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Adam Holter

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OpenAI Retiring GPT-4o, GPT-4.1, GPT-4.1 mini, and o4-mini from ChatGPT on Feb 13 2026: Good Riddance to GPT-4o
Jan 31, 2026

OpenAI Retiring GPT-4o, GPT-4.1, GPT-4.1 mini, and o4-mini from ChatGPT on Feb 13 2026: Good Riddance to GPT-4o

OpenAI just announced the planned retirement of four ChatGPT models: GPT-4o, GPT-4.1, GPT-4.1 mini, and o4-mini. The hard...

Claude for Healthcare vs ChatGPT Health: Same Week, Different Strategy
Jan 23, 2026

Claude for Healthcare vs ChatGPT Health: Same Week, Different Strategy

Anthropic and OpenAI both decided that healthcare is a place to put an AI wrapper around messy context...

HeartMuLa (3B) Is the First Local Music Model That Feels Close, But AI Music Needs Editing to Really Take Off
Jan 23, 2026

HeartMuLa (3B) Is the First Local Music Model That Feels Close, But AI Music Needs Editing to Really Take Off

I do not think AI music takes off in a big way until we get good autoregressive models...

ai-leaders amazon
Typeless Android Keyboard: Real Voice-to-Text Without the Cleanup
Jan 23, 2026

Typeless Android Keyboard: Real Voice-to-Text Without the Cleanup

Typeless Android keyboard review after real use: voice-to-text accuracy, cleanup quality, workflow fit, and whether it is better...

ChatGPT Ads are Coming: The End of the Ad-Free Era for Free Users
Jan 16, 2026

ChatGPT Ads are Coming: The End of the Ad-Free Era for Free Users

OpenAI is finally pulling the trigger on monetization for the masses. Starting in the next few weeks, they...

ai-leaders chatgpt
ChatGPT Health is OpenAI’s smartest wrapper yet, because healthcare is mostly paperwork and missing context
Jan 7, 2026

ChatGPT Health is OpenAI’s smartest wrapper yet, because healthcare is mostly paperwork and missing context

OpenAI just launched ChatGPT Health, a dedicated space inside ChatGPT for health conversations on mobile and web. The...

I Open-Sourced ai-aggregator: My Daily Dashboard for Tracking New AI Models Across Providers
Jan 7, 2026

I Open-Sourced ai-aggregator: My Daily Dashboard for Tracking New AI Models Across Providers

I officially open-sourced ai-aggregator, the dashboard I use every day to keep up with new AI model releases...

AI Chatbot Market Share Jan 2026: ChatGPT Still Rules While Gemini Wakes Up
Jan 7, 2026

AI Chatbot Market Share Jan 2026: ChatGPT Still Rules While Gemini Wakes Up

Similarweb data from January 2, 2026, shows a market that is still dominated by one name, even if...

Gemini 3 Flash vs GPT-5.2 vs GPT-5 mini: Quality vs Cost in 2026
Jan 6, 2026

Gemini 3 Flash vs GPT-5.2 vs GPT-5 mini: Quality vs Cost in 2026

Gemini 3 Flash, GPT-5.2, and GPT-5 mini compared head-to-head: speed, output quality, cost per million tokens, and which...

ai-leaders ai-tensions
ChatGPT vs Gemini Image Generation: Defaults, Artifacts, and Why You Can Tell Which Is Which
Jan 6, 2026

ChatGPT vs Gemini Image Generation: Defaults, Artifacts, and Why You Can Tell Which Is Which

Meagan performed a simple test: she made a kid soccer birthday invitation in ChatGPT and Gemini, then tried...

Claude Code with Opus 4.5: When the Model Finally Matches the Harness
Jan 3, 2026

Claude Code with Opus 4.5: When the Model Finally Matches the Harness

Claude Code has always been capable — but pairing it with Opus 4.5 changes the dynamic. Here's what...

