Shelby Heinecke
@shelbyhai.bsky.social
Leading AI Research & Innovation.
PhD in ML Theory. Math BS @MIT.
Posting about AI, leadership, and growth.
Let’s build the future together. 🚀
PhD in ML Theory. Math BS @MIT.
Posting about AI, leadership, and growth.
Let’s build the future together. 🚀
Chart source: Intelligence Per Watt (Saad-Falcon et al., 2025)
arxiv.org/pdf/2511.07...
arxiv.org/pdf/2511.07...
December 5, 2025 at 4:04 PM
Chart source: Intelligence Per Watt (Saad-Falcon et al., 2025)
arxiv.org/pdf/2511.07...
arxiv.org/pdf/2511.07...
We found that even the best RAG systems have a long way to go.
And this benchmark gives us the measurement tools to actually improve.
Links to repo, dataset, and paper below.
And this benchmark gives us the measurement tools to actually improve.
Links to repo, dataset, and paper below.
November 23, 2025 at 3:59 PM
We found that even the best RAG systems have a long way to go.
And this benchmark gives us the measurement tools to actually improve.
Links to repo, dataset, and paper below.
And this benchmark gives us the measurement tools to actually improve.
Links to repo, dataset, and paper below.
Links to repo, VentureBeat feature, and paper below.
Read more in VentureBeat: venturebeat.com/ai/open-sou...
Repo: github.com/SalesforceA...
Paper: arxiv.org/pdf/2507.12806
Read more in VentureBeat: venturebeat.com/ai/open-sou...
Repo: github.com/SalesforceA...
Paper: arxiv.org/pdf/2507.12806
November 21, 2025 at 11:58 PM
Links to repo, VentureBeat feature, and paper below.
Read more in VentureBeat: venturebeat.com/ai/open-sou...
Repo: github.com/SalesforceA...
Paper: arxiv.org/pdf/2507.12806
Read more in VentureBeat: venturebeat.com/ai/open-sou...
Repo: github.com/SalesforceA...
Paper: arxiv.org/pdf/2507.12806
If any of these break, the launch stalls or never makes it.
Enterprise AI isn’t just about models. It’s about alignment, trust, and execution.
Enterprise AI isn’t just about models. It’s about alignment, trust, and execution.
November 21, 2025 at 3:56 PM
If any of these break, the launch stalls or never makes it.
Enterprise AI isn’t just about models. It’s about alignment, trust, and execution.
Enterprise AI isn’t just about models. It’s about alignment, trust, and execution.
‣ Identifying the real customer need
‣ Inspiring teams and execs to prioritize the work
‣ Defining success metrics everyone aligns on
‣ Building custom eval datasets that reflect the real world
‣ Partnering with security, legal, and ethics
‣ Integrating AI into legacy systems, hardware, workflows
‣ Inspiring teams and execs to prioritize the work
‣ Defining success metrics everyone aligns on
‣ Building custom eval datasets that reflect the real world
‣ Partnering with security, legal, and ethics
‣ Integrating AI into legacy systems, hardware, workflows
November 21, 2025 at 3:56 PM
‣ Identifying the real customer need
‣ Inspiring teams and execs to prioritize the work
‣ Defining success metrics everyone aligns on
‣ Building custom eval datasets that reflect the real world
‣ Partnering with security, legal, and ethics
‣ Integrating AI into legacy systems, hardware, workflows
‣ Inspiring teams and execs to prioritize the work
‣ Defining success metrics everyone aligns on
‣ Building custom eval datasets that reflect the real world
‣ Partnering with security, legal, and ethics
‣ Integrating AI into legacy systems, hardware, workflows