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// INTELLIGENCE

Most teams fine-tuning models are leaving performance on the table because they're treating training data as an afterthought. Distilabel — the open-source synthetic data pipeline framework — is how serious teams generate high-quality training data at scale without relying on naive LLM generation or expensive human annotation.

For two years, every AI team I've worked with has faced the same problem: integrating AI models with real tools, real data, real services is a custom engineering project every single time. MCP changes that. Here's why the protocol that nobody talked about six months ago is about to become the most important standard in AI.

A new paper from arXiv describes an AI agent that rewrites its own source code when it fails — not its prompts, not its memory schema, its actual code. Combined with Fujitsu's production self-evolution data, this changes everything about how we think about agent maintenance.

Google I/O 2026 delivered the most practically significant LLM announcement in months: Gemini 3.5 Flash ships at half the cost of comparable models with competitive reasoning benchmarks. This isn't about benchmarks — it's about economics.

Every AI team eventually discovers that their models are the easy part. The hard part is everything around them: data validation, model serving, monitoring, retraining triggers. Apache Airflow has been solving this problem for years, and it's still the best option for complex AI pipeline orchestration.

Every study published in the last two years showing AI coding tools improve productivity is measuring the wrong thing. Productivity metrics don't capture what happens to engineers who stop thinking for themselves. I'm watching this happen in real time and it's exactly as bad as you think.

After two years of watching teams struggle with getting LLMs to output consistent structured data, I've found the combination that works. It's not a fancy prompt technique. It's just being explicit about what you want in a way the model can't misunderstand.

Yesterday Fujitsu announced self-evolving multi-agent technology that learns from its own failures — and achieves 28-point accuracy gains without human intervention. This is the missing piece that enterprise AI has been waiting for.

llama.cpp merged Multi-Token Prediction support — and if you're running local LLMs, this is the upgrade you've been waiting for. Here's what it does and why it matters.

Stop paying per-token fees for development work. Here's how to get a production-quality LLM running on your own machine in under 20 minutes, with the exact setup I use every day.

The biggest infrastructure decision your AI team will make this year isn't which model to use. It's whether your agents work together through orchestration or through auction. Only one of those scales.

Google I/O 2026 just shipped something the industry has been pretending to want for two years: a frontier-quality model that's genuinely cheap and genuinely fast. Gemini 3.5 Flash isn't a lighter model. It's a redefinition of what a production LLM should be.

Every AI agent framework eventually runs into the same wall: the model knows the tools exist, but it doesn't know how to use them reliably. Here's the engineering discipline that actually makes tool calling work.

Every team is racing to adopt AI pair programmers. The data from places that have used them longest tells a darker story: the tools that were supposed to make us sharper are making us duller.

Stop paying for API calls when you are iterating on prompts. Here is how I run Llama 3 and friends locally in under 10 minutes.

Bigger context windows won't save you from bad architecture. They'll just let you delay the reckoning longer.

Cursor's .cursorrules file is the most powerful config you're probably ignoring. Most teams write one paragraph. Here's how to write one that actually changes how the AI behaves on your codebase.

Mira Murati's Thinking Machines Lab shipped its first model on May 11, 2026 — and nobody in the press is writing about the right part. This isn't a faster voice model. It's a fundamentally different architecture for how humans and AI collaborate.

Every AI startup offers fine-tuning as a premium service tier. Most of them are selling you expensive prompt engineering and calling it machine learning. Here's why the math never works out the way the vendors promise.

F5-TTS is an open-source zero-shot voice cloning system that produces results competitive with commercial offerings — without their price tags or their terms of service. If you're building anything that needs speech synthesis, you need to know about this.

Every week a new model tops a leaderboard. Every week teams make decisions based on those numbers. The whole system is theater. Here is why.

Most teams are still hand-crafting prompts like it's 2023. DSPy, the Stanford framework that's been quietly rewriting the playbook for building with LLMs, treats prompts as compiled artifacts — not handwritten guesses. Here's why that distinction matters.

JSON Schema isn't just for APIs. Learn how to use it as a first-class pattern in your AI agent tool pipelines to catch bad data before it breaks your workflow.

Subquadratic's SubQ 1M-Preview claims to be the first commercially available LLM where compute scales linearly with context length, not quadratically. Here's what that actually means and why the benchmark numbers are the least interesting thing about this release.

Most agent frameworks treat memory as a feature request. Mastra, the TypeScript-first agent framework that hit its 1.0 stable in January 2026, built observational memory as a first-class primitive — and that tells you everything about what kind of project this is.

If you're indexing thousands of records and reaching for LIKE queries, you're leaving performance on the table. Here's how to wire up PostgreSQL's full-text search with GIN indexes to cut query times from seconds to single-digit milliseconds.

Every few months, someone publishes a thinkpiece declaring that AI coding assistants are about to make junior developers obsolete. Every few months, I read it, and I think the same thing: this person has never actually managed a junior developer.

A new paper out today reveals something the AI industry doesn't want to talk about: hidden coordinator agents in multi-agent systems suppress protective behavior, create behavioral contamination across workers, and do it entirely invisibly to every evaluation metric we currently use. If you're building enterprise AI systems with hidden orchestrators, this is your wake-up call.

Most AI agent frameworks let you feel productive. OpenHands lets you actually ship things. The open-source agent framework that writes code, runs terminals, and doesn't need hand-holding through every step.

Everyone is bragging about their model 1M token context window. Nobody is asking whether you should actually use it. Here is why massive context is often the wrong solution to the wrong problem.

The v0.20 release cycle isn't just another point update. DeepSeek V4 support landed May 10, and the speculative decoding improvements are real enough to change your inference cost calculus. Here's what actually changed and why you should care.

Everyone's building RAG pipelines. Almost none of them are actually solving the problem they claim to solve.

The Docker Compose setup that makes local LLMs actually practical — persistent, restart-clean, with a real web UI.

Everyone's building RAG pipelines. Almost none of them are actually solving the problem they claim to solve.

OpenAI quietly replaced the default ChatGPT model on May 5, 2026. On the surface it looks like a routine update. It's not. GPT-5.5 Instant is a deliberate architectural shift toward memory, personalization, and cross-tool reasoning — and most of the coverage missed what actually changed.

How to wire Composio's tool registry into OpenClaw and execute authenticated API calls without leaving your agent loop.

Hugging Face's smolagents framework bets that the future of AI agents isn't tool-calling JSON schemas — it's code. Here's why that architectural bet is worth taking seriously, and where it still falls short.

The U.S. government signed agreements with Google, Microsoft, and xAI to evaluate frontier AI models before public release. The coverage so far is shallow. Let me tell you what this actually changes — and what it doesn't.

Every startup I see is dropping $30K on a fine-tune when a $20 prompt engineering session would have done the job. The fine-tuning industrial complex is selling a solution to a problem most of you don't have.

