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Adam Holter

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LongCat-Video: Cheap AI Video, But at What Cost to Prompt Adherence?
Nov 1, 2025

LongCat-Video: Cheap AI Video, But at What Cost to Prompt Adherence?

LongCat‑Video has surfaced as a new open-source contender in the AI video generation space, promising minute-scale video synthesis...

Emu3.5: BAAI's Open-Source Multimodal World Model Advances Generation and Simulation
Oct 31, 2025

Emu3.5: BAAI's Open-Source Multimodal World Model Advances Generation and Simulation

Emu3.5 from the Beijing Academy of Artificial Intelligence arrives as a 34 billion parameter multimodal model designed to...

ai-leaders amazon-web-services
NVIDIA ChronoEdit: Image Editing with Video Generation
Oct 31, 2025

NVIDIA ChronoEdit: Image Editing with Video Generation

NVIDIA has released Chrono Edit, which is basically image editing as video generation. So instead of just going...

image-editing image-generation
MiniMax Hailuo 2.3: Where to Find the Latest in AI Video Generation
Oct 28, 2025

MiniMax Hailuo 2.3: Where to Find the Latest in AI Video Generation

MiniMax Hailuo 2.3 and its faster variant, Hailuo 2.3 Fast, mark a clear upgrade in generative video AI....

ai-leaders ai-tensions
Seedance 1.0 Pro Fast: Cheap, 1080p AI Video at Social Speed
Oct 24, 2025

Seedance 1.0 Pro Fast: Cheap, 1080p AI Video at Social Speed

Seedance 1.0 Pro Fast is straightforward: it makes usable 1080p video cheap enough to iterate at scale. The...

Open AI (not OpenAI) Models in 2025: Qwen Surpasses Llama and China Leads the Curve
Oct 18, 2025

Open AI (not OpenAI) Models in 2025: Qwen Surpasses Llama and China Leads the Curve

Qwen passed Llama. Asia passed North America on cumulative downloads. That is the open model story of 2025,...

ai-leaders amazon-web-services
PSA: MAI-Image-1 is terrible. Do not use it.
Oct 18, 2025

PSA: MAI-Image-1 is terrible. Do not use it.

PSA: MAI-Image-1 is not ready for production. Despite a top-10 placement on LMArena this model produces soft, low-fidelity...

ai-leaders amazon-web-services
Introducing Claude Haiku 4.5: Faster, Cheaper, Near-Frontier AI Coding
Oct 15, 2025

Introducing Claude Haiku 4.5: Faster, Cheaper, Near-Frontier AI Coding

Claude Haiku 4.5 is available now. Frontload the conclusion: it delivers near-frontier coding quality while cutting cost and...

agentic-coding ai-leaders
Model Routers for LLMs: Reliability Wins, Quality Suffers Without Control
Oct 15, 2025

Model Routers for LLMs: Reliability Wins, Quality Suffers Without Control

Automatic model routers sound great: send a prompt, get the best model for the job, save money when...

Inoculation Prompting: A Simple Train‑Time Trick That Reduces Bad Model Behavior
Oct 14, 2025

Inoculation Prompting: A Simple Train‑Time Trick That Reduces Bad Model Behavior

Two new papers and a lively thread explain a neat, counterintuitive idea: if you ask a model to...

Big AI Roundup: NVIDIA GB300 NVL72 on Azure, Multimodal Tools, Agent Reality Check, and Safety Signals
Oct 14, 2025

Big AI Roundup: NVIDIA GB300 NVL72 on Azure, Multimodal Tools, Agent Reality Check, and Safety Signals

Headlines first: public posts suggest Microsoft Azure is running NVIDIA GB300 NVL72 racks at scale, which would add...

Workflows vs Agents in 2025: The Builders That Actually Ship
Oct 14, 2025

Workflows vs Agents in 2025: The Builders That Actually Ship

Workflows are still the default. If you need predictable output, fixed steps, and measurable cost, build a workflow....

agentic-coding agentic-tasks
Kandinsky 5.0 on Fal.ai: Cheap Text-to-Video for Drafts, Not Premium Shots
Oct 14, 2025

Kandinsky 5.0 on Fal.ai: Cheap Text-to-Video for Drafts, Not Premium Shots

Fal.ai’s Kandinsky 5.0 is a clear budget play in text-to-video. The headline is simple: the standard model runs...

