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STATE OF AI 2026

The 2026 edition of the State of Web Dev AI studies the impact of AI on developer work and the world at large.

2026.05.22
2026.stateofai.dev8 min readTLDR AI

Sponsored

HOW FRONTIER AI LABS SHIP: IT STARTS AT CI.

Every layer of the AI stack runs CI on Buildkite: frontier labs (Cursor, Meta, OpenAI, Anthropic, Mistral, Cohere); inference (vLLM, Modular, Anyscale); ML platform infra (ASML, NVIDIA, Hugging Face, Tecton, Anomalo); applied (Harvey, Persona, Anyscale).

2026.05.21
buildkite.comSponsorTLDR AI

ANTHROPIC TO PAY SPACEX NEARLY $45 BILLION FOR COMPUTING DEAL

Anthropic has agreed to pay SpaceX nearly $45 billion over the next three years for compute resources. It will pay $1.25 billion per month until May 2029, with either party being able to end the agreement with 90 days' notice. The companies had earlier this month inked a deal that gave Anthropic 300 megawatts of computing capacity from a large SpaceX data center in Memphis known as Colossus 1. This partnership has expanded to include capacity at a second SpaceX data center.

2026.05.21
links.tldrnewsletter.com2 min readTLDR AI

OPENAI REPORTEDLY MOVES TOWARD IPO

OpenAI is reportedly preparing for a potential IPO as early as September following the dismissal of Elon Musk's lawsuit challenging the company's structure.

2026.05.21
techcrunch.com2 min readTLDR AI

STABLE AUDIO 3.0

Stability AI released a new family of Stable Audio 3.0 models, including open-weight versions capable of generating music and sound effects up to more than six minutes long.

2026.05.21
stability.ai3 min readTLDR AI

AI SOLVES A LONGSTANDING GEOMETRY CONJECTURE

An OpenAI reasoning model autonomously disproved a major conjecture tied to the planar unit distance problem, an open question in combinatorial geometry that dates back to 1946. The proof introduced techniques from algebraic number theory and was independently verified by external mathematicians, marking one of the first cases where an AI system resolved a prominent unsolved mathematics problem.

2026.05.21
links.tldrnewsletter.com14 min readTLDR AI

ON BUILDING AGENTS FROM FIRST PRINCIPLES

Mishra strips away the TRL, Unsloth, and PRIME-RL framework abstractions to show that every agent-training system reduces to the same loop: prompt to model action to environment to reward to gradient update. He builds a toy tldraw-style text-to-diagram agent in pure Python where the model emits JSON create_shape and connect actions against a validating canvas, then layers a reward function combining JSON validity, schema compliance, layout quality, and semantic coverage of prompt keywords.

2026.05.21
links.tldrnewsletter.com15 min readTLDR AI

A BITTER LESSON FOR DATA FILTERING

New scaling studies reveal that using no data filtering may be optimal for large model pretraining in high compute, data-scarce settings. Large parameter models not only tolerate but benefit from including low-quality and distractor data. Contrary to prevailing beliefs, filtering out low-quality data may not be necessary with ample compute resources.

2026.05.21
arxiv.org1 min readTLDR AI

Sponsored

🤖 CLAUDE & GEMINI CAN NOW CALL DOCUSIGN TOOLS DIRECTLY

Docusign just shipped the building blocks for agentic agreement workflows [12]: an MCP SERVER, AGREEMENT MANAGER API, and AGENT STUDIO. Devs now have 1 platform for agreement data, agents, and AI tools. Connect via natural language, bulk ingest documents, and build & govern agents grounded in your agreement history. Start building for

2026.05.21
docusign.comSponsorTLDR AI

INTRODUCING AGENT EXECUTOR, GOOGLE'S DISTRIBUTED AGENT RUNTIME

Google Agent Executor is an open-source runtime standard for reliable and efficient execution of long-running agent workflows. Key features like durable execution, secure isolation, and connection recovery enhance workflow management, while session consistency and trajectory branching support distributed agent environments. It also collaborates with Kubernetes Engine on Agent Substrate to optimize compute efficiency for massive agent deployments.