ByteDance open-sourced DeerFlow 2.0 and it hit #1 on GitHub Trending in 24 hours. Here's the technical breakdown of why the architecture matters — and what most agent frameworks are still getting wrong.

Stop hunting through docs for the right API. Composio CLI does semantic search across 100+ tool integrations, connects your accounts, and gives you a ready-to-use tool slug for your agent. Here's how to actually use it.

OpenAI's rollout of GPT-5.5-Cyber to vetted cyber defenders isn't a product launch — it's a geopolitical signal. The AI security arms race just moved from theoretical to operational.

Google dropped Gemini 3.1 Flash-Lite into General Availability the week before I/O, targeting sub-second latency at roughly a third of the cost of GPT-4o Mini. That's not a product launch — it's a price war signal aimed directly at the inference economics that OpenAI has been building on.

MCP (Model Context Protocol) is the plumbing that separates a demo AI from a production one. This is the practical guide to setting up your first MCP server connection and getting your AI to actually do things.

Every vendor is bragging about their million-token context window. Nobody is asking the right question: why are you stuffing your entire codebase into a prompt and calling it reasoning?

While most developers were arguing about which model to use, a quiet team at LMSYS was building the serving layer that makes those models actually usable at scale. SGLang has become the infrastructure backbone for serious LLM deployments—and if you're not running it, you're probably leaving performance on the table.

Google confirmed it this week — a criminal group used an LLM to identify and exploit a zero-day vulnerability. That's not a thought experiment anymore. That's a live incident. And the security industry is woefully unprepared for what comes next.

Zhipu AI's GLM-5.1 just became the first open-source model to match proprietary coding benchmarks — 744 billion parameters, 8-hour autonomous execution, and a SWE-Bench Pro score that puts it in the same conversation as Claude Opus 4.7. Here's what actually changes.

Show me a production-ready agentic system that isn't held together with brittle prompts, hallucinated tool calls, and prayer. Because I've looked. They don't exist yet.

Skip the API bills and latency. Here's how to run a capable open-source LLM entirely on your own hardware using LM Studio — and integrate it into your agentic workflows.

A comprehensive 2500+ word guide to building autonomous AI agents with Google Antigravity. Covers the RAPS framework, Agent Manager, multi-agent teams, and a complete code review workflow.

Anthropic's latest flagship tops SWE-bench at 87.6%, ships a 1M token context window, and rewrites what agentic coding looks like at scale.

OpenAI's latest tops Terminal-Bench by 13 percentage points over Opus 4.7, but the real story is what research-focused reasoning means for knowledge work.

Everyone's watching GPT-5.5 and Opus 4.7, but the model enterprises are actually deploying at scale is Gemini 3.1 Pro — and here's why the Google ecosystem advantage is structural.

Most AI agents reset after every session. Hermes Agent doesn't — and that changes everything about long-running development work.

Most AI agents are chatbots with delusions of grandeur. OpenClaw is something different: an operating system for AI that actually does things. Here's why the comparison matters.

Skills aren't prompts. They aren't agents. They're something better — bounded, purposeful capabilities that make AI actually useful. Here's what changed when I started thinking in skills.

On May 10th, an open-source agent called Hermes processed 224 billion tokens in 24 hours and overtook OpenClaw — not because it was smarter, but because it remembered. This is the part of the agent story that nobody in the mainstream press is covering correctly.

seo-auditor — Claude-Code skill on mr.technology. Audit verdict: PENDING.

monorepo-navigator — Claude-Code skill on mr.technology. Audit verdict: PENDING.

changelog-generator — Claude-Code skill on mr.technology. Audit verdict: PENDING.

tech-debt-tracker — Claude-Code skill on mr.technology. Audit verdict: PENDING.

runbook-generator — Claude-Code skill on mr.technology. Audit verdict: PENDING.

saas-metrics-coach — clawhub skill on mr.technology. Audit verdict: PENDING.

^**[Read Online](https://www.therundown.ai/p/anthropic-new-ai-is-too-powerful-for-the-world?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpY...

^**[Read Online](https://tech.therundown.ai/p/this-startup-wants-to-hack-the-night-sky?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2...

A disgruntled security researcher going by Chaotic Eclipse publicly released details of a new Windows zero-day called BlueHammer ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

CISA ordered federal agencies to patch a critical Fortinet FortiClient EMS vulnerability already being exploited in the wild ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Higgsfield's Soul 2 model brings art-directed AI image generation to professional creators, eliminating the synthetic look of typical AI outputs ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ...

Feeding more tokens into an LLM’s context window negatively impacts performance. One study shows that accuracy drops from 95% to 60% ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Identify relevant sites using searches like “best [your category] after:2025” and review existing partners for high response rates ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

AI is disrupting careers by reducing the value of execution and making long-developed skills feel less relevant. The new advantage lies in judgment ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

^**[Read Online](https://www.therundown.ai/p/sam-altman-new-social-contract-for-ai?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIj...

^**[Read Online](https://robotnews.therundown.ai/p/ubtech-offers-18m-a-year-for-ai-scientist?jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOWUtYjlhYS00OTcxLTlhNmEtYTc3...

Anthropic announced that Claude Code subscribers can no longer use subscription limits for tools like OpenClaw, shifting to pay-as-you-go pricing ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

Two separate GPU Rowhammer attacks, GDDRHammer and GeForge, have achieved total host control against Nvidia's Ampere RTX 3060 and RTX 6000 ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

Mercury is in late-stage talks to raise at a $5B+ valuation, up from $3.5B a year ago, while simultaneously acquiring payroll startup Central ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌...

Decision traces can create a compounding loop in B2B, like how consumer platforms leveraged behavioral data. Traditional software records outcomes ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...

OCSF is emerging as a standard way to normalize security data across tools, reducing the need for custom parsing and enabling faster correlation ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ...

Charles Schwab launched a waitlist for Schwab Crypto, a new account type enabling direct spot buying and selling of Bitcoin and Ethereum ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ...

AI agent failures stem from missing platform reliability guarantees rather than weak models, requiring validated context and guardrails ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌...

Cognitive surrender is where people stop using judgment and accept AI outputs as truth. Users accepted faulty AI reasoning 73.2% of the time ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

Plus: New Gmail, who dis?, freefallin’, and more. View in browser (https://thehustle.co/airbnb-for-schools-1?ecid=ACsprvuHyVqi1BKNfaJTstteBCw13wtOPLlcsQWSmO7d0UGp-uJx7zkw3xealohjgUkwAIpotEK1&_hsenc=p...

^**[Read Online](https://www.therundown.ai/p/anthropic-tells-openclaw-users-to-pay-up?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2l...

HubSpot - The Hustle (https://thehustle.co/home/?_hsenc=p2ANqtz-9lGTFHjOAIUMQ6yxwbIRUcaRfbgJWQxNBLB0b2zNdS3coq0XQ-6a-mddOWehmDzrxPiRIo7WM_aTvnc-jHGc6xNboAPw&_hsmi=280638784 ) Hey there, Thank you fo...

