June 23, 2026 · Tuesday


Human intelligence is fundamentally a collective intelligence. We solve complex problems by participating in a vast cultural network that builds upon ideas across generations. I believe the strongest AI systems will become a collective intelligence, too.

David Ha, Founder & CEO of Sakana AI

Sakana AI Launches Fugu: Multi-Agent Orchestration via a Single API

Sakana AI introduced Sakana Fugu, a full multi-agent orchestration system accessible through a single model API call. Fugu itself is an LLM trained to call various models in an agent pool — including recursive instances of itself — enabling autonomous coordination across complex, long-horizon tasks without external orchestration frameworks. The Fugu Ultra variant represents the system's most powerful configuration, rivaling industry-leading engineering benchmarks from both Fable and Mythos.

NVIDIA challenges prevailing narratives on data center water usage.

NVIDIA: Data Center Water Use Is 0.2% of US Daily Total

Citing data from the Manhattan Institute, NVIDIA pushed back against claims that AI data centers are draining water resources. Daily water consumption across all US data centers accounts for only 0.2% of national usage — a figure that has dropped dramatically thanks to closed-loop liquid cooling systems achieving near-zero marginal water consumption. Perplexity CEO Arav Srinivas corroborated: properly implemented liquid cooling has negligible water needs, and common confusion conflates power-plant water usage with on-site data center cooling.

MIT-Licensed GLM-5.2 Beats GPT-5.5 on Agentic Benchmarks

Released under the permissive MIT license, GLM-5.2 outperforms GPT-5.5 (xhigh) on real-world agentic tasks and is freely available on Hugging Face. The release has drawn comparisons to the democratizing impact of LLaMA, with twenty providers now offering API access to the model alongside its availability on AWS Marketplace.

Patch the Planet: Frontier AI Defends Critical Open-Source Projects

Co-founded by Anthropic leadership, Patch the Planet deploys frontier AI models alongside professional security researchers to find and fix vulnerabilities in the most critical open-source software projects under active threat.

Codex Security: Deep Scans, Attack Path Tracing, Patch Generation

The Codex Security plugin combines deep code scanning, vulnerability validation, attack path tracing, threat modeling, and codebase-specific patch generation — all exportable into existing security toolchains for human review.

Grok Connects to Interactive Brokers for Real-Time Portfolio Intel

xAI launched Grok's integration with Interactive Brokers, giving users conversational access to high-quality, up-to-date portfolio information as part of Grok Build's expanding financial tool suite.


TMax: Open RL Recipe for Terminal Agents Published

A new paper introduces TMax, an open reinforcement learning formulation for terminal agents. Researcher Nat Lambert, who contributed to the work, notes that RL research in mid-2026 has already diverged sharply from the paradigms that dominated just months ago. AI2 separately released TMax 27B on Hugging Face, scoring 42.7% on Terminal Bench 2.0 and rivaling models ten times its size.

Elon Musk Announces Grok Build Upgrades with /goal Command

Elon Musk confirmed upgrades to Grok Build, headlined by the new /goal command that enables autonomous execution of long-running tasks with multiple rounds of subagents implementing and verifying progress. Observers note this marks a shift from coding agents that behave like enhanced chatbots toward truly autonomous task execution.

Gray Swan: Red Teaming and the Coming AI Security Crisis

OpenAI board member Zico Kolter and Gray Swan CEO Matt Fredrikson discussed the emerging AI security landscape on Latent Space, arguing that AI safety is not merely traditional cybersecurity plus AI — it demands fundamentally new approaches. Their red teaming of AI models reveals gaps that conventional defenses miss.

Vercel Flags Decouples Deployment from Feature Release

Vercel launched Vercel Flags, a platform-native feature flag system that executes server-side with zero impact on page performance. The tool enables teams to merge code when ready and flip feature toggles independently, fully decoupling deployment cadence from release timing.

Industry & Research Briefs06·23

Nadella: Public Will Reject an AI Monopoly by a Few Labs

Microsoft CEO Satya Nadella argued the public would not tolerate a handful of AI labs doing all the learning for the world, as Microsoft accelerates efforts to broaden AI access across industries and geographies.

Chollet Slams SaaS Doomsayers as 'Staggeringly Short-Sighted'

Keras creator François Chollet dismissed the belief that Claude can one-shot any SaaS application, calling it shortsighted. Programming, he argues, is the art and science of managing complexity through layers of abstraction — AI is merely one tool in that arsenal.

Chollet: Adobe Is One of GenAI's Biggest, Most Profitable Winners

While markets treat Adobe as a legacy software company in terminal decline, Chollet points out it is among the top five most profitable and fastest-growing AI companies today — a GenAI beneficiary hiding in plain sight.

Hugging Face Nears 3 Million Models and 1 Million Datasets

Hugging Face co-founder Clement Delangue announced the platform is about to cross major open-source milestones, reflecting the explosive growth of community-driven AI and the platform's centrality to model distribution.

Forecast

Perplexity CEO: Multi-Trillion-Parameter Open Models Coming Soon

Srinivas says multiple labs are preparing massive open-source releases, which stands to drive token prices down further through Jevons-paradox dynamics.

Video

Seedance 2.0 Native 4K Video Model Released

Higgsfield AI launches best-in-class particle physics, lighting, and shadows for cinematic storytelling.

Perspectives & Quick Takes06·23

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