2026.05.21
cloud.google.com6 min readTLDR AI

LANCE UNIFIED MULTIMODAL MODEL

Lance is a 3B multimodal model from ByteDance capable of image and video understanding, generation, and editing within a single architecture trained entirely from scratch.

2026.05.21
github.comGitHub repositoryTLDR AI

LITEFRAME SCALES VIDEO LLM EFFICIENCY

LiteFrame proposed a lightweight video encoder designed to improve long-form video understanding in Video LLMs by reducing inefficiencies in both vision transformers and language model processing.

2026.05.21
jjihwan.github.io6 min readTLDR AI

MIND-BLOWING GROWTH IS ABOUT TO PROPEL ANTHROPIC INTO ITS FIRST PROFITABLE QUARTER

Anthropic's revenue is set to more than double in the second quarter to $10.9 billion. The projections, disclosed to Anthropic's investors as part of an ongoing funding round, show how the company's sales have exploded since the start of the year. Its quarterly revenue is now growing faster than Google's and Facebook's in the run-up to their initial public offerings. The company might not remain profitable for the full year as it plans to increase spending due to its vast need for compute.

2026.05.21
links.tldrnewsletter.com5 min readTLDR AI

CHEAP AI COULD DERAIL OPENAI AND ANTHROPIC'S IPOS

OpenAI and Anthropic's expected IPOs face challenges due to decreasing AI costs and increased competition. American and Chinese labs are producing cheaper and efficient AI models, threatening their market share and pricing power. Enterprises are increasingly adopting cost-saving measures like "advisor models" and seeking affordable alternatives, complicating the valuation for anticipated IPOs.

2026.05.21
cnbc.com7 min readTLDR AI

Sponsored

If you're relying on machine-translated data to train your AI, you're missing the sort of cultural nuance that only a local would pick up on.

2026.05.20
welodata.aiSponsorTLDR AI

GEMINI 3.5 FLASH

Google has introduced Gemini 3.5 Flash, a new model focused on agentic workflows, coding, and long-horizon task execution. The release also expanded Gemini access across Search, enterprise tools, Android Studio, and Google's developer platforms.

2026.05.20
blog.google5 min readTLDR AI

OPENAI ANNOUNCES NEW GUARANTEED CAPACITY OFFERING FOR CUSTOMERS TO SECURE COMPUTE

OpenAI's new Guaranteed Capacity offering allows customers to secure long-term access to compute to power AI products, agents, and workflows. Customers can choose between one-, two-, and three-year-long commitments, with discounts based on how long the commitment is. The company will offer Guaranteed Capacity until it sells out of its current allocation. It plans to offer it again in the future.

2026.05.20
cnbc.com3 min readTLDR AI

KARPATHY JOINS ANTHROPIC

Andrej Karpathy announced he has joined Anthropic, citing the next few years at the LLM frontier as especially formative for his return to R&D. Karpathy noted he remains passionate about education and plans to resume that work later, signaling the move is research-focused rather than a permanent pivot away from teaching.

2026.05.20
links.tldrnewsletter.com1 min readTLDR AI

GOOGLE DETAILED THE SHIFT TOWARD AGENTIC GEMINI PRODUCTS

At I/O 2026, Google outlined how Gemini models were being integrated across consumer products, creative tools, and developer platforms. The company also shared that monthly token usage across its AI systems had grown to more than 3.2 quadrillion.

2026.05.20
blog.google19 min readTLDR AI

MODEL HALF-LIFE

Model half-life - the idea that model releases will keep getting faster and faster - doesn't really make sense under consideration. Model releases have definitely increased in pace, but the release time isn't halving every six months. This post looks at model release dates for several of the most well-known models and lays out predictions for when the next models might come out.