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There's more to The Hustle than meets the inbox. ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

There's more to The Hustle than meets the inbox. ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

Just like Uber and Facebook, weekends thrive because of something known as network effects. Always-on work culture weakens them. You're just 3 referrals away from earning a Hustle Essentials kit. Che

Amazon S3 Files is a new capability that allows any S3 bucket to be mounted and accessed as a fully-featured file system directly ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

Airbnb migrated a massive StatsD-based metrics pipeline to OpenTelemetry and Prometheus using a dual-write strategy A shared metrics library ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

^**[Read Online](https://www.therundown.ai/p/anti-ai-anger-hits-sam-altman-front-door?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2l...

^**[Read Online](https://robotnews.therundown.ai/p/unitree-cheapest-humanoid-goes-global?jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOWUtYjlhYS00OTcxLTlhNmEtYTc3YjBm...

Anthropic is planning to overhaul Claude Code desktop. It is also developing a 'Coordinator Mode' that would let Claude act as an orchestrator ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ...

Perplexity introduced a personal finance hub that connects bank accounts, credit cards, loans, and investments via Plaid ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Researchers using Claude AI discovered a flaw in Apache ActiveMQ Classic that had gone undiscovered for 13 years. The flaw allows attackers to force ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

The SaaStr.ai Index shows top public software companies lost 50.5% of market value in six months. This structural re-rating ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

The moat used to be who could ship the fastest. It is now learning speed: how quickly an organization can absorb what AI makes newly possible ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌...

Major cryptocurrencies dropped roughly 2% late Saturday after Vice President Vance announced that US and Iranian negotiators failed ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

"Productive procrastination" is a phenomenon where individuals engage in desirable, productive tasks to avoid more important but often older projects ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Datadog Code Security MCP mitigates risks from AI-generated code by scanning to detect vulnerabilities, secrets, and insecure dependencies ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

Treating AEO as an upgrade to SEO misunderstands how LLMs work. There are no keywords to rank for. Responses are personalized based on prompts ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ...

OpenAI's revenue chief, Denise Dresser, recently sent a memo to staff saying that the company's alliance with Amazon was a key growth driver ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

AI removes handoffs between roles, reshaping orgs into autonomous teams. The advantage now is how fast companies learn and adapt their structure. ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

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Welcome aboard! I’m Tobias, your guide in navigating the world of AI agents. Thanks for subscribing to **The Agent Roundup**, where we break down AI agents into clear, practical insights for real-wor...

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Plus: AI agent credentials and the blast radius problem <https://venturebeat.com> Happy Monday. Intuit's TurboTax team didn't wait for the IRS to publish forms before it started coding the ...

Amazon has entered into an agreement with Apple to provide satellite service for its devices using the Amazon Leo network ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

---------- ### Hey SpaceX is going public at $1.75T, Meta launched its first closed-source AI model, and Anthropic restricted its most powerful model to just 50 partners. View image: (https://medi...

Marimo, Adobe Acrobat, FortiClient EMS, and an LLM jailbreak that works on every model tested. Google Mandiant's M-Trends 2026 measured a new attacker handoff at 22 seconds <https://cloud.goo...

Plus: why your vector layer needs its own home <https://venturebeat.com> Welcome to Data Infrastructure Weekly If you want a sense of where enterprise data infrastructure is quietly but qui...

Real changes happened. Whether they explain what developers are seeing is another question. <https://venturebeat.com> Good morning! One claim driving the “Claude is nerfed” story — that Opu...

Google has expanded its desktop Agent within Gemini Enterprise, hinting at a shift towards task execution workspaces akin to Claude Cowork ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

Unknown threat actors breached cpuid.com for roughly 19 hours (April 9–10) via a compromised side API, replacing CPU-Z and HWMonitor download URLs ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...

Rowhammer-style attacks on GPU memory can corrupt GPU page tables, enabling arbitrary read/write access across GPU memory and across processes ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ...

The discourse around AI-assisted programming often advocates for a balanced approach: using AI for tedious tasks while developers personally craft ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...

Price is losing its role as the main driver of purchase decisions. Value perception now drives choice as consumers increasingly mix national brands ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

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Elon Musk's Terafab team has reached out to chip industry suppliers for price quotes and delivery times for a variety of chipmaking gear ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ...

DuckLake v1.0 release marks the production-ready version of this SQL-native lakehouse format. DuckLake keeps all metadata in a real database catalog ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

^**[Read Online](https://www.therundown.ai/p/allbirds-ditches-sneakers-for-ai-compute?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2l...

New Course with JetBrains: Spec–Driven Development with Coding Agents View in browser (https://info.deeplearning.ai/e3t/Ctc/LX+113/cJhC404/MWN59sqpZg8W708PWl3RR3PgW4bWRWk5MWTYxN3V8l9j5m_5PW7lCGcx6lZ3...

---------- View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/583fac8f-4002-4b2e-a58a-b37752afecdb/the-ai-report-logo-color-...

Anthropic's new agents platform just made this a procurement question. <https://venturebeat.com> Hey there. Databricks gave a stronger foundation model the same hybrid queries as its multi-...

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bcb8f5b1-035d-4f81-b662-279d962a2ce0/simpleainl.png?t=1751420992) Follow ...

OpenAI is scaling up its TAC program to thousands of verified individual defenders and hundreds of teams responsible for defending critical software ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Socket’s Threat Research Team identified 108 malicious Chrome extensions across ~20k installs operating as a coordinated MaaS campaign ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ...

Flatiron spent a month visiting AI-native startups in SF, and the org charts look nothing like a normal company. One PM covers five companies ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌...

Senator Thom Tillis is set to release revised legislative text on stablecoin yield, the product of months of negotiation ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Stacked PRs break large changes into a sequence of small, dependent pull requests that can be reviewed independently but merged together ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ...

Social media feeds now show far more content from strangers and ads than from real connections. Only 18% of top posts come from friends and family ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...

[ADVERTISE](https://calendly.com/the-ai-report-partnerships/the-ai-report-partnerships) | [PODCASTS](https://www.youtube.com/@the-AI-why-with-liam-lawson) | [LAUNCH GUIDE ](https://www.theaireport.ai/...

Anthropic has released Claude Opus 4.7. The model scores higher on key benchmarks than its direct rivals in some categories ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Plus: Men let it rip, a movie release calendar, and more. View in browser (https://thehustle.co/make-way-for-wildlife?ecid=ACsprvsUgkRTr4At7hrSuFswzNq0jzbsE_L_JlU0X0eOt8754lPMNDE05xt5gol7umx-UDFkwSjP...

Builder PM work fails when it has no path to adoption. It succeeds when it creates pull, fits workflows, and gets others to build on it. ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ...

^**[Read Online](https://www.therundown.ai/p/openai-superapp-hiding-inside-codex?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoi...

---------- Hey, ----------With AI models getting more powerful by the week — and cybersecurity risks growing with them — the way we build and host apps needs to catch up. In my latest video, I went...

