Hospital needs history? ZKP prove eligibility, no diagnosis exposed.
Insurer needs check? Prove healthy, no raw data.
AI Agent needs human? Prove liveness, not identity.
PAN Network: Proof of human + Proof of wellness. 🔥 https://t.co/uqfFmHKIKJ
— PAN (@Pan_Ecosystem)
Jun 12, 2026
Insurer needs check? Prove healthy, no raw data.
AI Agent needs human? Prove liveness, not identity.
PAN Network: Proof of human + Proof of wellness. 🔥 https://t.co/uqfFmHKIKJ
— PAN (@Pan_Ecosystem)
Jun 12, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
Hospital needs history? ZKP prove eligibility, no diagnosis exposed.
Insurer needs check? Prove healthy, no raw data.
AI Agent needs human? Prove liveness, not identity.
PAN Network: Proof of human + Proof of wellness. 🔥
Insurer needs check? Prove healthy, no raw data.
AI Agent needs human? Prove liveness, not identity.
PAN Network: Proof of human + Proof of wellness. 🔥
PAN Network 3 layers:
Edge AI (on-device biometric processing)
ZKP (prove without exposing)
A2A settlement (agents pay agents, you earn)
One network. Two tracks. 👇 https://t.co/Sr10Qi0Uqc
— PAN (@Pan_Ecosystem)
Jun 23, 2026
Edge AI (on-device biometric processing)
ZKP (prove without exposing)
A2A settlement (agents pay agents, you earn)
One network. Two tracks. 👇 https://t.co/Sr10Qi0Uqc
— PAN (@Pan_Ecosystem)
Jun 23, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
PAN Network 3 layers:
Edge AI (on-device biometric processing)
ZKP (prove without exposing)
A2A settlement (agents pay agents, you earn)
One network. Two tracks. 👇
Edge AI (on-device biometric processing)
ZKP (prove without exposing)
A2A settlement (agents pay agents, you earn)
One network. Two tracks. 👇
The era of Medical AI has arrived! PAN lets you securely monetize your biometric data — local AI processing, zero privacy leaks, and Medical AI Agents paying you directly.
Keep it alive — let your health data keep earning for you!
Let’s take action together! #PANNetwork https://t.co/MlOVrhcqNr
— PAN (@Pan_Ecosystem)
Jun 27, 2026
Keep it alive — let your health data keep earning for you!
Let’s take action together! #PANNetwork https://t.co/MlOVrhcqNr
— PAN (@Pan_Ecosystem)
Jun 27, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
The era of Medical AI has arrived! PAN lets you securely monetize your biometric data — local AI processing, zero privacy leaks, and Medical AI Agents paying you directly.
Keep it alive — let your health data keep earning for you!
Let’s take action together!…
Keep it alive — let your health data keep earning for you!
Let’s take action together!…
It was an honor to represent the PAN Project at AWS Summit Japan 2026.
Great insights, great conversations, and plenty of ideas to bring back. Looking forward to building what's next.
#AWSSummit #AWS #Cloud #AI https://t.co/UYm4hxuEdA
— PAN (@Pan_Ecosystem)
Jul 2, 2026
Great insights, great conversations, and plenty of ideas to bring back. Looking forward to building what's next.
#AWSSummit #AWS #Cloud #AI https://t.co/UYm4hxuEdA
— PAN (@Pan_Ecosystem)
Jul 2, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
It was an honor to represent the PAN Project at AWS Summit Japan 2026.
Great insights, great conversations, and plenty of ideas to bring back. Looking forward to building what's next.
#AWSSummit #AWS #Cloud #AI
Great insights, great conversations, and plenty of ideas to bring back. Looking forward to building what's next.
#AWSSummit #AWS #Cloud #AI
Truly determining AI upper limit is data modeling capability.
This insight gives us more confidence in PAN Project's future data infrastructure!
New ideas. New connections. Back to accelerate crypto × AI. 🚀
#AI #Crypto https://t.co/yKmY5z5iIn
— PAN (@Pan_Ecosystem)
Jul 3, 2026
This insight gives us more confidence in PAN Project's future data infrastructure!
