of the business.
#TMinsights
Internal vision setting, external capability amplification, systematic friction resolution all needs finer lens to examine optimum use of tools in context of the business.
#TMinsights
August 23, 2025 at 4:22 PM
Enterprises will need to get better at strategic orchestration.
Internal vision setting, external capability amplification, systematic friction resolution all needs finer lens to examine optimum use of tools in context of the business.
#TMinsights
Internal vision setting, external capability amplification, systematic friction resolution all needs finer lens to examine optimum use of tools in context of the business.
#TMinsights
Smart use of #AI can help build org #resilience by #orchestrating between risks, insights, and innovation. Those who will be able to perform this #multi-objective optimization will make strategy an #adaptivealgorithm- a perpetual learning loop that evolves with market pulse.
#TMinsights
#TMinsights
September 18, 2025 at 12:34 PM
Smart use of #AI can help build org #resilience by #orchestrating between risks, insights, and innovation. Those who will be able to perform this #multi-objective optimization will make strategy an #adaptivealgorithm- a perpetual learning loop that evolves with market pulse.
#TMinsights
#TMinsights
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
In a world fixated on scarcity, let us not overlook the abundance around us. Our pursuit should be meaning, not just rarity.
Evolve morally as our society grows in complexity. #EmbraceAbundance #SeekMeaning
#TMinsights
Evolve morally as our society grows in complexity. #EmbraceAbundance #SeekMeaning
#TMinsights
February 9, 2025 at 5:51 AM
In a world fixated on scarcity, let us not overlook the abundance around us. Our pursuit should be meaning, not just rarity.
Evolve morally as our society grows in complexity. #EmbraceAbundance #SeekMeaning
#TMinsights
Evolve morally as our society grows in complexity. #EmbraceAbundance #SeekMeaning
#TMinsights
Start thinking of AI explainability and better risk assessment instead of judging right vs wrong in the AI era.
#TMinsights
#TMinsights
June 27, 2025 at 10:49 AM
Start thinking of AI explainability and better risk assessment instead of judging right vs wrong in the AI era.
#TMinsights
#TMinsights
AI is only as fair as the #trainingdata it learns from.
We will need to conduct #biasaudits, deploy XAI tools, use diverse teams & strengthen #governance.
It’s not just model accuracy. It’s fairness, interpretability & #auditability that build trust.
Responsible AI = Competitive AI
#TMinsights
We will need to conduct #biasaudits, deploy XAI tools, use diverse teams & strengthen #governance.
It’s not just model accuracy. It’s fairness, interpretability & #auditability that build trust.
Responsible AI = Competitive AI
#TMinsights
August 5, 2025 at 4:38 PM
AI is only as fair as the #trainingdata it learns from.
We will need to conduct #biasaudits, deploy XAI tools, use diverse teams & strengthen #governance.
It’s not just model accuracy. It’s fairness, interpretability & #auditability that build trust.
Responsible AI = Competitive AI
#TMinsights
We will need to conduct #biasaudits, deploy XAI tools, use diverse teams & strengthen #governance.
It’s not just model accuracy. It’s fairness, interpretability & #auditability that build trust.
Responsible AI = Competitive AI
#TMinsights
Beyond the AI hype aim for real #workflow orchestration at scale, measurable business impact, competitive #differentiation
Beyond basic automation lies intelligent systems that anticipate, adapt, orchestrate decisions.
Aim for strategic #positioning through capability creation.
#TMinsights
Beyond basic automation lies intelligent systems that anticipate, adapt, orchestrate decisions.
Aim for strategic #positioning through capability creation.
#TMinsights
August 23, 2025 at 6:49 AM
Beyond the AI hype aim for real #workflow orchestration at scale, measurable business impact, competitive #differentiation
Beyond basic automation lies intelligent systems that anticipate, adapt, orchestrate decisions.
Aim for strategic #positioning through capability creation.
#TMinsights
Beyond basic automation lies intelligent systems that anticipate, adapt, orchestrate decisions.
Aim for strategic #positioning through capability creation.
#TMinsights
Scaling #AI infra is a chess game—speed gets you in play, flexibility keeps you in play, and investment timing wins the match.
Composable #microservices and hybrid cloud–edge make sure you never overpay for idle capacity.
#AIStrategy #TMinsights
Composable #microservices and hybrid cloud–edge make sure you never overpay for idle capacity.
#AIStrategy #TMinsights
September 28, 2025 at 9:18 AM
Scaling #AI infra is a chess game—speed gets you in play, flexibility keeps you in play, and investment timing wins the match.
Composable #microservices and hybrid cloud–edge make sure you never overpay for idle capacity.
#AIStrategy #TMinsights
Composable #microservices and hybrid cloud–edge make sure you never overpay for idle capacity.
#AIStrategy #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
Boredom can be exhausting; yet it's also one of the most powerful things.
On one hand it's like your brain's stuck in neutral, spinning its wheels with nothing to grip onto; on the other, it can push people to create, explore, or even just stir up chaos to break the monotony.
#TMinsights
On one hand it's like your brain's stuck in neutral, spinning its wheels with nothing to grip onto; on the other, it can push people to create, explore, or even just stir up chaos to break the monotony.
#TMinsights
March 28, 2025 at 3:08 AM
Boredom can be exhausting; yet it's also one of the most powerful things.
On one hand it's like your brain's stuck in neutral, spinning its wheels with nothing to grip onto; on the other, it can push people to create, explore, or even just stir up chaos to break the monotony.
#TMinsights
On one hand it's like your brain's stuck in neutral, spinning its wheels with nothing to grip onto; on the other, it can push people to create, explore, or even just stir up chaos to break the monotony.
#TMinsights
The flood of “AI-powered” software has created a noisy market where #differentiation is tough. Most providers check the same feature boxes, leading to #competitiveparity rather than unique value.
To stand out, providers must prioritize #utility, trust, & simplicity over feature bloat.
#TMinsights
To stand out, providers must prioritize #utility, trust, & simplicity over feature bloat.
#TMinsights
June 17, 2025 at 10:40 AM
The flood of “AI-powered” software has created a noisy market where #differentiation is tough. Most providers check the same feature boxes, leading to #competitiveparity rather than unique value.
To stand out, providers must prioritize #utility, trust, & simplicity over feature bloat.
#TMinsights
To stand out, providers must prioritize #utility, trust, & simplicity over feature bloat.
#TMinsights
Eventually the age of infra will transition to apps driving value.
#TMinsights
#TMinsights
August 10, 2025 at 2:43 PM
Eventually the age of infra will transition to apps driving value.
#TMinsights
#TMinsights
The shift to #outcome-based pricing in the AI context is a game-changer. Subscription models often feel misaligned when business value varies widely.
However, we'll need clear contracts to avoid disputes over what constitutes #success.
#TMinsights
However, we'll need clear contracts to avoid disputes over what constitutes #success.
#TMinsights
May 19, 2025 at 4:44 AM
The shift to #outcome-based pricing in the AI context is a game-changer. Subscription models often feel misaligned when business value varies widely.
However, we'll need clear contracts to avoid disputes over what constitutes #success.
#TMinsights
However, we'll need clear contracts to avoid disputes over what constitutes #success.
#TMinsights
Capital efficiency provides strategic optionality. Approach it strategically.
#TMinsights
#TMinsights
May 18, 2025 at 10:08 AM
Capital efficiency provides strategic optionality. Approach it strategically.
#TMinsights
#TMinsights