The Hallway Track
Every signal tracked from the world's AI conferences — 4,665 talks, quotes & announcements, newest first.
AI agent demand is causing 10-100x user growth that database infrastructure cannot keep pace with
“the number of daily active users has doubled, tripled, 10 or 100 times. This is largely driven by the demand for AI agents. The infrastructure simply cannot keep up with this development.”
Google DeepMind releases EmbeddingGemma 2, an open lightweight multimodal embedding model
AWS AgentCore and OpenClaw enable persistent-memory AI assistants via single CloudFormation deployment
“AgentCore memory, a capability of Amazon Bedrock AgentCore, turns disposable chats into durable knowledge.”
Simon Willison integrates Parseable observability platform with Datasette OpenTelemetry traces using Codex.
NVIDIA DOCA GPUNetIO enables GPUs to control networking directly, eliminating CPU bottlenecks
“GPU applications increasingly need networking and data movement to behave like first-class GPU-controlled operations rather than host-driven services.”
GitHub Copilot agent converts meeting transcripts into project backlogs and risk assessments automatically
“it gives you a competitive edge”
Microsoft IQ gives enterprise agents grounded context via four intelligence sources for meaningful outcomes
“Models give agents intelligence but contexts give that intelligence meaning”
Agent quality demands both pre-production evals and production observability to manage LLM non-determinism risks
“grading matters because LLMs are inherently non-deterministic”
Mistral Large 4 released, benchmarks criticized as saturated by frontier models
“The benchmark is saturated. Frontier models are tested with an armadillo in fishnet tights jaywalking on Mars.”
datasette-atom 0.11a0 released for compatibility with latest Datasette alphas
An OSS reference stack for self-improving agents combines online monitoring with offline evaluation cycles.
“I mean the transition from "I don't write prompts" to "I have cycles."”
Databricks claims lakehouse architecture outperforms traditional data warehouses in 2026 benchmarks
LangChain achieved 64% cost reduction in their coding agent via model routing with no quality loss
“we were able to see a 64% reduction in median cost per thread with no measurable change in quality”
NVIDIA releases AICR v1.0 for open, verifiable GPU cluster configuration on Kubernetes
Google releases EmbeddingGemma 2, a sub-billion open model unifying text, image, video, and audio embeddings on-device.
“a picture of a cat, the word cat, and the sound of a cat are all mapped close to each other in a shared high-dimensional embedding space”
Meta open-sources authenticated NTP via NTS at nts.meta.com, making time verifiable
“That work made time precise. This work makes it verifiable.”
Atlassian and OpenAI expand partnership to embed frontier models into enterprise workflows
IFCO shares operational lessons scaling a large dbt project on Databricks for supply chain data.
AWS publishes guidance aligning customers with ISO/IEC 42005:2025 AI impact assessment standards.
“translat[ing] AI capability into practical deployment across firms, sectors, and public services.”
AWS outlines four-layer governance model for shared SageMaker HyperPod ML compute clusters
AWS adds Studio UI to manage HyperPod Spaces, eliminating CLI dependency for ML developers.
“reducing the time from cluster access to productive development to a few clicks”
AWS launches Amazon Nova 2.5 Sonic for real-time voice AI agents via Bedrock AgentCore
No meaningful content extracted from AWS Summit Milan 2026 captions
Tessl proposes 'harness engineering' as a new discipline for building agent-powered software factories
“a software factory is any agent-based system where all of the end product you build and deliver to users is created by agents”