New ideas. New connections. Back to accelerate crypto × AI. 🚀
#AI #Crypto https://t.co/yKmY5z5iIn
— PAN (@Pan_Ecosystem)
Jul 3, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
Truly determining AI upper limit is data modeling capability.
This insight gives us more confidence in PAN Project's future data infrastructure!
New ideas. New connections. Back to accelerate crypto × AI. 🚀
#AI #Crypto
This insight gives us more confidence in PAN Project's future data infrastructure!
New ideas. New connections. Back to accelerate crypto × AI. 🚀
#AI #Crypto
PAN is back with market notes.
AI compute is becoming more than a resource.
It is becoming a market.
As inference demand grows, compute will need clearer ways to be measured, priced, verified, and settled.
For Season 1 participants, participation records have been preserved https://t.co/j9Tl2QJv5q
— PAN (@Pan_Ecosystem)
Jul 7, 2026
AI compute is becoming more than a resource.
It is becoming a market.
As inference demand grows, compute will need clearer ways to be measured, priced, verified, and settled.
For Season 1 participants, participation records have been preserved https://t.co/j9Tl2QJv5q
— PAN (@Pan_Ecosystem)
Jul 7, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
PAN is back with market notes.
AI compute is becoming more than a resource.
It is becoming a market.
As inference demand grows, compute will need clearer ways to be measured, priced, verified, and settled.
For Season 1 participants, participation records…
AI compute is becoming more than a resource.
It is becoming a market.
As inference demand grows, compute will need clearer ways to be measured, priced, verified, and settled.
For Season 1 participants, participation records…
Meta is launching Muse Image and Muse Video.
xAI is releasing Grok 4.5.
The headline is better models.
The deeper story is compute demand.
Every new AI product needs more inference, more GPUs, and more reliable infrastructure.
The AI race is also a compute race. https://t.co/fpVs0svJJZ
— PAN (@Pan_Ecosystem)
Jul 8, 2026
xAI is releasing Grok 4.5.
The headline is better models.
The deeper story is compute demand.
Every new AI product needs more inference, more GPUs, and more reliable infrastructure.
The AI race is also a compute race. https://t.co/fpVs0svJJZ
— PAN (@Pan_Ecosystem)
Jul 8, 2026
X (formerly Twitter)
AI at Meta (@AIatMeta) on X
Introducing Muse Image and Muse Video, the first media generation models developed by Meta Superintelligence Labs.
Muse Image is our most advanced image generation model yet. It follows instructions faithfully, edits with precision, composes from multiple…
Muse Image is our most advanced image generation model yet. It follows instructions faithfully, edits with precision, composes from multiple…
Meta released Muse Spark 1.1.
OpenAI introduced ChatGPT Work.
Both point to the same shift:
AI is no longer just answering questions.
It is starting to complete real workflows.
Agents use tools, apps, files, code, and long context.
That means more inference.
More compute https://t.co/0IVd82RHpH
— PAN (@Pan_Ecosystem)
Jul 10, 2026
OpenAI introduced ChatGPT Work.
Both point to the same shift:
AI is no longer just answering questions.
It is starting to complete real workflows.
Agents use tools, apps, files, code, and long context.
That means more inference.
More compute https://t.co/0IVd82RHpH
— PAN (@Pan_Ecosystem)
Jul 10, 2026
X (formerly Twitter)
Vals AI (@ValsAI) on X
Meta just released Muse Spark 1.1 and is the new SOTA on MedScribe and TaxEval, taking the top spot from Fable 5 while being 10x cheaper and twice as fast. Meta currently holds the top 2 spots on TaxEval
It is also the new #1 on Harvey's Legal Agent Bench…
It is also the new #1 on Harvey's Legal Agent Bench…
This week was about agentic AI.
xAI launched Grok 4.5.
Meta released Muse Spark 1.1.
OpenAI introduced ChatGPT Work.
AI is moving from answering questions to completing workflows.
More agents mean more inference.
More inference means more GPU demand.
The AI race is becoming a https://t.co/cgdHqwfoIX
— PAN (@Pan_Ecosystem)
Jul 12, 2026
xAI launched Grok 4.5.
