Schwentker
@schwentker.bsky.social
Empowering enterprises w/ generative AI education & immersive learning experiences. Bridging communities thru decentralized tech & transformative innovation.
prior:
@AmEx @PayPal @Citi
@BlockchainU founder
@dSocialCommons podcast
twitter.com/schwentker
prior:
@AmEx @PayPal @Citi
@BlockchainU founder
@dSocialCommons podcast
twitter.com/schwentker
Grader becomes the ⚖️ moral core of AI
What gets measured shapes what gets absorbed
Optimization is no longer neutral it teaches value.
What gets measured shapes what gets absorbed
Optimization is no longer neutral it teaches value.
November 11, 2025 at 2:04 AM
Grader becomes the ⚖️ moral core of AI
What gets measured shapes what gets absorbed
Optimization is no longer neutral it teaches value.
What gets measured shapes what gets absorbed
Optimization is no longer neutral it teaches value.
Agent RFT is not faster execution it is wiser behavior
Parallel calls boundary recognition strategic restraint
Learning from consequences compressed into wisdom.
Parallel calls boundary recognition strategic restraint
Learning from consequences compressed into wisdom.
November 11, 2025 at 2:04 AM
Agent RFT is not faster execution it is wiser behavior
Parallel calls boundary recognition strategic restraint
Learning from consequences compressed into wisdom.
Parallel calls boundary recognition strategic restraint
Learning from consequences compressed into wisdom.
Search isn’t solved.
It’s reopening as an infrastructure problem where compute, trust + continuity replace clicks, ads && attention.
#webdiscoverysummit
#brightdata
www.linkedin.com/pulse/agent-...
It’s reopening as an infrastructure problem where compute, trust + continuity replace clicks, ads && attention.
#webdiscoverysummit
#brightdata
www.linkedin.com/pulse/agent-...
Top Content on LinkedIn
Explore top LinkedIn content from members on a range of professional topics.
www.linkedin.com
November 1, 2025 at 1:12 AM
Search isn’t solved.
It’s reopening as an infrastructure problem where compute, trust + continuity replace clicks, ads && attention.
#webdiscoverysummit
#brightdata
www.linkedin.com/pulse/agent-...
It’s reopening as an infrastructure problem where compute, trust + continuity replace clicks, ads && attention.
#webdiscoverysummit
#brightdata
www.linkedin.com/pulse/agent-...
.@DhruvBatra_
“Sometimes the agent should pay for access. Sometimes the agent should be paid for surfacing useful information.”
Attention becomes reciprocity -- value 🔁flowing both ways.
“Sometimes the agent should pay for access. Sometimes the agent should be paid for surfacing useful information.”
Attention becomes reciprocity -- value 🔁flowing both ways.
November 1, 2025 at 1:12 AM
.@DhruvBatra_
“Sometimes the agent should pay for access. Sometimes the agent should be paid for surfacing useful information.”
Attention becomes reciprocity -- value 🔁flowing both ways.
“Sometimes the agent should pay for access. Sometimes the agent should be paid for surfacing useful information.”
Attention becomes reciprocity -- value 🔁flowing both ways.
.@sarahmsachs
“If I’m LinkedIn or Reddit and my primary users are agents, is it adversarial or complementary?”
Trust, not tech, defines the next interface.
“If I’m LinkedIn or Reddit and my primary users are agents, is it adversarial or complementary?”
Trust, not tech, defines the next interface.
November 1, 2025 at 1:12 AM
.@sarahmsachs
“If I’m LinkedIn or Reddit and my primary users are agents, is it adversarial or complementary?”
Trust, not tech, defines the next interface.
“If I’m LinkedIn or Reddit and my primary users are agents, is it adversarial or complementary?”
Trust, not tech, defines the next interface.
.@paraga @paraga:
“Humans are impatient. Agents work all night. Business model is different.”
Compute replaces clicks. The next economy measures usefulness per token, not attention per second.
“Humans are impatient. Agents work all night. Business model is different.”
Compute replaces clicks. The next economy measures usefulness per token, not attention per second.
November 1, 2025 at 1:12 AM
.@paraga @paraga:
“Humans are impatient. Agents work all night. Business model is different.”
Compute replaces clicks. The next economy measures usefulness per token, not attention per second.
“Humans are impatient. Agents work all night. Business model is different.”
Compute replaces clicks. The next economy measures usefulness per token, not attention per second.
.@paddix CEO of @digitalocean - “When you have fresh, relevant data delivered at very low latency, you gain relevancy.”
The shift isn’t bigger models or better search.
It’s search embedded in everything, alive in real time.
The shift isn’t bigger models or better search.
It’s search embedded in everything, alive in real time.
October 31, 2025 at 12:20 AM
.@paddix CEO of @digitalocean - “When you have fresh, relevant data delivered at very low latency, you gain relevancy.”
The shift isn’t bigger models or better search.
It’s search embedded in everything, alive in real time.
The shift isn’t bigger models or better search.
It’s search embedded in everything, alive in real time.
Stateless systems scale by ignoring the past.
Stateful agents scale by remembering it.
@charlespacker:
“The next advancement in AI won’t come from bigger models, but from agents that learn from experience.”
To move forward, first remember.
The paradox: to move forward you must first remember.
Stateful agents scale by remembering it.
@charlespacker:
“The next advancement in AI won’t come from bigger models, but from agents that learn from experience.”
To move forward, first remember.
The paradox: to move forward you must first remember.
October 22, 2025 at 2:05 AM
Stateless systems scale by ignoring the past.
Stateful agents scale by remembering it.
@charlespacker:
“The next advancement in AI won’t come from bigger models, but from agents that learn from experience.”