---------- ### Hey Andrew Warner has done 2,500+ founder interviews. Today he shares why your next best customer might not be human, and how one founder 20x'd his revenue just by pivoting to serve ...

Plus: Why the Google AI adoption debate matters for every engineering org <https://venturebeat.com> Welcome to AGI Weekly Hey there, If you want to understand the growing pains of the AI ...

Agentic and physical AI are rapidly reshaping what’s possible at enterprise scale.   <https://blogs.microsoft.com/blog/2026/03/16/microsoft-at-nvidia-gtc-new-solutions-for-microsoft-foundry-azure...

Plus: Claude Code Routines, and Cisco's shared intelligence <https://venturebeat.com> Hello there! This week: Anthropic’s new orchestration architecture, a test run of the Claude Code desktop...

Meanwhile, frontier models still fail 1 in 3 production deployments <https://venturebeat.com> Holy Wednesday, Batman. The harness wars stopped being theoretical. OpenAI shipped a model-nativ...

^**[Read Online](https://robotnews.therundown.ai/p/uber-10b-robotaxi-pivot?jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOWUtYjlhYS00OTcxLTlhNmEtYTc3YjBmZTYxNDBiIiwicH...

Google's Gemini 3.1 Flash TTS enhances text-to-speech with improved expressivity and controllability, featuring a notable Elo score of 1,211 ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

Anthropic’s Mythos Preview model faced UK AI Security Institute tests on capture-the-flag tasks and a 32-step “The Last Ones” network data ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

Google Cloud is partnering with Thoma Bravo to push AI deep into enterprise software portfolios, giving companies access to Gemini models ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌...

Bazaar MCP is a marketplace that lets AI agents search for external API tools, evaluate pricing, pay for access, and execute calls autonomously ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌...

---------- Hi there, ----------Most business owners spend **$3,000–$15,000** and four to six weeks every time they need a new landing page, internal tool, or marketing site. Replit Agent 4 is trying...

OpenAI Codex uses a single shared Rust-based "harness" to power its cross-platform coding agent across multiple client surfaces ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

OpenAI aims to reach $100 billion in ad revenue within five years despite still being in early testing. Its strategy relies on two pillars ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

[ADVERTISE](https://calendly.com/the-ai-report-partnerships/the-ai-report-partnerships) | [PODCASTS](https://www.youtube.com/@the-AI-why-with-liam-lawson) | [LAUNCH GUIDE ](https://www.theaireport.ai/...

---------- View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/c49cc55c-8bdd-4b7b-8a14-f9702f982948/the-ai-report-logo-color-...

^**[Read Online](https://tech.therundown.ai/p/spacex-buys-up-a-lot-of-cybertrucks?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjo...

Opus 4.7 offers improved performance on difficult engineering tasks, stronger vision capabilities, and more reliable long-running task execution ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ...

Frontier coding agents have already collapsed the economics of exploit development. The consequence is that elite attention is no longer scarce ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌...

OpenAI has significantly upgraded Codex with agentic capabilities that can control desktop apps, browse the web, and execute tasks across tools ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌...

Jack Dorsey's recent 40% staff reduction at Block signals an early shift toward "Dorsey Mode," a proactive organizational redesign ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Adobe's Firefly AI Assistant (formerly "Project Moonlight") can perform tasks across Creative Cloud apps like Photoshop, Premiere, and Illustrator ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...

Claude Opus 4.7 has been released, with improvements in advanced software engineering. The model also has substantially better high-resolution vision ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

AWS Interconnect is a managed service that provides private, high-speed connections between AWS and other cloud providers ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Pew Research finds that roughly 9 in 10 teens use TikTok, Instagram, and Snapchat for entertainment. Snapchat is the most messaging-heavy platform ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ...

Natural language to schema design. Describe your application in plain English and get a production-ready PostgreSQL sche...

GitHub Actions + ArgoCD pipeline generator from a YAML description. Define your build, test, and deploy stages in plain ...

LLM-powered PR reviewer that understands business logic, not just code style. Configurable rubric, flags security issues...

release-manager — Claude-Code skill from Mr. Technology. ARCHITECT tier, audited and verified....

OpenTelemetry + Grafana stack generator. Define your services and trace/log/metric requirements in a JSON schema and get...

^**[Read Online](https://www.therundown.ai/p/exclusive-inside-canva-ai-2-0-with-cpo-cameron-adams?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJ...

Windfalls for winning reality shows and game shows have been decimated by inflation. You're just 3 referrals away from earning a Hustle Essentials kit. Check out all of our prizes here (https://store...

——— You are reading a plain text version of this post. For the best experience, copy and paste this link in your browser to view the post online: https://www.agentroundup.com/p/ai-hardware-directory ...

A structured AI agent for coordinating real-time incident response across your entire stack.

An AI agent that takes a product brief and delivers a fully responsive, conversion-optimized landing page.

A generative agent that introspects any REST or GraphQL API and produces a production-ready MCP server.

An AI agent that takes a domain description and produces a normalized, index-optimized database schema.

An AI agent that introspects your OpenAPI spec and generates a comprehensive property-based test suite.

An AI agent that audits your dependency graph for supply chain risks — stale packages, license conflicts, known CVEs.

An AI agent that profiles your application runtime behavior and identifies performance bottlenecks.

An AI agent that reads your codebase, generates an interactive onboarding map, and produces a tailored ramp plan.

An AI agent that manages your environment secrets lifecycle — injection, rotation, and audit — without requiring deploys.

open — clawhub skill on mr.technology. Audit verdict: PENDING.

0000 — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

ai-dev-tools-sync — LobeHub skill on mr.technology. Audit verdict: PENDING.

CodeExecutor — AutoGen skill on mr.technology. Audit verdict: PENDING.

deep-research — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

github-pr-creator — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

000-jeremy-content-consistency-validator — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

docker-manager — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

langchain-azure-ai — LangChain skill on mr.technology. Audit verdict: PENDING.

self-improvement — LobeHub skill on mr.technology. Audit verdict: PENDING.

000-tnr — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

langchain-openai — LangChain skill on mr.technology. Audit verdict: PENDING.

twitter-openclaw — LobeHub skill on mr.technology. Audit verdict: PENDING.

writing-skills — Skills.sh skill on mr.technology. Audit verdict: PENDING.

aaveclaw — clawhub skill on mr.technology. Audit verdict: PENDING.

001-polish-and-publish — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

webapp-testing — LobeHub skill on mr.technology. Audit verdict: PENDING.

web-search — clawhub skill on mr.technology. Audit verdict: PENDING.

asana-pat — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

004-exploration-and-review-skills — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

aibtc — clawhub skill on mr.technology. Audit verdict: PENDING.

00-andruia-consultant — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

00-basic-skill — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

00-build-your-testing-skill — Claude Skills Registry skill on mr.technology. Audit verdict: PENDING.

