AI Models & Industry ·
What Did METR's Anthropic Audit Find About Self-Improvement?
METR's audit of Anthropic and an amended S-1 point to AI-led research rising from 1% to 26%, a 1.9x speedup estimate, and heavy redactions.
By role
AI for Executives
How executives use AI, how to do it well, and what it means for your job. Written for people who set the direction, not people who build models.
239 articles · Updated Nov 13, 2026
AI Models & Industry ·
What Is AREX-2? BAAI's 27B Model That Runs Its Own Retry Loop
AREX-2 is BAAI's 27B open-weights model trained to try, check and revise for hours. See its MLE-Bench Light scores and what it means for harnesses.
AREX-2BAAI AREX-2Qwen3.8 27B fine-tune
AI Models & Industry ·
Inkling 2 Small Review: How Good Is Thinking Machines' MoE?
Inkling 2 Small is a 594B-parameter, 17B-active multimodal MoE. Hands-on tests in HTML, multilingual output, circuits and vision, plus benchmark standing.
Inkling 2 SmallThinking Machines InklingInkling 2 review
Build vs Buy Software ·
How Much Do Companies Lose on Unused SaaS Tools Monthly?
Estimate your monthly SaaS waste from seat counts, 30-day active users, and overlapping tools, with a worked example and a check on which stats to trust.
how much do companies lose on unused saas tools every monthunused saas licenses costsaas waste per month
Build vs Buy Software ·
How to Make an AI-Built Website Look Premium and Convert
Five patterns for AI-built websites that convert: the mirror test, one accent color, layered depth, purposeful motion and free-sample tools.
AI website designClaude Code websitewebsite conversion tips
AI Models & Industry ·
How Will Data Center Ballot Defeats Affect AI Compute?
Local votes blocked data centers while AI use climbs. Here is how that hits neo clouds, big tech, offshore siting, overbuild risk and orbital compute.
data center vote AIAI data center backlashneo cloud risk
AI Models & Industry ·
What Is DSpine? Tencent's Speculative Decoding Draft Model
DSpine is Tencent's roughly 2B draft model for Qwen3.8-27B. See how it speeds up speculative decoding and how it differs from DFlash2 and Eagle 3.
DSpinespeculative decodingTencent DSpine
Build vs Buy Software ·
Are Managed Cloud Databases Worth the Cost for Startups?
Managed databases cost a markup but save engineering hours. See what the monthly bill really includes and run a simple break-even test on your own numbers.
managed database cost for startupsmanaged vs self-hosted database startupmanaged database storage pricing
AI Models & Industry ·
What Is the Clover Diffusion LLM and How Fast Is It?
Clover from Diffuse Space AI is a 35B diffusion language model with 3B active parameters. See how it works and how it fared against Qwen 3.6 Flash.
AI Models & Industry ·
What Is Traction? Physical AI Monitoring for Industrial Assets
Traction raised a Series D at a $1.4B valuation with over $100M ARR. Here is how its sensors and AI predict failures in industrial machines.
Traction physical AITraction Series Dpredictive maintenance startup
AI Models & Industry ·
How Do Startups Sell to Industrial Enterprises Without Proof?
How Traction won industrial buyers: 88 site visits in year one, an SDR as first hire, up-front risk assessments and 2,500 on-sites a year.
enterprise sales industrialTraction founder storyhardware startup sales
Build vs Buy Software ·
Is It Cheaper to Build Your Own Software With AI Than Buy It?
AI agents can clone Excel for about $10 in tokens. Here is how the build-versus-subscribe math compares, and where DIY software still falls short.
build vs buy software AIclone Excel with AIreplace Adobe Acrobat open source
AI Models & Industry ·
Croton Alpha Stealth Model: Is It Free and Any Good?
Croton Alpha is a free-to-try stealth model with 1M-token context for subagents. See what is known and how it did on coding, vision and translation tests.
Croton AlphaCroton Alpha stealth modelCroton Alpha free
AI Models & Industry ·
What Is Weight Space Programming? MIT's GPT-6 Astra Paper
MIT's Sparks of Weight Space Programming paper has GPT-6 Astra read and edit another model's weights, lifting a small Qwen's math from 7.9% to 48.1%.
AI Models & Industry ·
What Is Meta Muse? The AI Assistant Behind 10 Million Setups
Meta's Muse hit 10 million setups in six weeks. Here is who built it, how a team under 200 did it, the polish details, and the cost-to-serve questions.
Meta MuseMuse AI assistantAlexander Wang Meta AI
AI Models & Industry ·
What's New in Tencent Hy4? Vision, Computer Use, Benchmarks
Tencent Hy4 adds vision and computer use over the text-only preview, reports a 75.2 Apex Agents score, and is API only for now. Weights are promised.
AI Models & Industry ·
How Is Ripple-65B Built? Dense Thin-Deep vs Mixture of Experts
Ripple-65B is a dense 80-layer transformer where all 65B parameters run per token. How it differs from MoE, plus its attention tweaks and training.
Ripple-65B architecturedense vs mixture of expertsthin deep transformer
AI Models & Industry ·
Which AI Business Should You Start? 13 Models Ranked
A ranking of 13 AI businesses, from AI SaaS and faceless channels to consulting, scored on technical skill, market demand and durability.
AI business ideasAI agency business modelsAI consulting business
AI Models & Industry ·
What Did GPT-6 Astra Do With Raw Model Weights? Results
Astra identified games from raw weights, fixed a stuck car by editing 3.5% of a network, and wrote Atari networks from scratch. Here are the numbers and limits.
AI Models & Industry ·
Tencent Open-Source World Model vs Genie 4: Can You Run It?
Tencent's open-weight world model claims Genie 4-style interactive generation on one consumer GPU, with minute-long keyboard steering. How it compares.
Tencent world modelGenie 4 open source alternativeopen-source world model
AI Models & Industry ·
What Is a Looped Transformer? NVIDIA Dory Explained
A looped transformer reruns a shared block of layers per token to gain depth without more weights. Here is how NVIDIA's Dory does it, and what it costs.
AI Models & Industry ·
How Does SenseNova-Loop Get More Depth Without More Parameters?
SenseNova-Loop-9B-Preview reuses 24 layers twice for 56 layer executions from 32 stored layers, with two-stream mHC and 3:1 linear-to-full attention.
AI Models & Industry ·
What Are Subvocal's Silent-Speech Glasses and Do They Work?
Subvocal's radar-based glasses claim to turn silent mouthing into text at 200+ wpm for $499 pre-order. Here is how they work and what remains unproven.
Subvocal glassessilent speech glassessubvocalization wearable
AI Models & Industry ·
Will Websites Block Your AI Agent? Three Zones of Access
Banks, hotels and schools are deciding how AI agents get in. How signed agents, Visa and Bill, Stripe and Google AP2 shape which sites your agent can use.
AI agents website accessCloudflare signed agentsagent payments protocol