Vector Institute

Priority applications for the 2026 Vector Graduate Student Program close this week! For students planning a master’s or PhD in AI, this program offers a direct line to your potential supervisors at 13 Canadian universities through a single, free application.

Are you applying for AI master’s programs in Ontario? For the 2027–28 academic year, the Vector Scholarship in AI increases to a $21,000 entrance award.

Official nominations open in January 2027 via Ontario university programs. Step one happens this fall: apply to an AI-related master’s program at an Ontario university

Are you applying for AI master’s programs in Ontario? For the 2027–28 academic year, the Vector Scholarship in AI increases to a $21,000 entrance award.

Recipients also gain one-on-one industry guidance through the IMPACT Mentorship Program and direct recruitment pathways via the Digital Talent Hub, connecting you with startups and enterprises across Canada

Are you applying for AI master’s programs in Ontario? For the 2027–28 academic year, the Vector Scholarship in AI increases to a $21,000 entrance award.

When AI systems search complex enterprise documents, standard retrieval methods often pull isolated snippets instead of connecting the facts. Our AI Engineering team built an alternative architecture that boosts retrieval accuracy by up to 54 per cent: vectorinstitute.ai/enhancing-ra...

We evaluated this pipeline on corporate SEC 10-Q financial filings. The structural context allowed smaller, cost-effective models like GPT-4o-mini to jump from 36 to 56% accuracy, all while adding only 0.05 seconds of latency.

When AI systems search complex enterprise documents, standard retrieval methods often pull isolated snippets instead of connecting the facts. Our AI Engineering team built an alternative architecture that boosts retrieval accuracy by up to 54 per cent: vectorinstitute.ai/enhancing-ra...

To address this, we developed an Entity-Based Knowledge Graph RAG architecture (KG-RAG). Instead of just storing chunk embeddings, this system maps key entities and their relationships into a structured graph, anchoring every connection back to the source text.

When AI systems search complex enterprise documents, standard retrieval methods often pull isolated snippets instead of connecting the facts. Our AI Engineering team built an alternative architecture that boosts retrieval accuracy by up to 54 per cent: vectorinstitute.ai/enhancing-ra...

How does cognitive science help us build better AI? At our 2026 AI Summit & Career Fair, Vector Faculty Member Kelsey Allen broke down how human cognition exposes the limits of current learning systems and how we can fix them. 🧵👇

The outcome? Used as a reward signal with reinforcement learning, 3DSPA measurably improves physical realism in generative video models. Gravity works properly and objects stop passing through solid barriers.

How does cognitive science help us build better AI? At our 2026 AI Summit & Career Fair, Vector Faculty Member Kelsey Allen broke down how human cognition exposes the limits of current learning systems and how we can fix them. 🧵👇

Modern models excel at knowledge representation but struggle with physical reasoning. Humans solve novel physical problems easily via accurate mental simulation, a capacity current generative models lack.

That’s a wrap on the 2026 AI Summit and Career Fair! 🚀 From main stage insights to an engaging Career Fair, today showed why Ontario leads in AI innovation. Huge thanks to our speakers, sponsors, and all our attendees!

The morning sessions at the AI Summit and Career Fair delivered deep insights into AI research and industry adoption. Here’s what we heard from the main stage! 👇🧵

How do you break into AI? Our panel with talent leaders from Bell, Accenture, Layer 6, and Emterra broke down exactly what enterprise teams look for and how candidates can break through in a complex market.

The morning sessions at the AI Summit and Career Fair delivered deep insights into AI research and industry adoption. Here’s what we heard from the main stage! 👇🧵

How do cognitive science and AI shape each other? Vector Faculty Member Kelsey Allen discussed mental simulation and how tools like 3DSPA detect physical rule violations, measurably improving the physical realism of generative video models.

"We are not joining the AI revolution, we helped start it." – Minister Thanigasalam Vector’s 2026 AI Summit and Career Fair is officially here! 🚀 Huge thanks to Ministers Fedeli, Solomon, and Thanigasalam for joining us to open the day.

Minister Solomon addressed the AI talent in the room: "The distance between ideas and execution has never been shorter. You have the most powerful tools in history to solve problems."

"We are not joining the AI revolution, we helped start it." – Minister Thanigasalam Vector’s 2026 AI Summit and Career Fair is officially here! 🚀 Huge thanks to Ministers Fedeli, Solomon, and Thanigasalam for joining us to open the day.

The standard graduate application process has a sequencing problem. You apply, pay the fee, and hope a lab has space. The Vector Graduate Student Program flips this to put research fit first. 🧵

Submit one free application to share your background with our national network of Vector Faculty Members and Faculty Affiliates across 13 Canadian universities. Find out a supervisor is interested before you commit to any university.

During her Winter 2026 term, Vector intern Sana Shams consulted with Distinguished Postdoctoral Fellows to build workshops and an application database that helps researchers secure faculty roles and keeps top AI talent in Canada. Where will a Vector internship take you?

Step directly into Canada’s premier AI network. Advance your career by deploying AI solutions alongside leading researchers and industry partners 🚀 Vector Institute Winter 2027 Applied AI Internships are now open!

We are hiring emerging talent for six paid, active implementation roles across our teams: + Applied Machine Learning + Applied AI Program Design + AI Adoption, Public Sector + FastLane Program Analyst + Program Strategy, Emerging Talent + Data Analytics

Ontario faculty leading established AI research programs: Vector's Faculty Affiliate open call is live! 📣 ~20 spots for a three-year term, for active faculty at Ontario post-secondary institutions Details and application: na3.hubs.ly/y0zQ4H0

You'd be joining a 1480+ member research community across ON working from fundamental theory to applied solutions. "Being a Vector Faculty Affiliate paved my path to move my research outcome from paper to practice and ensure my research benefits the real world.” – Laleh Seyyed-Kalantari, York U.

Ontario faculty leading established AI research programs: Vector's Faculty Affiliate open call is live! 📣 ~20 spots for a three-year term, for active faculty at Ontario post-secondary institutions Details and application: na3.hubs.ly/y0zQ4H0

We also welcome researchers applying AI to domains such as energy and natural resources, transportation, agriculture, and manufacturing and robotics.

Ontario faculty leading established AI research programs: Vector's Faculty Affiliate open call is live! 📣 ~20 spots for a three-year term, for active faculty at Ontario post-secondary institutions Details and application: na3.hubs.ly/y0zQ4H0

LLM safety benchmarks evaluate one response at a time. New research from Vector Faculty Affiliate Elham Dolatabadi and Affiliate Researcher Abeer Badawi asks what happens across the full arc of a conversation and whether mental health AI quietly erodes human agency. 👇

Across all 5 models, the same pattern emerged: longer conversations produced more directive responses, fewer open-ended questions, and a steady shift toward unsolicited problem-solving.

LLM safety benchmarks evaluate one response at a time. New research from Vector Faculty Affiliate Elham Dolatabadi and Affiliate Researcher Abeer Badawi asks what happens across the full arc of a conversation and whether mental health AI quietly erodes human agency. 👇

The benchmark, Cognitive Atrophy Bench, is built on 1,576 real counselling conversations (not synthetic prompts), 15,680 dialogue turns and 42,230 responses across 5 frontier LLMs, and reviewed by clinical psychology experts. Real data with rigorous annotation.