The Hallway Track
Every signal tracked from the world's AI conferences — 4,665 talks, quotes & announcements, newest first.
AI agents must evolve from single-user to group settings and always-on wearables
“we might be entering an era where we are deploying these agents in group settings and group settings pose uniquely different challenges compared to settings where we have single users”
Nubank built a security review system to vet 2,000 AI skills as supply chain dependencies
“although they look like configuration they behave like supply chain dependence like uh for example libraries and others”
SQLite creator argues AI will transform programming jobs, not eliminate them, like SQL did to COBOL
“That didn't mean programmers went away. It just meant the job changed a little bit.”
Kepler built verifiable AI for financial services where evals alone cannot guarantee trustworthy outputs
“You cannot take a non-deterministic LLM and eval your way to something deterministic. These are probability machines.”
Cheap energy always creates its own demand, making energy the ultimate scarce resource driving AI compute growth
“energy is is sort of the only scarce thing in the universe. Right? It's the only irreversible thing in the universe in terms of a resource.”
AI synthetic personas have moved from novelty to funded market category for product research
Off-the-shelf LLMs flip financial recommendations with minor assumption changes, making them untrustworthy for money advice.
“the advice sounds good. It sounds sound, but I can't really trust it.”
Alexandr Wang founded Scale AI at 19 after MIT and a Quora gap year.
“from the outside in you have no idea how companies work. You have no idea what it looks like to actually build something.”
Nubank ships AI customer support agents 20x faster by generating eval data in simulation rather than waiting for production data.
“If you generate your eval data in sim instead of waiting on production data you can ship agents 20x faster and we'll give you evidence for that.”
Databricks positions data platforms as essential tools for health system financial margin management
“Quality care is the mission. Finance protects the margin.”
Researcher demonstrates self-replicating prompt injection worm spreading through Microsoft Word via Copilot
“An attacker places hidden instructions in a document that is later used as source material in Copilot for Word. Copilot may interpret those instructions as part of the user's request, causing it to manipulate the document being drafted or edited. Copilot may then also copy the hidden instructions into the resulting document, turning that document into a new carrier.”
Kimi K3 is trained to be comparable to Claude Opus 4.8 using novel 3x3 domain expert distillation.
“they've trained a model that is probably comparable to Opus 4.8”
Databricks targets energy sector CFOs with data platform for volatile margin management
“Ask an energy CFO where this year's margin is landing and you will always get a hard-won answer”
Databricks positions its platform as the intelligence layer for manufacturing finance margin protection.
Anthropic's Claude is demonstrating cryptanalysis capability during the post-quantum cryptography transition
“If there was ever a perfect time for a massive new public cryptanalysis capability to come on line, we're in it.”
Skills replace traditional UI features as the primary vehicle for business logic in agentic products
“skills really tell you how a task gets done”
Databricks pitches real-time AI fraud detection for federal government benefits programs
Databricks positions AI agents as real-time decision-makers for industrial production line incidents.
Agentic AI is being positioned as a tool for telecom finance teams to prevent revenue leakage.
LangChain's Deep Agents is a batteries-included harness for complex, long-running agent tasks.
“Deep Agents is a batteries-included harness for building agents that excel at complex and long-running tasks.”
Morgan Stanley's 30-person PhD team built a multi-agent system to automate quantitative research across trading desks.
“it really felt possible for the first time with like with Opus 4.5 and with, you know, these harnesses like Claude Code and Codex, where it really felt like the models were at a point where they could do these long-horizon tasks”
Xcode 27 ships Device Hub for centralized simulator and device management on Mac
“This is Device Hub, an app that ships with Xcode 27, built for anyone who works with devices.”
NVIDIA NeMo Guardrails enables self-hosted AI coding assistants for regulated environments
Claude Opus 5 delivers near Fable-level intelligence at half the price with autonomous error recovery
“Anthropic says it also verifies its own work and recovers from its own mistakes without human intervention.”