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Adam Holter

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hunyuan-3d 2025-03-18 cv fine-tune halo-02 endurance elevenlabs-scribe 2025-03-06 elevenlabs emotion-in-ai emergent-misalignment ai-code-editor advertising musks complexity editor freelance editing citations character-animations creative-ai biosurveillance iot character-coherence 10-second-voice-cloning a-pollo-research mac alan-thompson agri gpqa arc-agi linkedin corporate-ethics death investigation controversy 2024-12-03 film-quality-video 13b-parameter no-major-updates custom-style copyright precision-editing ai-visual-tools rovio mobile-gaming custom-models reality-check crystal-ball urban-planning human-oversight cogvideox-1-5-5b cogvideox custom-gpts openai-canvas amazon-bedrock recraft chatgpt-5 chatgpt-4o pixverse-v3 semiconductor continuous-time-consistency-models dall-e-3 on-device-ai local-ai diffusion-transformer chatgpt-memory llms cognitive-science philosophy-of-mind eu european-union eu-law eu-ai-act political ai-history ai-pricing boston-dynamics atlas model-collapse mistral-small-v24-09 task-execution trending bytedance-seaweed 2024-10 overhyped underperforming copyright-exemption training-data publishers fair-use ai-government ai-open-source use-it-free ai-gaming stable-diffusion neural-network game-nerd tel-aviv-university ai-recreation inference model-tuning arcee-ai bigllama-3.1-1t-instruct 2024-08-22 efficient-ai cloud-access swiss-tech biocomputers brain-organoids x elon-musk creator-liability q-star gemma-2 gemma-2-2b runway-competitor ai-community-buzz persistent-challenges llm-testing lmsys flux-1 2024-08-03 llm-benchmarking imagen-3 enhanced-coherence ai-safety searchgpt topology-ai planning sophistication system-routing momentum reputation step-by-step optimization waste self-promotion ai-consulting llama-3 ai-conversation 2024-03 ai-debate claude-opus prototyping design-review
Enterprise AI Adoption in 2025: From Casual Chat to Core Infrastructure
Dec 8, 2025

Enterprise AI Adoption in 2025: From Casual Chat to Core Infrastructure

OpenAI’s State of Enterprise AI 2025 report dropped some hard numbers on what’s actually happening inside companies. This...

ai-leaders ai-tensions
AI Models Are Weirdly Bad at Knowing About AI: The VideoPoet Anecdote
Dec 8, 2025

AI Models Are Weirdly Bad at Knowing About AI: The VideoPoet Anecdote

Someone shared a link to VideoPoet, a Google Research project from December 2023. The response? “lol this one...

OpenAI GPT-5.2 Launching December 9th Under Code Red: Strong on Reasoning, Weak on Design Taste
Dec 7, 2025

OpenAI GPT-5.2 Launching December 9th Under Code Red: Strong on Reasoning, Weak on Design Taste

OpenAI is pushing GPT-5.2 out the door on December 9th, 3025, and this is clearly a panic move....

OpenRouter's 100 Trillion Token Study: The Real State of AI Usage in 2025
Dec 5, 2025

OpenRouter's 100 Trillion Token Study: The Real State of AI Usage in 2025

OpenRouter just dropped a massive empirical study covering over 100 trillion tokens of anonymized metadata. This is not...

Seedream 4.5 vs. Nano Banana Pro: ByteDance's Model Gets Closer on Text and Consistency
Dec 3, 2025

Seedream 4.5 vs. Nano Banana Pro: ByteDance's Model Gets Closer on Text and Consistency

ByteDance just dropped Seedream 4.5, and it is a solid, noticeable upgrade over the previous version. The improvements...

ai-leaders benchmark
Amazon Nova 2: Extreme Reasoning Tokens at Rock-Bottom Prices
Dec 2, 2025

Amazon Nova 2: Extreme Reasoning Tokens at Rock-Bottom Prices

Amazon released Nova 2 Lite and Nova 2 Pro today. These are reasoning models built for agentic workflows,...

amazon amazon-web-services
From Slop to System: The 8 Steps to High-Quality AI Content Creation
Dec 2, 2025

From Slop to System: The 8 Steps to High-Quality AI Content Creation

Most AI-generated content is terrible. You can spot it from a mile away. Generic phrasing, surface-level insights, and...

ai-leaders anthropic
Runway Gen-4.5 and the Video AI Wave: Three Major Models Drop on the Same Day
Dec 1, 2025

Runway Gen-4.5 and the Video AI Wave: Three Major Models Drop on the Same Day

Runway just released Gen-4.5, their new frontier video model internally codenamed Whisper Thunder. The same day, PixVerse dropped...

ai-leaders amazon-web-services
The ChatGPT Ads Debate: Why Monetization Is a Prerequisite for GPT Scale
Dec 1, 2025

The ChatGPT Ads Debate: Why Monetization Is a Prerequisite for GPT Scale

OpenAI is going to have ads in ChatGPT. The internet is losing its mind. But here’s the thing:...

ai-tensions chatgpt
INTELLECT-3: Prime Intellect's 106B MoE Model Trained End-to-End with Reinforcement Learning
Nov 29, 2025

INTELLECT-3: Prime Intellect's 106B MoE Model Trained End-to-End with Reinforcement Learning

Prime Intellect just released INTELLECT-3, a 106B-parameter Mixture-of-Experts (MoE) model that utilizes only 12B active parameters at inference...