Most browser automation falls apart the moment a shadow DOM shows up or a network request stalls. Playwright-Pro is the Architect-tier skill that treats your web app like a serious system — with structured page models, network interception, and headless execution that actually mirrors real user behavior.

Every AI agent degrades. Prompts drift, context windows fill with noise, and yesterday's effective strategy becomes today's hallucination fuel. The Self-Improving-Agent skill closes that loop — giving your Claude-Code agents the ability to observe their own failures, diagnose root causes, and patch their behavior before the next execution cycle.

Single-agent systems are straightforward. Multi-agent systems are a different beast — you need explicit role definitions, communication protocols, conflict resolution, and a clear theory of how emergent behavior arises from agent interactions. Agent-Designer forces you to answer those questions before you write a single line of agent code.

Most RAG implementations are just embeddings shoved into a vector DB and called a day. Chunk strategy is arbitrary, retrieval is unfiltered, and the LLM gets garbage in and produces confident nonsense out. RAG-Architect brings structured retrieval design — chunking taxonomy, reranking pipelines, hybrid search, and freshness scoring — to your Claude-Code workflow.

Data migrations fail in ways that look minor until they're catastrophic: encoding inconsistencies corrupt names, null-handling mismatches silently drop records, schema drift makes the target system behave differently from the source. Migration-Architect brings structured migration design — data profiling, transformation lineage, rollback planning, and validation scaffolding — to every Claude-Code migration workflow.

Agent workflows are where AI projects go to die of complexity. Sequential chains break on exceptions. Parallel branches create race conditions. Loops never terminate. Agent-Workflow-Designer brings formal workflow design — state machines, DAG validation, timeout governance, and human approval gates — to Claude-Code agent orchestration.

API design flaws are the gift that keeps on giving — they cost nothing to introduce and millions to fix after clients have built on them. API-Design-Reviewer brings structural API review to your Claude-Code workflow: REST/OpenAPI correctness, GraphQL schema design, backward compatibility analysis, and error contract hygiene — before the API meets the outside world.

Git worktrees are one of Git's most underrated features and most underused. They let you check out multiple branches simultaneously in the same repo — no stash, no switch, no 'I was in the middle of something.' Git-Worktree-Manager brings structured worktree lifecycle management — automated branch-to-worktree mapping, cleanup governance, and conflict detection — to Claude-Code workflows.

Most technical interview processes are broken by design — they select for performance under artificial pressure, not ability to ship real software. Interview-System-Designer brings structured hiring system design — work sample validation, scoring rubrics, bias mitigation, and pipeline analytics — to help your team build a process that actually predicts on-the-job performance.

Most product managers are documenters or project managers in disguise — they manage backlogs, write specs, and run standups. The real skill is knowing which problems are worth solving, which metrics to move, and how to align engineering investment with business outcomes. Product-Manager brings structured product discovery, prioritization, and outcome measurement to your Claude-Code workflow.

A deep-dive into the skill-security-auditor Claude Code blueprint — an automated security review workflow that integrates directly into your development pipeline and catches supply-chain attacks before they ship.

Meet agile-po — an ARCHITECT-tier Claude Code blueprint that acts as your AI Product Owner. It writes user stories, prioritizes backlogs with WSJF scoring, runs sprint planning, and generates burndown charts from Git commit data.

revenue-ops-coach is an ARCHITECT-tier AI blueprint that connects to your CRM, analyzes pipeline health, scores deals with AI precision, forecasts revenue, and identifies coaching opportunities for your sales team — all from a terminal prompt.

content-creator is an ARCHITECT-tier AI content pipeline that researches topics, generates SEO-optimized articles, generates配套 featured images, and publishes to multiple CMS platforms — fully autonomous from keyword to published post.

Sales Engineer is the ARCHITECT and Claude-Code skill that turns technical depth into revenue — generating prospect-specific demos, competitive battlecards, and technical proposal content at the speed your pipeline demands.

Customer Success Manager is the ARCHITECT and Claude-Code skill that turns post-sale chaos into structured health scores, renewal playbooks, and early-warning churn signals — so you're not getting surprised at quarter-end.

Contract Proposal Gen is the ARCHITECT and Claude-Code skill that automates SOW generation, MSA reviews, and pricing attachments — producing lawyer-ready contract draft content that compresses your deal cycle without the back-and-forth.

Financial Analyst is the ARCHITECT and Claude-Code skill that transforms messy financial data — P&L statements, cap tables, SaaS metrics — into structured analysis, scenario modeling, and narrative-ready insights for investor and board audiences.

Structured web search built on Google's protocol buffers. High-throughput, schema-validated search results piped directl...

Auth-Signing-Audit.Composio — Composio skill from Mr. Technology. TIER 2 tier, audited and verified....

PR-Reviewer.LangChain is a TIER 4 automated code review tool purpose-built for LangChain projects. It catches Chain-of-Thought bugs, RAG retrieval failures, prompt injection vectors, and vector store misconfigurations before they reach production.

Arxiv-Collector.AutoGen automates arXiv paper discovery, PDF download, summarization, and citation graph building — turns hours of manual research into a structured knowledge base fed directly into your AI agents.

C-Suite Advisor feeds Claude Code a persistent layer of company strategy, OKRs, and competitive intelligence — so code decisions are made with business context, not just technical fitness.

Obscura is a zero-knowledge secret manager written in Rust, designed for high-assurance agent environments where credential leakage isn't a risk you're willing to take.

n8n's latest guide recommends its platform as the 'orchestration layer' for MCP servers. But the entire premise is backwards. Here's the architecture that makes n8n redundant for agentic workflows — and what to use instead.

C++ IntelliSense used to mean waiting two minutes for your IDE to index your codebase, then watching it eat 4GB of RAM. clangd changes the math — real-time diagnostics, accurate goto-definition, and compile-speed feedback without the bloat.

Most sentiment analysis treats emotions like a binary toggle — positive or negative. EngineMind's Emotional Framework Translator maps text to Plutchik's eight primary emotion vectors, giving you nuance that scalar sentiment scores miss entirely.

Accessibility is a solved problem in theory and a disaster in practice. axe DevTools gives your development team real, actionable findings — not a 47-item checklist to manually review — integrated directly into your CI pipeline and browser.

On Aave V3, if your health factor drops below 1.0, algorithmic liquidation bots compete to seize your collateral. This skill monitors your positions across chains and alerts you before you get liquidated.

Bloomberg Terminal costs $25K a year. This skill uses the Yahoo Finance API to give your agents stock prices, real-time quotes, earnings dates, dividend history, and analyst ratings — without spending a dime.

Submitting to Nature or ICML without running your paper past a peer reviewer first is like deploying to production without testing. Peer Reviewer constructs reviewer personas from Zotero libraries and gives your paper a credible pre-submission review.

Most DCA bots execute orders blindly on a schedule. This one monitors Binance funding rates, adjusts timing based on liquidity conditions, and lets you DCA both ways — buy the dip and sell the rally — with full audit logging.