2026.05.20
aifoc.us4 min readTLDR AI

Sponsored

STOP STITCHING DATABASES FOR AI AGENTS

Oracle AI Database acts as a unified memory core for agents [11]. Vector search, relational, JSON, and graph data live together so agents can reason over live enterprise data without extra vector stores, pipelines, or synchronization jobs.

2026.05.20
oracle.comSponsorTLDR AI

USING CLAUDE CODE: THE UNREASONABLE EFFECTIVENESS OF HTML

HTML's richness allows it to convey complex information more effectively than Markdown, including layouts, data tables, and interactive elements. It enhances readability by organizing specs into well-structured, easily navigable documents and offers better sharing and interaction capabilities. Claude Code uses HTML to efficiently ingest context from various sources, aiding in specs, design prototyping, and creating custom editing interfaces with improved engagement and clarity.

2026.05.20
claude.com10 min readTLDR AI

OLMOEARTH V1.1: A MORE EFFICIENT FAMILY OF MODELS

OlmoEarth v1.1, a new model family, reduces compute costs by up to 3X while maintaining performance, making planet-scale mapping more affordable. The models efficiently process remote sensing data by optimizing token sequence lengths, crucial for reducing computational costs. Methodological improvements allow similar performance to the original version with significantly less compute, benefiting developers and enhancing scientific research in remote sensing.

2026.05.20
huggingface.co5 min readTLDR AI

REAL-TIME LONG VIDEO GENERATION

NVIDIA's LongLive 1.0 is a framework for interactive long-form video generation that supports sequential prompting and real-time user-guided editing using streaming attention and KV-cache optimization techniques.

2026.05.20
github.comGitHub repositoryTLDR AI

A SINGLE PANE OF GLASS FOR MANAGING ALL OF YOUR CLOUD AGENTS

Oz is a multi-harness control plane for cloud agents, supporting Claude Code, Codex, and Warp Agent. It offers automatic multi-agent orchestration, cross-harness Agent Memory, and improved cost and usage controls. Additionally, Oz provides expanded self-hosting options and enhanced governance features, streamlining agent management and deployment.

2026.05.20
warp.dev5 min readTLDR AI

INTRODUCING THE ETTIN RERANKER FAMILY

Six new state-of-the-art CrossEncoder Ettin rerankers built on Ettin ModernBERT encoders have been released, offering models from 17M to 1B parameters. These models, trained with pointwise MSE distillation from a strong 1.54B parameter teacher, provide significant accuracy improvements over legacy models while enhancing speed, especially with Flash Attention 2. The models are particularly notable for their efficiency in retrieve-then-rerank systems and outperform models like ms-marco-MiniLM-L12-v2 on MTEB and NanoBEIR benchmarks.

2026.05.20
huggingface.co19 min readTLDR AI

INDEX

Index is a platform for content owners that helps them understand how AI agents use their work and earn revenue when they do.

2026.05.20
threadreaderapp.com2 min readTLDR AI

CEREBRAS IS NOW RUNNING KIMI K2.6

Kimi K2.6, a trillion-parameter model, has the fastest frontier model performance ever measured by Artificial Analysis at around 1,000 tokens per second.

2026.05.20
threadreaderapp.com1 min readTLDR AI

FULLY REMOTE)

TLDR's Applied AI team is tasked with making every process at TLDR legible to code, runnable by anyone, and composable into larger workflows. Join a small, fast moving team using the latest AI tools with an unlimited token budget. Learn more [23].

2026.05.20
jobs.ashbyhq.comTLDR AI

QWEN3.7 PREVIEW LANDS ON ARENA

Qwen3.7 Preview is now on Arena for Text and Vision. Qwen3.7 Max Preview ranks 13th overall in Text Arena, while Qwen3.7 Plus Preview ranks 16th overall in Vision Arena.

2026.05.19
threadreaderapp.com1 min readTLDR AI