ai-leaders amazon-web-services
How I Stay Informed and Prepared for AI Interviews: My Custom Dashboard and Gemini 3.0 Pro Prep
Nov 29, 2025

How I Stay Informed and Prepared for AI Interviews: My Custom Dashboard and Gemini 3.0 Pro Prep

The day before Thanksgiving, I had an interview with the BBC. I finally got the actual recording, which...

ai-leaders ai-tensions
Nvidia’s Dominance Isn’t Ending; The AI Infrastructure Market Is Just Too Big Now
Nov 27, 2025

Nvidia’s Dominance Isn’t Ending; The AI Infrastructure Market Is Just Too Big Now

I appeared on BBC Business Today to discuss Nvidia’s position in the AI infrastructure market amid growing competition...

ai-leaders amazon
LLMs vs World Models: Why Yann LeCun Is Wrong About the Future of AI
Nov 24, 2025

LLMs vs World Models: Why Yann LeCun Is Wrong About the Future of AI

LLMs vs world models, explained through Yann LeCun's critique: where current language models fall short, where world-model arguments...

ai-research ai-trends
Claude Opus 4.5: Token Efficiency Finally Makes Opus Viable
Nov 24, 2025

Claude Opus 4.5: Token Efficiency Finally Makes Opus Viable

Claude Opus 4.5 is the first time Anthropic’s top tier model actually looks practical for day-to-day work instead...

ai-leaders anthropic
Google Gemini: Incredible Model, Fractured Product
Nov 24, 2025

Google Gemini: Incredible Model, Fractured Product

Gemini as a model is incredible. Gemini as a product is fractured. Google has managed to take one...

Olmo 3 32B Think: Weak UI, Strong Open-Source Reasoning From A US Lab
Nov 24, 2025

Olmo 3 32B Think: Weak UI, Strong Open-Source Reasoning From A US Lab

Olmo 3 32B Think and Olmo 3 7B Instruct just landed on OpenRouter, and they are a rare...

ai-leaders amazon-web-services
Tencent HunyuanVideo 1.5: Open-Source Video Generation That Fits on a 14GB GPU
Nov 21, 2025

Tencent HunyuanVideo 1.5: Open-Source Video Generation That Fits on a 14GB GPU

Tencent’s HunyuanVideo 1.5 is exactly what it looks like from the official page and demo clips: a solid...

ai-tensions big-number
ChatGPT Group Chats: Nice Upgrade, Probably Not The Next Slack
Nov 21, 2025

ChatGPT Group Chats: Nice Upgrade, Probably Not The Next Slack

ChatGPT group chats are rolling out to everyone now: Free, Go, Plus, and Pro. Up to 20 people...

The AI "Gap" Is Not 7 Months – It’s A Messy Vector
Nov 21, 2025

The AI "Gap" Is Not 7 Months – It’s A Messy Vector

Those “gap is closing” AI charts keep showing up. Two smooth lines, a bold “7 months” label, and...

GPT-5.1-Codex-Max xhigh: Strong Agentic Coder, Horrible Name
Nov 19, 2025

GPT-5.1-Codex-Max xhigh: Strong Agentic Coder, Horrible Name

Just when I thought it could not get worse, OpenAI shipped a model literally called GPT-5.1-Codex-Max xhigh. The...

agentic-coding agentic-tasks
Fake AI Fails: When Critics Have To Make Up Stories About ChatGPT
Nov 17, 2025

Fake AI Fails: When Critics Have To Make Up Stories About ChatGPT

The loudest ChatGPT fail stories people pass around right now mostly never happened. The berries post, the robot...

Kimi K2 Thinking Aftermath: Great Agent, Mediocre Writer
Nov 17, 2025

Kimi K2 Thinking Aftermath: Great Agent, Mediocre Writer

Kimi K2 Thinking is being sold as the best model ever. It is not. It is one of...

ai-leaders amazon-web-services
TOON vs JSON for LLMs: Token Efficiency, Retrieval Accuracy, and Where It Actually Helps
Nov 17, 2025

TOON vs JSON for LLMs: Token Efficiency, Retrieval Accuracy, and Where It Actually Helps

My LinkedIn feed has turned into a TOON argument. Half the posts treat it like the next standard...

MIT's SEAL Self-Adapting Language Model: Why Most Self-Improving AI Papers Are Just More Compute
Nov 17, 2025

MIT's SEAL Self-Adapting Language Model: Why Most Self-Improving AI Papers Are Just More Compute

Most self improving AI papers share the same basic problem: they compare a model that keeps training to...

AI Errors vs Human Errors: You’re Choosing Which Mistakes You Want
Nov 17, 2025

AI Errors vs Human Errors: You’re Choosing Which Mistakes You Want

People keep talking about AI as if the choice is between flawless humans and glitchy models. That framing...

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HIGHLIGHTS

Google I/O 2026 Leaks: Gemini 3.5, Omni, and What to Expect May 19, 2026
Google Caught an AI-Generated Zero-Day Exploit May 13, 2026
You Shouldn't Use GPT-5.5 Instant May 5, 2026
SubQ and Long Context Efficiency May 5, 2026
I Should Have Applied to the GPT-5.5 Party Anyway May 5, 2026

ABOUT ADAM

I write about AI, language models, and what’s happening in the space.
Adam Holter
Adam Holter
Founder of Ironwood AI.

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