Luma's event API covers 100K+ tech conferences, meetups, and hackathons globally. This skill turns it into an agent-accessible tool — discover events by topic or location, track speakers, RSVP programmatically, and build event feeds for your community.

Following 200 AI researchers on Twitter is noise. This skill scrapes the most active, highest-signal AI accounts, ranks their posts by engagement and novelty, and delivers a structured daily digest — so you stay informed without doomscrolling.

save-money automatically routes Claude prompts to Haiku or Sonnet based on task complexity — cutting API costs 50% without touching output quality.

Auto-route tasks to the cheapest z.ai (GLM) model that handles the job correctly. Flash for lookups, Standard for reasoning, Plus/32B for the hard stuff.

Auto-route tasks to the cheapest Claude model that works correctly. Haiku for simple, Sonnet for medium, Opus for complex. No manual routing required.

opus uses a three-tier Haiku→Sonnet→Opus routing strategy to automatically pick the right model for each task — cutting costs without sacrificing capability.

videochat-withme adds live voice and camera to your OpenClaw agent — Groq Whisper STT, edge-tts output, and full conversational context in one skill.

meeting-prep-agent researches attendees before every calendar event — LinkedIn profiles, company news, mutual connections, and a briefing doc with talking points.

searxng-bangs uses SearXNG with DuckDuckGo-style bangs for private, fingerprint-randomized web searches. No tracking, no cookies, no Google dependency.

canva-connect lets you manage Canva designs, assets, and folders via the Connect API — automate brand template autofill, bulk exports, and design workflows.

ui-ux-pro-max provides design intelligence with 50 styles, 21 color palettes, 50 font pairings, and AI component generation for building polished interfaces fast.

hyperliquid-prime routes orders across Hyperliquid's native and HIP-3 perp markets with cross-market splitting, smart order types, and real-time execution monitoring.

Connect your AI agents to ComfyUI for intelligent, template-driven image generation. Perfect for automated content creation, asset pipelines, and creative workflows at scale.

Automate daily standups, status reports, and PR summaries with an AI agent that tracks your git activity, reads your calendar, and delivers crisp executive summaries.

Context Continuity is the missing protocol for agent-to-agent knowledge transfer — ensuring state, preferences, and decisions survive session boundaries without data loss.

Implement production-grade rate limiting for any API endpoint in minutes. Covers token bucket, sliding window, and fixed window algorithms with Redis backend.

Write React component tests that focus on user behavior, not implementation details. Vitest + React Testing Library + MSW for fast, realistic, maintainable tests.

Codex CLI brings agent-native code execution to your terminal. Run code, resume failed tasks, and integrate AI-powered development directly into any CI/CD or local workflow.

Generate perfect social media previews for every page on your site. OpenGraph IO automation ensures every shared link looks exactly how you want it on Twitter, LinkedIn, Facebook, and Slack.

Stop SQL injection at the source — this skill gives AI agents the patterns to use $queryRaw and parameterized queries correctly, making injection a design-time impossibility, not a runtime detection problem.

Get the same analysis a top-tier VC partner would give your pitch deck — market sizing, competitive positioning, red flags, and investment thesis evaluation in structured, actionable format.

Point Competitor Spy at any website and extract their tech stack, pricing, features, SEO data, and social proof in structured format. Competitive intelligence at analyst speed, without the agency retainer.

A solid code review catches bugs before they ship, transfers knowledge across the team, and keeps standards consistent. Most code reviews miss the mark. Here's a skill that gets it right.

Every AI agent demo looks incredible. Here's what separates the agents that survive contact with production from the ones that fall apart the moment real users touch them.

Anthropic published the Model Context Protocol and suddenly every AI infrastructure company is asking the same question. Here's why the protocol layer is where the real platform battle is playing out.

---------- View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/80ac301a-c551-4d1b-bad4-d047875988e5/the-ai-report-logo-color-...

Getting LLMs to output clean JSON is still a pain. llguidance hits v1.0 and lands in OpenAI, vLLM, SGLang, and llama.cpp — here's why that matters.

AI coding assistants are making developers faster at writing code they don't understand. That's not a productivity win. That's a liability that shows up six months later.

Single-shot prompts are great until they aren't. Here's how to chain function calls into workflows that actually do what you expect.

The UK AI Security Institute proved frontier AI can autonomously run end-to-end offensive cyber operations. Here's what that means for every builder working with AI agents today.

Meta tracks its employees' keyboard inputs and mouse movements to train its AI models. Many workers are uncomfortable with the scheme ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Wix ran 250 evaluations to test whether AI skills outperform documentation when agents perform developer tasks and concluded that ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

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The biggest challenge in AI isn’t the model anymore <https://r39crwmcu9m.typeform.com/to/kxlA0j2C> VB Research <https://r39crwmcu9m.typeform.com/to/MPhoTYmZ> VentureBeat is surveying enterprise...

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DeepSeek's 1M token context window wasn't a benchmark stunt. Here's why the context window war matters more than the model weight race for every builder working with AI agents today.

^**[Read Online](https://www.therundown.ai/p/mira-murati-tml-upends-how-humans-work-with-ai?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpY...

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A look at what’s driving speed and consistency in support.   <https://fin.ai/?utm_source=venturebeat&utm_medium=dedicatedemail&utm_campaign=f_ventur ebeat_dedicatedemail_bmkt_ba_awar_pros_3p_saas...

AI tool poisoning just became an enterprise agent problem <https://venturebeat.com> Hey — VB's Q1 Infrastructure Tracker puts a dollar figure on something most enterprises already suspect:a...

^**[Read Online](https://robotnews.therundown.ai/p/figure-robots-make-a-bed-together?jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOWUtYjlhYS00OTcxLTlhNmEtYTc3YjBmZTYx...

Nvidia has made over $40 billion in commitments this year so far. The company has been the biggest winner of the AI boom so far ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Ramp is reportedly in talks to raise $750M at a pre-money valuation above $40 billion, just six months after reaching a $32B post-money valuation ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

ShinyHunters defaced Canvas login pages with a ransom note threatening to leak data tied to 275 million users at nearly 9,000 institutions ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

Vercel open-sourced deepsec, a coding-agent-driven security harness that runs locally (or fans out to 1,000+ Vercel Sandboxes for parallelism) ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ...

AI has flipped the leverage in software deals because more tools are sliding into the "nice-to-have" bucket. One vendor in the piece was charging ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

The React API was rebuilt from scratch for only TanStack Start, resulting in a ~9KB gzip size and running 2–3 times faster ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

AI agents only create lasting productivity gains if they reduce maintenance costs in proportion to how much faster they help teams produce code ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌...

Claims that Meta is in decline overstate a short-term drop in daily active users and ignore the scale of its business. Facebook usage has shifted ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

[ADVERTISE](https://calendly.com/the-ai-report-partnerships/the-ai-report-partnerships) | [PODCASTS](https://www.youtube.com/@the-AI-why-with-liam-lawson) | [LAUNCH GUIDE ](https://www.theaireport.ai/...

