Skip to main content
MindStudio
Pricing
BlogAbout
My Workspace
LLMs & Models

LLMs & Models Articles

Browse 579 articles about LLMs & Models.

Google DeepMind's AI Co-Clinician: 4 Benchmark Results That Surprised Even the Evaluators

AI Co-clinician beat GPT-5.4 63% to 30%, hit zero critical errors in 97 of 98 queries, and matched physicians in 68 of 140 consultation dimensions.

GeminiLLMs & ModelsAI Concepts

Harvard and Stanford Physicians Built the Toughest Medical AI Benchmark Yet — Here's How AI Co-Clinician Scored

DeepMind's evaluation used 140 consultation dimensions, 20 synthetic clinical scenarios, and 10 real physicians as role-playing patients. Here are the results.

GeminiLLMs & ModelsAI Concepts

Kimi K2 Runs 300 Sub-Agents Across 4,000 Steps on 4x H100s — The Story Hermes Found That Everyone Missed

Hermes's content ideation agent surfaced Kimi K2: an open-source system orchestrating 300 sub-agents across 4,000 coordinated steps on 4x H100 GPUs.

Multi-AgentLLMs & ModelsAutomation

OpenAI's Goblin Problem: How RL Training in Codex Infected GPT-5.4 with Creature References Across Model Generations

GPT started mentioning goblins and gremlins in responses. The cause: RL 'nerdy personality' training in Codex scored creature references highly and bled…

GPT & OpenAILLMs & ModelsAI Concepts

Scott Aaronson's 2029 Warning: Why the World's Top Quantum Skeptic Is Now Sounding the Alarm

Scott Aaronson — historically skeptical of quantum timelines — now says fault-tolerant quantum computers capable of breaking crypto are expected by ~2029.

Security & ComplianceAI ConceptsLLMs & Models

How to Use a Smart Orchestrator Model to Direct Cheaper Sub-Agent Models in Claude Code

Use Claude Opus as an orchestrator to plan and review while DeepSeek or Gemma handle heavy lifting—cutting token costs by 5-10x without losing quality.

Multi-AgentWorkflowsLLMs & Models

What Is the Mistral Medium 3.5 Model? Open-Weight AI Built for Agent Harnesses

Mistral Medium 3.5 is a 128B open-weight model combining reasoning, coding, and instruction-following for agent harnesses like OpenClaw and Hermes.

LLMs & ModelsMulti-AgentAI Concepts

AI Model Orchestration: How to Use a Smart Model to Direct Cheaper Sub-Agents

Use a frontier model as orchestrator and cheaper models like DeepSeek for heavy lifting. Learn how to build a cost-efficient multi-model agent pipeline.

Multi-AgentLLMs & ModelsWorkflows

Andrej Karpathy on DeepSeek's OCR Paper: Why Pixels May Beat Tokens as AI Inputs

Karpathy called DeepSeek's Oct 2025 OCR paper — 10x text compression, 97% accuracy — a sign that tokenizers are on the way out.

LLMs & ModelsAI ConceptsOptimization

Andrej Karpathy's Verifiability Thesis: Why AI Is Superhuman at Code and Fails at Car Washes

Karpathy's Sequoia talk explains AI's jagged profile: RL only trains where outputs are verifiable. That's why Opus 4.7 refactors codebases but tells you to…

AI ConceptsLLMs & ModelsPrompt Engineering

How to Build a Local AI Stack from Scratch: Ollama to vLLM, Step by Step

From Ollama for daily use to vLLM for serving to TensorRT-LLM for production — here's the complete local AI runtime stack and when to use each layer.

LLMs & ModelsWorkflowsOptimization

China Blocks Meta's $2B Manus Acquisition: 4 Reasons the Unwinding Problem Has No Clear Solution

China blocked Meta's $2B Manus deal after employees moved into Meta offices and capital was transferred. There's no clear legal mechanism to unwind it.

Enterprise AIAI ConceptsLLMs & Models

Claude Mythos and GPT-5.5 Pass the 'Last Ones' Cyberattack Benchmark: 6 Things You Need to Know

AISI's 32-step corporate network attack sim took human experts 20 hours. Claude Mythos completed it 3 times out of 10. Here's what that means.

Security & ComplianceClaudeAI Concepts

Cursor SDK + GPT-5.5 Scores 87.2% vs Native Codex's 61.5% — The Harness Is the Bottleneck

Switching GPT-5.5 from Codex's native harness to Cursor's SDK jumped functionality from 61.5% to 87.2% — a 26-point gain from the harness alone.

GPT & OpenAIComparisonsOptimization

DeepSeek V4 Launch: 5 Specs That Threaten Closed Frontier Labs

DeepSeek V4 dropped with 1M token context, open weights, and pricing that undercuts GPT-5.5 by nearly 9x on output tokens.

LLMs & ModelsAI ConceptsGPT & OpenAI

DeepSeek V4 Vision: 10x Cheaper Multimodal AI for Your Workflows

DeepSeek V4's vision model uses 90 KV cache entries vs 870 for Claude—10x cheaper. Learn how to use it in your AI workflows and agents.

LLMs & ModelsWorkflowsAI Concepts

DeepSeek V4 Vision Model: 10x KV-Cache Efficiency and 67% Maze Navigation vs GPT-5.4's 50%

DeepSeek's vision variant uses ~90 KV-cache entries per image vs Claude Sonnet 4.6's ~870 — and beats GPT-5.4 on maze navigation 67% to 50%.

LLMs & ModelsAI ConceptsComparisons

Google AI Co-clinician vs GPT-5.4 Thinking: Which Medical AI Do Physicians Actually Prefer?

Physicians scored medical AI across 140 dimensions: Google's Co-Clinician beat GPT-5.4 Thinking 63% to 30%. What the 68/140 result means for building medical AI.

ComparisonsLLMs & ModelsGPT & OpenAI

Google DeepMind AI Co-clinician: 6 Benchmark Results That Redefine Medical AI in 2026

Preferred by physicians 67% of the time, zero critical errors in 97/98 cases, and beating GPT-5.4 thinking 63% to 30% — here's what the numbers actually show.

LLMs & ModelsAI ConceptsUse Cases

Google DeepMind's AI Co-clinician Tops the RXQA Drug Knowledge Benchmark — Beating Every Frontier Model

On RXQA — open FDA drug data, open-ended questions — Google's AI Co-clinician surpassed every other frontier AI system including GPT-5.4 and Claude.

LLMs & ModelsComparisonsAI Concepts