Skip to content
Ironwood AI

Adam Holter

Tests Portfolio Pick My Brain My Priors Support Me Ironwood AI
All openai ai-models ai-leaders model-release industry-drama open-source nvidia models-releases models gpt-5 google generative-ai models-products video-generation chatgpt cloud-ai tool-calling anthropic big-number openrouter ai-tools ai-research fast-cheap-models generate-as-many-tags-as-genuinely-apply ai-trends claude-models cost-efficiency qwen news coding-assistant tools-products ai-news china pricing large-language-models model-comparison llm-scaling web-navigation developer-tools deepseek benchmark market-share company-strategy product-fragmentation reasoning-model search-addendum ai-announcements amazon-web-services productivity-tools meta reuse-existing-tags-when-relevant openai-super-app infrastructure agentic-coding long-horizon-coding google-vertex-ai ai-releases xai openai-models sam-altman ai-tensions monetization image-generation multimodal google-ai-studio public-frustration multi-modal microsoft gemini google-veo-3 ai-models-release valuation gpt-4 text-to-video software-engineering text-to-image open-source-ai ai-video-generation worker-exploitation tutorials google-ai ai-performance agentic-tasks llm-safety competition gpt-4o model-performance security research-benchmarks work-life-balance new-model innovation performance model-param-leak courage-ai real-time gpt-5-1 long-context ai-tutorials gpt-oss mini-max typing tutorials-guides reasoning google-drive enterprise-ai token-efficiency gpt-5-1-codex context-window sora text-to-audio startup ai-agents ai-hype gpt-5-2 gpt-5-1-chat reasoning-efficiency google-apis text-to-speech vision-language-models investment llm meta-superintelligence stargate-project data-centers microservices black-forest-labs mistral-ai qwen-3 midjourney security-incident funding runway llama platform gpt-5-codex model-routing claude tech-leaders muse-spark censorship speech-to-text video-poet bytedance training speech-to-speech real-physics price-cuts openweight ai-vision new-golden-mean-visualization amazon softbank runway-gen-4 text-to-music real-time-inference low-latency private-inference voice-of-customer generate-as-many-tags-as-genuinely-apply-tags tech-event video-model google-io video-generation-model google-ai-studio-gemini google-research slack kimi physics-realism mobile-ai hugging-face moe moonshot speculation generate-as-many-tags-as-genuinely-apply-tags-tags content-creation o3 performance-comparison openai-apis ai-image-generation ai-architecture video-generation-models openai-product-updates china-bench replicate tooling year-end-stat chatgpt-plus runway-gen-4-5 youtube watermark audio claude-sonnet small-models on-device-vlm qwen-image naming video-editing alibaba model-context-protocol generate-as-many-tags-as-genuinely-apply-tags-tags-tags gemini-2.5 coding ai-future releases technology-ethics openai-gpt-4o ai-ethics google-veo rumors apple multi-model image-editing compare-models object-detection webgpu vertical-video thinking vibe-testing gpt-realtime zhipu-ai benchmarking token-limits gpt-5-nano google-opal model-architecture summit intellection mcp webarena personnel-moves gemini-2.0 generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags tech-article openai-o1 ai-creativity chatgpt-atlas-codex property-attack llama-comparison whip-tool seedance seedance-1-5 cinematic-models glm stax stealth-models sloptimization runway-ml real-human-speech zenith research-tools workos tool-hijacking google-chrome token-pricing user-experience o4-mini openai-for-government generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags-tags-tags google-io-2025 generative-media language-models o3-mini google-veo-2 violence figma defensive-security seedream-4-5 seedream glm-4 music-generation powerpoint word compute rate-limits gpt-oss-120b anticipation ai-applications protocol-swag media trustworthiness prompt-injection swe-bench workflow virtual-reality search voice-cloning testing gemini-2.5-pro generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags-tags-tags-tags-tags generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags-tags generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags-tags-tags-tags generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags-tags-tags-tags-tags-tags predictions productivity ai-efficiency robotics video-diffusion-models ai-writing-assistant openai-studio recursive-ai-experiments steel-beams-construction grok-4 cursorbench api