To move forward, first remember.
The paradox: to move forward you must first remember.
Stateful agents scale by remembering it.
@charlespacker:
“The next advancement in AI won’t come from bigger models, but from agents that learn from experience.”
To move forward, first remember.
The paradox: to move forward you must first remember.
When building AI agents, what should you retain in memory - & what should you forget?
As @venks from @Intuit put it: “We’re using LLM-as-a-Judge to measure agent’s accuracy & usefulness.”
How will you version the memory your agent carries forward?
#AIagents #observability #ops
As @venks from @Intuit put it: “We’re using LLM-as-a-Judge to measure agent’s accuracy & usefulness.”
How will you version the memory your agent carries forward?
#AIagents #observability #ops
October 22, 2025 at 2:05 AM
When building AI agents, what should you retain in memory - & what should you forget?
As @venks from @Intuit put it: “We’re using LLM-as-a-Judge to measure agent’s accuracy & usefulness.”
How will you version the memory your agent carries forward?
#AIagents #observability #ops
As @venks from @Intuit put it: “We’re using LLM-as-a-Judge to measure agent’s accuracy & usefulness.”
How will you version the memory your agent carries forward?
#AIagents #observability #ops
The agent sits between buyer & business, controlling checkout UI & holding payment tokens.
When software intermediates commerce at this level, where does the merchant relationship actually reside? With who renders the interface?
When software intermediates commerce at this level, where does the merchant relationship actually reside? With who renders the interface?
October 13, 2025 at 5:18 PM
The agent sits between buyer & business, controlling checkout UI & holding payment tokens.
When software intermediates commerce at this level, where does the merchant relationship actually reside? With who renders the interface?
When software intermediates commerce at this level, where does the merchant relationship actually reside? With who renders the interface?
6-month prediction: w/ Shopify's 1M+ merchants entering test mode for ChatGPT Instant Checkout, we'll see meaningful uptake by Q1 2026.
Protocol adoption follows a pattern: early infrastructure layer (done), reference implementation (live w/ Etsy), then the land grab (Shopify rollout = this).
Protocol adoption follows a pattern: early infrastructure layer (done), reference implementation (live w/ Etsy), then the land grab (Shopify rollout = this).
October 13, 2025 at 5:18 PM
6-month prediction: w/ Shopify's 1M+ merchants entering test mode for ChatGPT Instant Checkout, we'll see meaningful uptake by Q1 2026.
Protocol adoption follows a pattern: early infrastructure layer (done), reference implementation (live w/ Etsy), then the land grab (Shopify rollout = this).
Protocol adoption follows a pattern: early infrastructure layer (done), reference implementation (live w/ Etsy), then the land grab (Shopify rollout = this).
Prediction: Agentic frameworks (LangGraph, CrewAI, LlamaIndex, n8n) will adjust strategy significantly in next 6 months as both OpenAI's AgentKit & Anthropic's Agent SDK reshape market.
Not extinction - evolution. Specialization deepens where platforms can't follow. Stay tuned.
Not extinction - evolution. Specialization deepens where platforms can't follow. Stay tuned.
October 7, 2025 at 11:18 PM
Prediction: Agentic frameworks (LangGraph, CrewAI, LlamaIndex, n8n) will adjust strategy significantly in next 6 months as both OpenAI's AgentKit & Anthropic's Agent SDK reshape market.
Not extinction - evolution. Specialization deepens where platforms can't follow. Stay tuned.
Not extinction - evolution. Specialization deepens where platforms can't follow. Stay tuned.
Question worth considering: If AgentKit commoditizes orchestration complexity where does differentiation migrate next?
To eval quality? Specialized reasoning? Domain-specific tool libraries?
Layer that remains hard may determine which frameworks capture value over next 24 months.
To eval quality? Specialized reasoning? Domain-specific tool libraries?
Layer that remains hard may determine which frameworks capture value over next 24 months.
October 7, 2025 at 11:18 PM
Question worth considering: If AgentKit commoditizes orchestration complexity where does differentiation migrate next?
To eval quality? Specialized reasoning? Domain-specific tool libraries?
Layer that remains hard may determine which frameworks capture value over next 24 months.
To eval quality? Specialized reasoning? Domain-specific tool libraries?
Layer that remains hard may determine which frameworks capture value over next 24 months.
"The model already has a lot of capabilities. I'm convinced that even w/ current generation models, there's way more intelligence in there than we've been able to unlock."
@brada, Product Lead, Claude Developer Platform
on unhobbling AI vs constraining it w/ scaffolding
@brada, Product Lead, Claude Developer Platform
on unhobbling AI vs constraining it w/ scaffolding
October 4, 2025 at 9:57 PM
"The model already has a lot of capabilities. I'm convinced that even w/ current generation models, there's way more intelligence in there than we've been able to unlock."
@brada, Product Lead, Claude Developer Platform
on unhobbling AI vs constraining it w/ scaffolding
@brada, Product Lead, Claude Developer Platform
on unhobbling AI vs constraining it w/ scaffolding
"We can help you get self-improving & continuously improving outcomes out of Claude. Not better execution of predetermined plans. Outcomes that improve themselves through intelligent iteration."
Claude's @katelyn_lesse on what happens when frameworks become liabilities
Claude's @katelyn_lesse on what happens when frameworks become liabilities
October 4, 2025 at 9:57 PM
"We can help you get self-improving & continuously improving outcomes out of Claude. Not better execution of predetermined plans. Outcomes that improve themselves through intelligent iteration."
Claude's @katelyn_lesse on what happens when frameworks become liabilities
Claude's @katelyn_lesse on what happens when frameworks become liabilities