Meta released Muse Spark 1.1.
OpenAI introduced ChatGPT Work.
AI is moving from answering questions to completing workflows.
More agents mean more inference.
More inference means more GPU demand.
The AI race is becoming a https://t.co/cgdHqwfoIX
— PAN (@Pan_Ecosystem)
Jul 12, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
This week was about agentic AI.
xAI launched Grok 4.5.
Meta released Muse Spark 1.1.
OpenAI introduced ChatGPT Work.
AI is moving from answering questions to completing workflows.
More agents mean more inference.
More inference means more GPU demand.
…
xAI launched Grok 4.5.
Meta released Muse Spark 1.1.
OpenAI introduced ChatGPT Work.
AI is moving from answering questions to completing workflows.
More agents mean more inference.
More inference means more GPU demand.
…
AI agents are moving from chat into financial execution.
Robinhood says eligible US crypto traders will soon be able to connect third-party AI agents from Anthropic, OpenAI and Grok to trade on their behalf.
The bigger trend: finance is becoming another real-world test for AI https://t.co/UGtlXHrwK8
— PAN (@Pan_Ecosystem)
Jul 13, 2026
Robinhood says eligible US crypto traders will soon be able to connect third-party AI agents from Anthropic, OpenAI and Grok to trade on their behalf.
The bigger trend: finance is becoming another real-world test for AI https://t.co/UGtlXHrwK8
— PAN (@Pan_Ecosystem)
Jul 13, 2026
X (formerly Twitter)
Robinhood (@RobinhoodApp) on X
Crypto is coming to agentic trading.
Eligible US customers will soon be able to connect their AI agent to a dedicated Robinhood account to trade crypto on their behalf, with the same real-time P&L tracking and push notifications they already know from agentic…
Eligible US customers will soon be able to connect their AI agent to a dedicated Robinhood account to trade crypto on their behalf, with the same real-time P&L tracking and push notifications they already know from agentic…
AI video is becoming another compute story.
Text generation was only the first wave.
Images, video, voice, and real-time multimodal models require much heavier inference.
The more AI moves from typing answers to generating media and actions,
the more compute demand expands. https://t.co/GTwuOK0MEW
— PAN (@Pan_Ecosystem)
Jul 14, 2026
Text generation was only the first wave.
Images, video, voice, and real-time multimodal models require much heavier inference.
The more AI moves from typing answers to generating media and actions,
the more compute demand expands. https://t.co/GTwuOK0MEW
— PAN (@Pan_Ecosystem)
Jul 14, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
AI video is becoming another compute story.
Text generation was only the first wave.
Images, video, voice, and real-time multimodal models require much heavier inference.
The more AI moves from typing answers to generating media and actions,
the more compute…
Text generation was only the first wave.
Images, video, voice, and real-time multimodal models require much heavier inference.
The more AI moves from typing answers to generating media and actions,
the more compute…
Grok Build being open-sourced is another signal that AI infrastructure is moving closer to developers.
When AI tooling becomes easier to access, more teams can build, test, and deploy real workflows.
That raises an important question:
Will the next wave of GPU demand come from https://t.co/IShq5gBjRd
— PAN (@Pan_Ecosystem)
Jul 16, 2026
When AI tooling becomes easier to access, more teams can build, test, and deploy real workflows.
That raises an important question:
Will the next wave of GPU demand come from https://t.co/IShq5gBjRd
— PAN (@Pan_Ecosystem)
Jul 16, 2026
X (formerly Twitter)
SpaceXAI (@SpaceXAI) on X
We've open-sourced Grok Build and have reset usage limits for all users.
Open sourcing Grok Build allows anyone to support making a reliable and robust harness. Check out our code, including the Git repo for the Grok Build CLI.
https://t.co/3SSvPu2Nrz
Open sourcing Grok Build allows anyone to support making a reliable and robust harness. Check out our code, including the Git repo for the Grok Build CLI.
https://t.co/3SSvPu2Nrz
AI agents are not just a chatbot trend.
The real shift is happening inside enterprise workflows:
customer support, compliance, coding, research, operations.