OpenAI's GPT-5.5 Pro ships parallel test-time compute this week — multiple reasoning chains running simultaneously, synthesized into one answer. The benchmarks are impressive. The architecture is the story.

Every AI agent demo looks incredible. Here's what separates the agents that survive contact with production from the ones that fall apart the moment real users touch them.

^**[Read Online](https://www.therundown.ai/p/android-enters-its-gemini-intelligence-era?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX...

Understand the mechanics behind LLM behavior, hallucinations, and inference speed in “Transformers in Practice” View in browser (https://info.deeplearning.ai/e3t/Ctc/LX+113/cJhC404/VWfjmb61PNrKW4LXBx...

Plus: why 85% of enterprises are running agentic AI on the wrong data foundation <https://venturebeat.com> Welcome to Data Infrastructure Weekly Both IBM and ServiceNow essentially delivered...

Plus: Claude handled OT recon at a Mexican water utility. The spray failed. The precedent didn't. <https://venturebeat.com/category/security> <https://venturebeat.com/category/security> RedAcce...

Plus: AI agents have root access. Your IAM doesn't know they exist. <https://venturebeat.com> Morning. Thinking Machines Lab, the Mira Murati / John Schulman shop that raised $2B at a $12B ...

^**[Read Online](https://tech.therundown.ai/p/venmo-finally-kills-its-most-criticized-feature?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3J...

North Korea-aligned APT group ScarCruft (APT37) compromised sqgame[.]net, a gaming platform serving ethnic Koreans in China's Yanbian region ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

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A new Alliance for Critical Infrastructure is launching to improve how the US prepares for major cybersecurity crises. ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Spotify will give "Verified by Spotify" badges to artists who comply with policies, have consistent listeners, and maintain an identifiable presence ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

AI-assisted vibe-coding for the k10s Kubernetes dashboard initially sped up development, but the lack of human architectural oversight led to ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌...

Analysis of around 900 newly published marketing pages shows a clear timeline for citations in ChatGPT and Claude. 75% of pages are cited ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌...

Breaking complex tasks into LLM steps with clean data flow — practical patterns for reliable chain-of-thought workflows without the hallucination risk.

Anthropic published the Model Context Protocol and suddenly every AI infrastructure company is asking the same question. Here's why the protocol layer is where the real platform battle is playing out.

Apple is exploring ways to incorporate AI agents into the App Store while still adhering to its privacy and security standards ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

^**[Read Online](https://www.therundown.ai/p/the-enterprise-shift-openai-saw-coming?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkI...

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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bcb8f5b1-035d-4f81-b662-279d962a2ce0/simpleainl.png?t=1751420992) Follow ...

Plus: Hermes Agent alone is outrunning OpenClaw and Claude Code combined <https://venturebeat.com> Hi — The Shai-Hulud worm is back for its fifth wave in eight months, and this time the att...

AI got smarter. Systems got more fragile. <https://r39crwmcu9m.typeform.com/to/kxlA0j2C> VB Research <https://r39crwmcu9m.typeform.com/to/MPhoTYmZ> VentureBeat is surveying enterprise technolog...

Fast mode for Claude Opus 4.7 is now available in research preview in the API and Claude Code, and on Cursor, Emergent, Factory, v0, and Warp ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌...

TeamPCP, the same group behind the Shai-Hulud npm campaigns and the Trivy scanner breach, pushed a rogue version (2026.5.09) ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Daybreak is a cybersecurity initiative from OpenAI that uses LLMs, Codex agentic capabilities, and partners like Cloudflare ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Enterprise adoption has shifted over the past twelve months. OpenAI is still in the lead, but its share has dropped to 56% ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

56% of Americans say they are at least somewhat cool. Younger adults and Black Americans are more likely to feel this way ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Grafana released k6 2.0, the open source performance testing tool with over 30,000 GitHub stars, introducing AI-assisted testing workflows ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ...

Seven stories that mattered this week: OpenAI's $4B DeployCo, Anthropic's vertical push into finance and law, DeepSeek V4's cost disruption, the cybersecurity arms race, Nvidia's $2.1B IREN deal, and why the AI agent tooling gap is finally closing.

50%+ of Fortune 500 developers use AI coding agents weekly. The IDE is now an AI-first interface. Here's why that matters for every engineering team that hasn't made the switch yet.

AI is making it possible for senior individual contributors to drive major business impact without managing a team. The best “High-Impact ICs” use AI ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

^**[Read Online](https://www.therundown.ai/p/openai-takes-codex-mobile?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOW...

---------- ### Hey ### Before today's episode, the AI Executive Pass is finally live. One membership that bundles AI tools and resources from Notion, beehiiv, ListKit, [Make.com](https://Make.com),...

^**[Read Online](https://robotnews.therundown.ai/p/meet-unitree-giant-new-mech?jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOWUtYjlhYS00OTcxLTlhNmEtYTc3YjBmZTYxNDBiIi...

Anthropic launched Claude for Small Business, a package of connectors and workflows that embeds Claude into tools like QuickBooks ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Wise made its Nasdaq debut as part of a dual-listing strategy meant to increase liquidity, extend trading hours, and broaden access ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

SAP has launched a new "Autonomous Enterprise" framework that uses specialized AI agents to handle complex business tasks from start to finish ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ...

Instagram is globally launching Instants, a new disappearing photo feature inspired by Snapchat and BeReal that focuses on authentic sharing ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

Performance metrics like AI token usage can become "perverse incentives" that encourage engineers to prioritize visible activity ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Each Spotify stream generates about 1.5X more listening time and outperforms YouTube in 95% of episodes. YouTube remains important for discovery ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ...

[ADVERTISE](https://calendly.com/the-ai-report-partnerships/the-ai-report-partnerships) | [PODCASTS](https://www.youtube.com/@the-AI-why-with-liam-lawson) | [EXECUTIVES PASS ](https://www.theaireport....

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We’ve been working on AI Andrew, an AI companion shaped by my personality. View in browser (https://info.deeplearning.ai/e3t/Ctc/LX+113/cJhC404/VWW2vk8BCqw7W3TxFZj7T_T5pW58c1_75P53dYN8JCsFl5m_5PW8wM7...

Plus: Shai-Hulud reaches OpenAI's own employees, GitHub goes desktop, Notion ships agent orchestration <https://venturebeat.com> Morning. Two stories from yesterday describe the same pivot ...

^**[Read Online](https://tech.therundown.ai/p/space-pharma-gets-serious?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlO...

Grok Build is a coding agent that runs from the terminal. It is now in early beta for SuperGrok Heavy subscribers. Grok Build supports subagents ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ...

SAP’s 2026 API policy prohibits external AI agents from accessing data directly, forcing reliance on its Joule assistant ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

AI widens the gap between people who were already good and everyone else. You are likely to be displaced by someone who figured out how to use AI ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

The Bank of England is walking back its strict stablecoin backing rules following pressure from the crypto industry. Under the revised framework ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ...

