Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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AI Is Finding Errors in Math Papers and Benchmarks Humans Missed
Frontier Math and a review of 800 math papers show AI catching mistakes experts missed. Here's what that means for research and benchmark design.
Can Sandboxing and Alignment Actually Contain a Superintelligence?
Sam Altman, Dario Amodei and OpenAI's own red-teaming suggest sandboxes and monitoring may fail against advanced AI. Here's the layered plan.
When AI Finds Mistakes the Experts Missed: Inside Science's New Co-Author
AI models are catching errors in physics benchmarks, math papers, and decades-old conjectures. Real cases show what this means for research.
Inside an AI Software Factory Dashboard for Autonomous Coding Agents
How builders track autonomous coding agents with a mission-control dashboard covering workflows, decisions, failures, and version rollbacks.
Is Dario Amodei's AI Safety Story Consistent? A Close Read
Anthropic's CEO says he welcomes scrutiny. A look at his responses to internal criticism shows where the safety rhetoric gets strained.
Blacksmith: Fixing the CI Bottleneck AI Coding Agents Created
Blacksmith hit a $1B valuation by running CI/CD builds on gaming-grade hardware instead of hyperscaler clouds. Here's how and why.
Claude Code Pass Pricing: What's in the $9.99/Month Plan
Claude Code Pass costs $9.99 a month for boosted rate limits on Kimi K3.1 Pro, GLM 5.3, DeepSeek V4.1 Flash, and more open models.
31 Unconventional Claude Use Cases You Probably Haven't Tried
From jailbreaking Kindles to hardware hacking and hunting exoplanets, real Claude use cases show how far AI agents can go beyond chat.
DeepSeek's Super Agent Harness: Fixing the Attention Bottleneck in AI Coding
DeepSeek proposes a router-and-worker "super agent" architecture to solve the real limit on coding agents: your attention, not the model.
DeepSeek V4.1 Flash Coder: Running a 1-Bit Model on One GPU
How ISTA DASH Lab's 1-bit quantized DeepSeek V4.1 Flash Coder runs locally on a single GPU, with VRAM needs and hands-on coding results.
Dory's Loop Transformer: How NVIDIA's 4B Model Beats Gemma 3 27B
NVIDIA's Dory loops a 4B model's weights up to eight times per token, beating Gemma 3 27B on agentic benchmarks. Here's what the data shows.
Elon Musk Pledges a SpaceX Share to Every American Kid: What We Know
Musk pledged a SpaceX share for every American child after Anthropic's giveaway. Here's what the plan involves, its cost, and open questions.
Gemini 4 Carbon: Is Google Really Back at the AI Frontier?
Google's Gemini 4 Carbon has revived debate over whether DeepMind trails OpenAI and Anthropic, or has quietly closed the gap.
GPT-6 Astra Aced a Physics Test by Catching the Experts' Own Mistakes
GPT-6 Astra scored 98% on the TheoPhysEval physics benchmark after experts found their answer key, not the AI, had the errors.
GSQ-RCO Quantization Explained: How 1-Bit AI Models Actually Work
GSQ-RCO quantization lets labs shrink huge LLMs to near 1-bit per parameter. Here's how the bit-allocation and rounding actually work.
Build a DeepSeek-Style Super Agent Today with Pandaode Bots
A practical guide to replicating DeepSeek's router/worker super-agent design using Pandaode bots, Claude Pass, and Telegram.
NVIDIA Dory: Running the Looped Transformer Model Locally
NVIDIA's Dory reuses the same 4B weights multiple times per token. Here's how looped inference works and how to run it yourself.
Inside the OpenAI and Anthropic Debate Over Losing Control of AI Models
OpenAI and Anthropic leaders are openly debating whether sandboxing and monitoring can hold as models get smarter. Here's what they've said.
Qwen Commits to Keeping Future Models Open-Weight
Alibaba's Qwen team says Qwen 4, Qwen 5 and future releases will stay open-weight, calming fears sparked by social media rumors.
Run Qwen 3.8 27B Locally: Hardware, Quantization, and Coding Specs
Qwen 3.8 27B runs on a single GPU once quantized. Here's what it takes to run it locally and how it stacks up on coding benchmarks.
Seedance 2.5: The AI Short Film 'Planet Hell' Explained
Seedance 2.5 powers the viral AI short film "Planet Hell." Here's what the tool is, how the film works, and what it signals for AI video in 2026.
Taste Skill v2.1: How to Stop AI Websites Looking the Same
Taste Skill v2.1 gives AI coding agents design taste. Here's how the GitHub tool works, how to install it, and what it actually produces.
Run DeepSeek and Qwen Locally on One GPU with Colibri 2.1
Colibri 2.1 lets one GPU run massive MoE models like DeepSeek and Qwen by splitting experts across VRAM, RAM, and disk storage.
How to Install and Use Claude Code: A Beginner's Guide
A step-by-step guide to installing Claude Code, picking modes and models, setting up memory files, and using skills and sub-agents.