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Adam Holter

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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
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...

SeedVR2 on Fal.ai: Cheap 10K Image and 4K Video Upscaling, With a Catch
Nov 15, 2025

SeedVR2 on Fal.ai: Cheap 10K Image and 4K Video Upscaling, With a Catch

SeedVR2 on Fal.ai is a simple answer to a boring but common problem: you need to run AI...

Sherlock Dash Alpha And Sherlock Think Alpha: Quiet Grok 4.20 Upgrades On OpenRouter
Nov 15, 2025

Sherlock Dash Alpha And Sherlock Think Alpha: Quiet Grok 4.20 Upgrades On OpenRouter

Sherlock Alpha and Sherlock Think Alpha just appeared on OpenRouter with almost no announcement. They look like xAI...

agentic-coding agentic-tasks
When Does a Chatbot Become an Agent? Chat Interface vs AI Autonomy
Nov 15, 2025

When Does a Chatbot Become an Agent? Chat Interface vs AI Autonomy

Chatbots and agents get talked about as if they are two clean categories. They are not. The point...

AI Dashboard Update: A Central Hub for Artificial Analysis, OpenRouter, fal and More
Nov 14, 2025

AI Dashboard Update: A Central Hub for Artificial Analysis, OpenRouter, fal and More

A single place to follow the models and chatter that matter Do you like Artificial Analysis? How about...

16,800 Papers Are Still Using GPT-4 In 2025. That’s A Problem.
Nov 14, 2025

16,800 Papers Are Still Using GPT-4 In 2025. That’s A Problem.

There are about 16,800 Google Scholar results from 2025 that mention GPT-4 while explicitly excluding newer GPT models...

GPT-5.1 Family on OpenRouter: API Access, Pricing, and Which Model To Use
Nov 13, 2025

GPT-5.1 Family on OpenRouter: API Access, Pricing, and Which Model To Use

OpenAI’s GPT-5.1 family is now live on the OpenRouter API as of November 13, 2025. If you care...

amazon-web-services api
Is Gemini 3 Secretly Live? Canvas Mode Discrepancies Fuel Speculation
Nov 13, 2025

Is Gemini 3 Secretly Live? Canvas Mode Discrepancies Fuel Speculation

Multiple users have reported a clear difference in outputs between Gemini’s Canvas mode on the web and the...

GPT-5.1 Instant and Thinking: What’s Actually New and What I’m Watching
Nov 12, 2025

GPT-5.1 Instant and Thinking: What’s Actually New and What I’m Watching

OpenAI’s GPT-5.1 launch gives two operating modes aimed at distinct tradeoffs: Instant for low latency interactions and Thinking...

ai-leaders big-number
Flux 2 Is Imminent: How It Stacks Up Against Nano Banana 2 and the Next Wave of Models
Nov 11, 2025

Flux 2 Is Imminent: How It Stacks Up Against Nano Banana 2 and the Next Wave of Models

Flux 2 looks imminent and it matters. Black Forest Labs has shared a teaser image and said an...

ai-leaders black-forest-labs
Kwaipilot's Kat Coder: A Free Agentic Coding Model with a 73.4% SWE-Bench Score
Nov 11, 2025

Kwaipilot's Kat Coder: A Free Agentic Coding Model with a 73.4% SWE-Bench Score

Frontloaded point Kwaipilot’s Kat Coder free is a focused agentic coding model that delivers two concrete advantages: a...

agentic-coding agentic-tasks
Nano Banana 2: Leaks of GEMPIX2
Nov 9, 2025

Nano Banana 2: Leaks of GEMPIX2

Leaks and interface hints increasingly point to Nano Banana 2 arriving soon. The pattern in those leaks is...

ai-leaders amazon-web-services
Examples from Pre-Release A-B Testing of Gemini 3 Checkpoints
Nov 8, 2025

Examples from Pre-Release A-B Testing of Gemini 3 Checkpoints

Below are videos showcasing some results from the Gemini 3 AI model during pre-release A-B testing. These demonstrate...

The AI Model Rush: Why Gemini 3 Pro Will Lead the Pack Against GPT-5.1 and Claude Opus 4.5
Nov 6, 2025

The AI Model Rush: Why Gemini 3 Pro Will Lead the Pack Against GPT-5.1 and Claude Opus 4.5

Rumors about new AI models fill feeds and forums. Three models draw the most attention: Google’s Gemini 3...

ai-leaders amazon-web-services
Minimax M2 vs GLM 4.6: Coding Powerhouses Compared on Cost, Speed, and Capabilities
Nov 4, 2025

Minimax M2 vs GLM 4.6: Coding Powerhouses Compared on Cost, Speed, and Capabilities

MiniMax M2 and GLM 4.6 stand out as two strong options for coding and agent tasks right now....

agentic-coding agentic-tasks
How TOON Cuts Token Usage by Up to 60% Compared to JSON for LLMs
Nov 4, 2025

How TOON Cuts Token Usage by Up to 60% Compared to JSON for LLMs

Token-Oriented Object Notation, or TOON, handles structured data for large language models in a way that trims token...

AI Image Generation in 2025: Why Quality and Price Don't Line Up Like They Do for LLMs
Nov 3, 2025

AI Image Generation in 2025: Why Quality and Price Don't Line Up Like They Do for LLMs

You know what’s really weird, and I’m not the first to point this out (credit to Peter Gostev):...

From Chatbots to Controllable Agents: How LLMs Calling Tools Redefine AI Assistance
Nov 3, 2025

From Chatbots to Controllable Agents: How LLMs Calling Tools Redefine AI Assistance

The distinction between AI chatbots and agents is becoming more critical as systems grow in capability. Many conversations...

Cline v3.35: Native Tool Calling, Auto-Approve Menu, and Free MiniMax M2
Nov 3, 2025

Cline v3.35: Native Tool Calling, Auto-Approve Menu, and Free MiniMax M2

Cline v3.35 delivers native tool calling, a redesigned auto-approve menu, and free access to MiniMax M2 until November...

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HIGHLIGHTS

All Models Are Wrong, But Some Are Useful Jul 9, 2026
Gemini is not fast Oct 2, 2026
Token-Min-Maxing: How To Token-Max Without Cost-Maxing Jun 15, 2026
Open Source Can Never Win May 29, 2026
Christians Must Use AI to Fulfill the Dominion Mandate May 26, 2026

ABOUT ADAM

Based in NC. Classically educated. CTO, founder. Was on BBC. Creator of the fake leaving OpenAI meme. Pareto enjoyer, anti-doomer and anti-utopian.

18 y/o. Christian, CREC. Professional AI nerd. Capitalist, conservative, but thinks tariffs are a bad idea and banning Fable is overreach.

Bullish on OpenAI, Anthropic, AI in general, and especially AI memes.

I'll be poasting whatever I want, but mostly just AI stuff.

Adam Holter
Founder of Ironwood AI.
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