The Hallway Track
Every signal tracked from the world's AI conferences — 4,665 talks, quotes & announcements, newest first.
NVIDIA TensorRT Model Connect deploys open models to inference in two commands
“Open AI models are evolving faster than ever, but bringing them into native applications can still require model-specific conversion, preprocessing, post-processing, and runtime code.”
Figma's engineering org follows a three-act AI adoption curve ending in guardrails mastery
“reduced developer agency causes engineers to lose some of their job satisfaction”
Amazon pilots show 4.5x median developer productivity gains using agentic AI coding
“we've been seeing a median of 4.5x productivity improvement and sometimes more than 10x”
Decathlon replaced weekly-retrained models with Chronos-2 foundation model for global demand forecasting
“would these models work on Decathlon's specific retail datasets?”
Salesforce achieved Multi-AZ HA for Agentforce using SageMaker's new SchedulingConfig placement API
Clay runs 300M agent executions monthly and calls evals non-negotiable at that scale
“eval's became non-negotiable”
Web publishing now requires dual-audience design: humans and AI agents simultaneously.
“it feels like you're dual publishing to two audiences”
Stripe acquired Metronome and is integrating usage billing into AI-driven CLI orchestration via Stripe Projects.
“the use of Stripe's CLI has exponentially increased over the course of the past five six months”
AWS Summit Madrid 2026 content contains no extractable signal.
Traditional retry and circuit breaker patterns fail for LLMs; per-request provider fallback is required.
“If you have a single model provider, their ceiling is your ceiling. Their outage is your outage.”
Podium uses LangSmith to trace agent chain-of-thought and debug unexpected AI behavior
“The reality is when you really get into the details of what context that agent was provided, It becomes obvious the agent was behaving rationally.”
Xcode 27 introduces Device Hub, unifying simulator and physical device management.
“All the convenience of the simulator with the fidelity of real hardware in a single place.”
DoorDash evolved AI evals from an engineering task into a cross-functional platform for non-engineers.
“cost is a number one concern these days”
Uber built uReview, an in-house multi-agent code review system to address 3x slowdown in PR review times
“code review is now the bottleneck that we are running into”
Figma shipped its first MCP server in 3 months, bridging design and production code for any AI tool
“AI tools don't need to build a dedicated integration. They can just use our Figma MCP and they kind of get started.”
Spec-driven development and local AI are described as a natural pairing in a DeepLearningAI course.
a16z launches Machine Age Fund targeting AI infrastructure from chips to copper mines
“the model is no longer the bottleneck and in fact using AI these models are getting better faster and faster and faster. Now the bottleneck is all what I call south of the model”
Non-technical employees building AI agents with company data are creating uncontrolled shadow AI risks
“it creates complete set of actors inside the organization, not bound by the rules of the organization, and not necessarily running within the premises of the organization, but handling sensitive data”
Qwen 3.8 Flash Next, a free open-weights MoE model, rivals paid closed AI systems.
“it seems that we can switch out paid closed systems to open weights AI that we can download and run ourselves forever”
Sam Altman expects OpenAI to declare AGI achieved internally by December 2026.
“Automated AI Research Intern”
OpenAI and Thailand's MHESI launch eight-week accelerator for 10 AI startups
Databricks AI Runtime enables fault-tolerant PyTorch training optimized for goodput at scale
Hugging Face Open ASR Leaderboard adds its first Global South language benchmark.
Prompt injection attack bypasses Claude Code Auto Mode with 80% success rate
“The safety mechanism itself can become part of the failure. The classifier allowed the creation of the malware process, but then it blocked the command intended to stop it!”