Every task that moves from human-only to AI-assisted creates more inference demand.
That is where the next layer of https://t.co/oFyhE9xLTv
— PAN (@Pan_Ecosystem)
Jul 17, 2026
The real shift is happening inside enterprise workflows:
customer support, compliance, coding, research, operations.
Every task that moves from human-only to AI-assisted creates more inference demand.
That is where the next layer of https://t.co/oFyhE9xLTv
— PAN (@Pan_Ecosystem)
Jul 17, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
AI agents are not just a chatbot trend.
The real shift is happening inside enterprise workflows:
customer support, compliance, coding, research, operations.
Every task that moves from human-only to AI-assisted creates more inference demand.
That is where…
The real shift is happening inside enterprise workflows:
customer support, compliance, coding, research, operations.
Every task that moves from human-only to AI-assisted creates more inference demand.
That is where…
Kimi K3 (2.8T MoE) + NVIDIA LeRobot GR00T 1.7.
Massive open models for long-context reasoning meet physical AI platforms for humanoid robots.
More frontier inference + real-world deployment = exploding GPU/edge compute demand.
The race isn't just training anymore.
It's agents https://t.co/DPvxsf0j8b
— PAN (@Pan_Ecosystem)
Jul 19, 2026
Massive open models for long-context reasoning meet physical AI platforms for humanoid robots.
More frontier inference + real-world deployment = exploding GPU/edge compute demand.
The race isn't just training anymore.
It's agents https://t.co/DPvxsf0j8b
— PAN (@Pan_Ecosystem)
Jul 19, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
Kimi K3 (2.8T MoE) + NVIDIA LeRobot GR00T 1.7.
Massive open models for long-context reasoning meet physical AI platforms for humanoid robots.
More frontier inference + real-world deployment = exploding GPU/edge compute demand.
The race isn't just training…
Massive open models for long-context reasoning meet physical AI platforms for humanoid robots.
More frontier inference + real-world deployment = exploding GPU/edge compute demand.
The race isn't just training…
What is an AI Agent?
Not just a chatbot — it's a system that autonomously plans, calls tools, and completes multi-step tasks.
From checking the weather to executing trades, agents move AI from "answering" to "doing."
The 2026 mainstream trend is already here.
What's the first
— PAN (@Pan_Ecosystem)
Jul 20, 2026
Not just a chatbot — it's a system that autonomously plans, calls tools, and completes multi-step tasks.
From checking the weather to executing trades, agents move AI from "answering" to "doing."
The 2026 mainstream trend is already here.
What's the first
— PAN (@Pan_Ecosystem)
Jul 20, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
What is an AI Agent?
Not just a chatbot — it's a system that autonomously plans, calls tools, and completes multi-step tasks.
From checking the weather to executing trades, agents move AI from "answering" to "doing."
The 2026 mainstream trend is already here.…
Not just a chatbot — it's a system that autonomously plans, calls tools, and completes multi-step tasks.
From checking the weather to executing trades, agents move AI from "answering" to "doing."
The 2026 mainstream trend is already here.…
“Real” is the right word.
Qwen-Image-3.0 shows that image generation is moving beyond aesthetics into real workflows: design, education, content, UI, e-commerce and scientific production.
Real workflows create real compute demand.
As AI agents begin to generate, revise and https://t.co/oGhPzpqCEv
— PAN (@Pan_Ecosystem)
Jul 23, 2026
Qwen-Image-3.0 shows that image generation is moving beyond aesthetics into real workflows: design, education, content, UI, e-commerce and scientific production.
Real workflows create real compute demand.
As AI agents begin to generate, revise and https://t.co/oGhPzpqCEv
— PAN (@Pan_Ecosystem)
Jul 23, 2026
X (formerly Twitter)
Qwen (@Alibaba_Qwen) on X
🎨 Meet Qwen-Image-3.0 — the third generation of our foundational image generation model.
If 1.0 was about "Precision," and 2.0 added "Variety, Completeness, Beauty & Authenticity," then 3.0 comes down to a single word: Real (实).