Lovable’s User Drop Isn’t a Meltdown: Paying Users Up, ARR Up, Costs Down
Oct 14, 2025

Lovable’s User Drop Isn’t a Meltdown: Paying Users Up, ARR Up, Costs Down

There’s a chart making the rounds that says Lovable is dying. That chart shows total accounts shrinking and...

agentic-coding agentic-tasks
Google Now Processes 1.3 Quadrillion AI Tokens Each Month
Oct 10, 2025

Google Now Processes 1.3 Quadrillion AI Tokens Each Month

Google is now processing roughly 1.3 quadrillion AI tokens per month. This is the outcome of putting AI...

ai-leaders big-number
Gemini 2.5 Pro Has Been Out for Months. The Computer Use Preview Is New. Gemini 3 Is Next
Oct 8, 2025

Gemini 2.5 Pro Has Been Out for Months. The Computer Use Preview Is New. Gemini 3 Is Next

Heres the short version: Gemini 2.5 Pro has been available for many months and the new computer use...

ai-leaders amazon-web-services
Sora 2 API: Pricing, Clip Limits, Watermarks, and What You Can Actually Do
Oct 7, 2025

Sora 2 API: Pricing, Clip Limits, Watermarks, and What You Can Actually Do

Sora 2 is now available through the API. Here is the practical, accountable read: you can generate short...

OpenAI Dev Day 2025: Apps, AgentKit, GPT-5 Pro, and the Platform Play
Oct 6, 2025

OpenAI Dev Day 2025: Apps, AgentKit, GPT-5 Pro, and the Platform Play

OpenAI Dev Day 2025 made its priorities obvious: enable developers to build, test, and ship inside OpenAI’s stack....

Warning: Deleting Your Sora Account Also Deletes ChatGPT and API Access
Oct 5, 2025

Warning: Deleting Your Sora Account Also Deletes ChatGPT and API Access

If you delete your Sora account, you lose your ChatGPT account and OpenAI API access too — they...

Sora 2 Pro Review: Quality Bump, Social UX, Slow Renders
Oct 3, 2025

Sora 2 Pro Review: Quality Bump, Social UX, Slow Renders

Sora 2 Pro gives paying users a clear upgrade: higher-quality short video with native audio and better physical...

Software Engineering Performance: SWE-bench Verified Models Compared – Sonnet 4.5 vs GPT-5 Codex
Oct 1, 2025

Software Engineering Performance: SWE-bench Verified Models Compared – Sonnet 4.5 vs GPT-5 Codex

When it comes to AI coding models, the market is rife with claims and counter-claims about performance. For...

LFM2-Audio: 1.5B on-device voice with sub-100 ms latency and no chains
Oct 1, 2025

LFM2-Audio: 1.5B on-device voice with sub-100 ms latency and no chains

Liquid AI released LFM2-Audio, a 1.5 billion parameter audio-text omni foundation model designed to run locally while supporting...

ai-leaders amazon-web-services
Sora 2 is here: native audio, Cameos, real physics
Sep 30, 2025

Sora 2 is here: native audio, Cameos, real physics

OpenAI released Sora 2 on September 30, 2025. The headline changes are concrete: native synchronized audio, a Cameo...

ai-leaders audio
GLM 4.6 vs Claude Sonnet 4.5: Benchmarks, Capabilities, and Cost-Effectiveness
Sep 30, 2025

GLM 4.6 vs Claude Sonnet 4.5: Benchmarks, Capabilities, and Cost-Effectiveness

When new large language models hit the market, a lot of the talk is usually marketing fluff. But...

Claude Sonnet 4.5: The New Leader for AI Coding and Agent Workflows?
Sep 29, 2025

Claude Sonnet 4.5: The New Leader for AI Coding and Agent Workflows?

Anthropic recently released Claude Sonnet 4.5, positioning it as their best model yet for software engineering, autonomous workflows,...

agentic-coding agentic-tasks
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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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