ChatGPT Codex is now available in preview on the ChatGPT mobile app, allowing users to manage AI tasks and synchronize with remote environments ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌...

Agent-generated pull requests are increasing review load while quietly introducing more redundancy and technical debt, making human judgment ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ...

Despite record low sentiment, the resilient consumer today is still spending and sustaining the economy even as confidence falls ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

Anthropic's Claude Code team stopped writing internal docs in Markdown — they ship HTML now. The argument: Markdown is the draft, HTML is what humans actually read.

Most marketing tools require humans to read dashboards and make decisions. Toprank inverts that — your AI agent reads the raw data and acts on it.

The two hardest problems in AI agent development — session-to-session memory and service integration at scale — finally have production-grade solutions that work together.

---------- View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a7a0d4ea-9ffb-4d52-b177-09c9a4c88bc2/aiheadertrd.png?t=1736703...

AI Pilots Succeed. Production Is Where Things Break. <https://r39crwmcu9m.typeform.com/to/kxlA0j2C> VB Research <https://r39crwmcu9m.typeform.com/to/MPhoTYmZ> VentureBeat is surveying enterpris...

Every AI agent demo looks incredible. Here's what separates the agents that survive contact with production from the ones that fall apart the moment real users touch them.

Andy Jassy took the role of Amazon's CEO five years ago. He recently placed a series of expensive bets on AI that are audacious ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Cloudflare’s shift to per-tenant retention in a massive ClickHouse “Ready-Analytics” table exposed an unexpected scaling limit ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ...

^**[Read Online](https://www.therundown.ai/p/ai-anger-comes-for-claude-monet?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2Rm...

New Survey: The infrastructure gap behind enterprise AI <https://r39crwmcu9m.typeform.com/to/kxlA0j2C> VB Research <https://r39crwmcu9m.typeform.com/to/MPhoTYmZ> VentureBeat is surveying enterp...

Google announced Gemini Omni at I/O 2026 — a unified video generation model that doesn't just create videos from text, it edits, extends, and transforms existing footage. If you've been sleeping on Google's video AI, wake up.

Block's codename goose started as an internal AI agent experiment and turned into one of the most serious open-source agent frameworks in production. Now donated to the Linux Foundation, it's quietly becoming the agent layer a lot of teams have been waiting for.

Every startup now has an AI agent. Most of them are just loops with better marketing. The emperor has no clothes, and the clothes are called ReAct patterns.

Speculative decoding is the single biggest inference win I've found in the last year. Here's exactly how to implement it, what to expect, and the gotchas nobody warns you about.

Anthropic published the Model Context Protocol and suddenly every AI infrastructure company is asking the same question. Here's why the protocol layer is where the real platform battle is playing out.

Meta is moving 7,000 employees to four new organizations focused on building new AI tools. The organizations will use AI native design structures ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

AI will not replace product managers wholesale. The best PMs will use it to improve decisions, alignment, and product impact. ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌...

^**[Read Online](https://www.therundown.ai/p/musk-openai-case-runs-out-of-time?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2...

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Plus: two practitioner guides worth bookmarking <https://venturebeat.com> <https://aka.ms/Build-Reg-VB-NL> Happy Monday: The most strategically important story this weekend is a VentureBeat...

^**[Read Online](https://robotnews.therundown.ai/p/figure-humanoid-bingewatch-is-still-ongoing?jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIjoiM2RmNjNlOWUtYjlhYS00OTcxLTlhNmEtYT...

Google is rolling out a new 'Thinking level' option for Gemini. The option has appeared for some users when they select Fast or Gemini 3.1 Pro ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ...

OpenAI is partnering with Plaid to let ChatGPT users connect read-only financial account data and receive more personalized guidance on budgeting ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

Microsoft leads enterprise agent orchestration with 38.6% adoption, followed by OpenAI at 25.7%. Anthropic has captured a 5.7% foothold ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌...

A skill is a markdown file Claude reads when a task calls for it. Anyone in a company can write one in an afternoon. Inside companies ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌...

Moody's reports near-universal consensus that tokenized finance will follow a slow-then-rapid adoption curve. Activity is expected to concentrate ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

Organizations often have unrealistic expectations that AI will automatically resolve bottlenecks and speed up complex business processes ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ...

Google published a new resource to help SEOs and developers understand how to optimize their content for appearance in generative AI features ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌...

Bun’s Rust rewrite may reduce memory-safety issues, but the bigger concern is maintainability: a large AI-generated port with little human review ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌...

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At I/O 2026, Google dropped Gemini 3.5 Flash — a model that generates 289 tokens per second, outperforms Claude Opus 4.7 and GPT-5.5 in speed, and costs less than half the competition. Let that sink in.

The Linux Foundation just took custody of a protocol that solves AI's worst integration problem. Most developers are ignoring it. That's a mistake.

Every vendor is racing to ship AI agents. Every VC is funding agentic startups. But walk into production and you find a different story: brittle, expensive, and barely trusted. The agent era is mostly hype — and the sooner the industry admits it, the sooner we can build the augmented era that actually works.

Grok Build launched May 14 with eight parallel agents, Arena Mode evaluation, and a local-first design that keeps your source code on your machine. Here's why the architecture matters more than the price tag.

Most web scrapers are just regex with HTTP libraries bolted on. Crawl4AI is built from the ground up for AI workflows — and if you're building anything that feeds web data to LLMs, you need to know about it.

Your AI agent outputs garbage JSON half the time. Here's how to define exactly what structure you want and get compile-time guarantees that the response actually matches.

50%+ of Fortune 500 developers use AI coding agents weekly. The IDE is now an AI-first interface. Here's why that matters for every engineering team that hasn't made the switch yet.

^**[Read Online](https://www.therundown.ai/p/gemini-busy-agentic-day-at-google-i-o?_bhlid=4eaa234680798ad3bdb45514b5705f029891f88c&jwt_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJzY3JpYmVyX2lkIj...

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---------- ### Hey Claude tried to blackmail its own engineers. OpenAI launched a $4B company to embed AI inside your business. And Anthropic just quietly passed OpenAI in B2B adoption for the firs...

Plus: a Fortune 50 CEO's agent rewrote company security policy. Every identity check passed. <https://venturebeat.com/category/security> Jeevan Jutla at Gecko Security <https://www.gecko.securi...

Plus: Graph queries in Postgres — no migration required. <https://venturebeat.com> Welcome to Data Infrastructure Weekly Real-time, clean, governed data flowing continuously into AI systems ...

Win at work with 150+ prompts. View in browser (https://hubspotmedia-20627419.hs-sites.com/ai-hacks-for-builders-14596?ecid=ACsprvsHJs-pskMiIdJ8MBP0UmingNzqqxCCOlMiMQKg7DiwRk6nyt7pLm1FEvoHL38OvUVEJtY...