Three dimensions of "Real":…
If 1.0 was about "Precision," and 2.0 added "Variety, Completeness, Beauty & Authenticity," then 3.0 comes down to a single word: Real (实).
Three dimensions of "Real":…
Voice is becoming the control layer for agents.
ChatGPT on desktop can now listen, speak, coordinate work and direct multiple agents across your computer.
That means AI is moving from “answering questions” to operating workflows.
As agents take action, they will need https://t.co/mnp8YmPIKH
— PAN (@Pan_Ecosystem)
Jul 24, 2026
ChatGPT on desktop can now listen, speak, coordinate work and direct multiple agents across your computer.
That means AI is moving from “answering questions” to operating workflows.
As agents take action, they will need https://t.co/mnp8YmPIKH
— PAN (@Pan_Ecosystem)
Jul 24, 2026
X (formerly Twitter)
OpenAI (@OpenAI) on X
ChatGPT Voice is now in the desktop app.
Control your computer and direct multiple agents running in ChatGPT Work or Codex, using just your voice.
It's powered by GPT-Live, so it can speak, listen, and coordinate work in the app at the same time.
Rolling…
Control your computer and direct multiple agents running in ChatGPT Work or Codex, using just your voice.
It's powered by GPT-Live, so it can speak, listen, and coordinate work in the app at the same time.
Rolling…
Open models are not the end of the AI stack.
They are the beginning of massive agent deployment.
As more companies and developers build on open models, agents will need to call external compute, run private tasks, verify outputs and pay for execution. https://t.co/CYPvOFW9kP
— PAN (@Pan_Ecosystem)
Jul 26, 2026
They are the beginning of massive agent deployment.
As more companies and developers build on open models, agents will need to call external compute, run private tasks, verify outputs and pay for execution. https://t.co/CYPvOFW9kP
— PAN (@Pan_Ecosystem)
Jul 26, 2026
X (formerly Twitter)
Jensen Huang (@JensenHuang) on X
For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion…
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion…
Agent autonomy is rising.
Without verification, one rogue action can cascade.
Production agents need intent checks and execution proofs.
Safety is an infrastructure layer.
— PAN (@Pan_Ecosystem)
Jul 28, 2026
Without verification, one rogue action can cascade.
Production agents need intent checks and execution proofs.
Safety is an infrastructure layer.
— PAN (@Pan_Ecosystem)
Jul 28, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
Agent autonomy is rising.
Without verification, one rogue action can cascade.
Production agents need intent checks and execution proofs.
Safety is an infrastructure layer.
Without verification, one rogue action can cascade.
Production agents need intent checks and execution proofs.
Safety is an infrastructure layer.
In preparation for what’s next, Pan new website is now live.
We’ve updated the design, product pages, and onboarding flow.
What do you think we should launch next? https://t.co/r8mRaALhL9
— PAN (@Pan_Ecosystem)
Jul 29, 2026
We’ve updated the design, product pages, and onboarding flow.
What do you think we should launch next? https://t.co/r8mRaALhL9
— PAN (@Pan_Ecosystem)
Jul 29, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
In preparation for what’s next, Pan new website is now live.
We’ve updated the design, product pages, and onboarding flow.
What do you think we should launch next?
We’ve updated the design, product pages, and onboarding flow.
What do you think we should launch next?
Training loves centralized clusters.
Agents need continuous, low-latency compute.
Idle GPUs will join the supply side.
PAN is building the coordination layer for verifiable agent compute. https://t.co/lspsYwKjLu
— PAN (@Pan_Ecosystem)
Jul 30, 2026
Agents need continuous, low-latency compute.
Idle GPUs will join the supply side.
PAN is building the coordination layer for verifiable agent compute. https://t.co/lspsYwKjLu
— PAN (@Pan_Ecosystem)
Jul 30, 2026
X (formerly Twitter)
PAN (@Pan_Ecosystem) on X
Training loves centralized clusters.
Agents need continuous, low-latency compute.
Idle GPUs will join the supply side.
PAN is building the coordination layer for verifiable agent compute.
Agents need continuous, low-latency compute.
Idle GPUs will join the supply side.
PAN is building the coordination layer for verifiable agent compute.