My 2026 AI Predictions: Agents Get Real, Benchmarks Get Weird, and Continual Learning Stays External
Jan 2, 2026

My 2026 AI Predictions: Agents Get Real, Benchmarks Get Weird, and Continual Learning Stays External

My 2026 predictions: agents go mainstream, benchmarks lose credibility, continual learning stays unsolved. Here's a mid-year check on...

agentic-coding ai-tools
2025 AI Timeline: The Year Reasoning, Agents, and Video All Hit at Once
Jan 1, 2026

2025 AI Timeline: The Year Reasoning, Agents, and Video All Hit at Once

2025 had one loud message: the bottleneck stopped being whether a model can do a task and became...

ai-leaders china
Best LLMs 2025 Comparison: What to Use Now, and What to Stop Testing
Dec 30, 2025

Best LLMs 2025 Comparison: What to Use Now, and What to Stop Testing

Every few weeks, a viral post claims AI is lazy because a model failed a trick question about...

ai-leaders ai-tensions
Meta’s $2‑3 B Manus Bet: Why the Wrapper Still Matters
Dec 30, 2025

Meta’s $2‑3 B Manus Bet: Why the Wrapper Still Matters

Meta confirmed a multi‑billion‑dollar purchase of Manus, the Singapore‑based platform that lets developers run AI‑driven workflows such as...

agentic-tasks ai-leaders
ARC-AGI-2 2025: From Sub‑10% to 75%+ with the Poetiq Harness on GPT‑5.2
Dec 24, 2025

ARC-AGI-2 2025: From Sub‑10% to 75%+ with the Poetiq Harness on GPT‑5.2

At the start of 2025 the ARC‑AGI‑2 benchmark was a humbling reminder: even the newest LLMs were stuck...

MiniMax M2.1 vs GLM 4.7: Speed, Cost, and Smarts in One Comparison
Dec 24, 2025

MiniMax M2.1 vs GLM 4.7: Speed, Cost, and Smarts in One Comparison

When I start looking at a new coding model the first thing I check is the hard numbers....

Seedance 1.5: A Low Cost Angle on AI Video Generation
Dec 23, 2025

Seedance 1.5: A Low Cost Angle on AI Video Generation

Nine cents for a 4-second AI video – that’s the headline that makes anyone who budgets for motion...

ai-leaders china
ChatGPT Wrapped 2025: My Year in Review as a Prompt Whisperer and Strategist
Dec 23, 2025

ChatGPT Wrapped 2025: My Year in Review as a Prompt Whisperer and Strategist

OpenAI rolled out “Your Year with ChatGPT” on December 22, 2025. It’s an optional end-of-year recap that mirrors...

GLM-4.7 Review: Z.ai's Open-Weight Coding Model Benchmarked on Agents and Tools
Dec 22, 2025

GLM-4.7 Review: Z.ai's Open-Weight Coding Model Benchmarked on Agents and Tools

GLM-4.7 is Z.ai's latest open-weight model, built for agentic coding and tool use. Here's how it performs on...

ai-leaders benchmark
OpenAI's Naming Nightmare: From GPT-1 to GPT-5.2 Confusion
Dec 22, 2025

OpenAI's Naming Nightmare: From GPT-1 to GPT-5.2 Confusion

AI companies are notoriously bad at naming things. It started simple with GPT-1, 2, 3, and 4. Then...

ai-leaders chatgpt
GPT-5.2-Codex: Better Long-Horizon Agentic Coding, Bigger Diffs, and Stronger Defensive Security
Dec 19, 2025

GPT-5.2-Codex: Better Long-Horizon Agentic Coding, Bigger Diffs, and Stronger Defensive Security

OpenAI released GPT-5.2-Codex, a specialized version of GPT-5.2 tuned for agentic coding in Codex. This is aimed at...

agentic-coding ai-leaders
OpenRouter Wrapped 2025: What My 588.5M Tokens Says About Multi-Model Building
Dec 19, 2025

OpenRouter Wrapped 2025: What My 588.5M Tokens Says About Multi-Model Building

OpenRouters 2025 Wrapped cards are one of the few year-end stat formats that can teach you something. Not...

Bernie Sanders Wants an AI Data Center Moratorium. That’s the Worst Place to Hit the Brakes.
Dec 18, 2025

Bernie Sanders Wants an AI Data Center Moratorium. That’s the Worst Place to Hit the Brakes.

Bernie Sanders put out a new video warning that AI and robotics are going to reshape society. On...

ai-leaders ai-tensions
The TPOT Follow List: Who to Actually Follow for Frontier AI on X
Dec 17, 2025

The TPOT Follow List: Who to Actually Follow for Frontier AI on X

There\’s a specific corner of X that most people haven\’t heard of, but if you\’re serious about keeping...

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HIGHLIGHTS

All Models Are Wrong, But Some Are Useful Jul 9, 2026
Prompt Leakage Jun 27, 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

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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