image-to-video carpenter-codex mobileclip2 parallel-agents event-live kimi-k2 deepmind math-olympiad long-output ai-integration talent-acquisition job-losses jobs seeding moonshot-ai performance-evaluation ai-evaluation marketing medical-ai seam-removal u-s-defense-department midjourney-video perplexity release turbo-model reasoning-models workflow-automation tool-product generate-as-many-tags-as-genuinely-apply-tags-tags-tags-tags-tags-tags-tags-tags-tags-tags veo research venture-capital llama-4 ai-application programming gpu gpt-4.5 quantum speech-synthesis programming-tools regulations us-congress startup-funding retrieval-augmented-generation voice-generation meta-fair openai-o3 2024-12 openai-tools openai-voice ai-competition notion grid-capacity flux-2 applications fal 2025-09-17 pdf grok-2 musk audio-generation n8n leaked-information chatgpt-agent brand hiring-freeze intel grok evaluation-metrics routing free-access human-ai-collaboration medical-performance medical-diagnostic medical-safety seedream-4-5-2 medical-usage government-ai vibe-coding reliability multi-provider gemini-2.5-flash o3-pro industry-business valuation-1-5-billion qatar-sovereign-wealth-fund scandal deepseek-r1 signgemma sign-language claude-4-opus ai-predictions veo-3 premium-pricing multistep-reasoning prompt-engineering gpt-4.1 o-series affordable-ai video-creation midjourney-v7 claude-3-7-sonnet search-engine artificial-intelligence speech-recognition model-training humanoid-robots ai-development-tools launch supercomputer rebranding deepseek-ai us-law proposed-law deepseek-models legal-issues rag veo-2 ai-audio-generation web-app gpt-4o-mini subscription visual-model google-research-assistant product-release luma-labs vision openai-use-cases flux michigan-stargate-site android codex nano-banana-pro consistency group-chats nano-banana-2 edge-computing fastvlm 1080p cognitive-reasoning intelligence 3d 2025-08-12 2025-08-07 2025-08-05 2025-08-02 machine-learning context-understanding lmarena acquisitions claude-code fear fire black-frost-labs code-generation future-of-coding expertise game-plan project-vend fidelity no-shipping not-a-model developers non-coders tested natasha ai-hype-manipulation hype multi-agent roov-code vercel make-com hardware claude-4-sonnet llm-benchmark problem-solving windsurf sand-ai business-model gpt-4.1-mini gpt-4.1-nano o4-mini-high google-search gemini-2.0-flash selection updates silicon-valicon profit-margins voice-ai uncanny-valley claude-3-5-sonnet software-architecture quantum-computing majorana-particles unified-systems update static-images-to-video us-politics wan-2-1 stem-reasoning o3-mini-high market-cap operator-agent web-browser trading quant quant-firm professional-video-features openstreetmap travel value minimax motion-capture mini-cpm mini-cpm-o-2-6 mini-cpm-o public-health multi-view-video platform-comparison vision-tracking lm-evaluation qwen-2.5-max voice-customization o1 media-coverage vs-comparison text-only-model openai-api tech-giant google-cloud openai-research desktop-integration fake-ai canvas-mode inoculation-prompting camera-control grok-4-fast edge file-creation file-editing 2025-09-06 browser-extension glm-4-5 higgs-audio boson-ai 5-8-billion-parameters merger free-shirt authentication azure ibm humans cursor direct-integration doom cloudflare builder-ai ai-fraud competitive-ai claude-3-7 ai-tasks agentic-systems hybrid fal-ai new-feature 2025-05-15 pokemon-blue stem-cells imagen knowledge-cutoffs nonprofit integration wildlife sound-recognition species-protection politeness multi-llm-strategies ai-ecosystem organizations-ai-strategy ai-adoption ltx-studio openai-academy latency laws autonomous-ai fine-tuning token-throughput grok-3 cost safety-guardrails training-changes figure mcp-marketplace roocode wave-3 super-bowl pit-of-death source-attribution travel-booking pika-2-1 motion-control gemini-1.5-pro ai-hardware pathogens wastewater usc location-estimation map-tagging large-concept-models scheduled-automation ai-assistants leaderboard nanobanana-2 nanobanana-pro kling pixverse o1-model perplexity-pro model-safety tool-review real-world-performance test-evaluation business-ai ai-video-tools tencent access-issues waitlist social-media video-moderation internet-search web-interface image-generation-models ai-regulation openai-models-release models-and-releases badclaude claude-code-leak color-picker-model aerial-construction-footage gmail ipo healthcare baai audio-classification culture-people confidence celebrity jake-paul cognition-ai cognition instruct codenames authkit iphone layoffs laid-off budget-cuts claude-3-5 conversational-ai efficiency immersive-video automation deep-research hailuo-02 emotional-responses hybrid-attention downtime creativity accessibility experiment loveform io design architecture customer-reputation fraud hyperbole jony-ive branding 2025-05-13 logan-kilpatrick imagen-4 imagen-4-ultra image-consistency intelligent-automation high-speed-video gemini-3 exclusive-api kling-2-0-master human-communication alignment national-security cost-effective-video-ai humor financial-impact ai-coding information-retrieval mmaudio maps blackwell prime-intellect 3d-generation hunyuan 2025-01-09 hailuoaiai ai-advertisement safety-evaluation symphony-os hype-manipulation ai-culture scene-ingredients pika-labs video-comparison ai-developers ai-reasoning virtual-worlds genie-2 ai-oss real-time-speech voice-native video-game-art video-games llama-3.1-405b-instruct 2024-08 writing-assistant animated-whipping codex-running-doom dictation clip-generation cameo ip document-generation excel chrome conflict finance ipr ipod eval claude-code-router free-shape difficult-choices 360-video 2025-06-23 cyber-security defense-contract contracts healthcare-ai 2025-06-19 administrative-ai 2025-06-18 london-tech indian-engineers fast-mode 2025-05-29 incremental-progress energy-efficiency flow 2025-05-23 i0n3r14n apple-design io-products mathematical-discovery alphaevolve android-ai 2025-05-21 2025-05-16 groq human-brain-robot magi-1 deepseek-prover hybrid-speech app-builder ai-implementation 2025-ai-survey 2025-05-06 incremental-update ai-voice-generation glm-4-5-flash glm-4-pro duration 2025-04-21 animation github-copilot 2025-04-16 general-ai athena dojo custom-tags flash-attention ai-events china-ai inference-stack emergent alignment-problem clone-robotics 2025-02-18 colossus 200-million-gpu-hours 2025-02-17 goku import-ban fast-video-ai 2025-02-27 drug-related-memes qwen-2-5-max entertainment development-progress industry-disruption ai-deepfakes code-focused january-2025 2025-01-30 fantang 2025-01-17 4-million-token 4m-token kinetix ces-2025 blackw genomics 4d-scene landmark-recognition geolocation image-recognition internet-of-things 2025-01-13 codestral ce-2025 krea-ai feature 2025-01-15 cost-efficient-ai amazon-nova ai-generated-content content-creators blt byte latent transformer whistleblower musk-s laptop billing music-tools geo-location geospatial realistic-virtual-styles scene-switching writing style-matching world-models 2024-11 100x-faster sana flux-1-tools standard-intelligence kling-ai gaming product-update claude-3-5-haiku feature-comparison data-analysis model-gap runway-gen-3 consulting ideogram gemini-1-5-pro gemini-1-5-flash dall-e privacy-first-ai small-language-models photorealistic memory-management model-naming legislation law policy tech-policy gpt-2 llama-3-2 visual-tools strawberry industry-dynamics video-game-generation ai-systems ai-customization personalization ai-policy sb-1047 california-legislation ai-legislation mergekit ai-community model-merging human-brain-cells stop-being-evil neurotechnology sustainable-ai tech-news project-strawberry industry-leaders ai-learning continuous-learning topology chatbot-arena google-deepmind midjourney-v6 claude-3 collaboration 10-million-hours-audio gold-medal comet aws 64000-tech-workers-displaced black-friday employee-layoffs fired anysphere arxiv dialogue doctor-ai dosage-safety doctor-diagnostic electronic-health-record drug-interaction durable-medical-equipment dosage-calculation doctor-performance guides email management agent kilo-code invite-feature durability cerebral-organoid brain-on-chip ethical-issues figma-make figma-sites formal-math formal-theorem-proving bioacoustic-ai conservation naturelm-audio education educational error eventually chatgpt-search jailbreak hunyuan-3d-2.0 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
xAI Open-Sources Grok 2: A Look at Musk's Promise and Outdated AI
Aug 23, 2025

xAI Open-Sources Grok 2: A Look at Musk's Promise and Outdated AI

xAI released Grok 2 as open weights, but the model is already behind the frontier. What the open-source...

ai-leaders grok-2
Fal.ai: The OpenRouter of Media - One API, 600+ Generative Models, Focused on Performance
Aug 23, 2025

Fal.ai: The OpenRouter of Media - One API, 600+ Generative Models, Focused on Performance

Fal.ai has positioned itself as the central API hub for generative media, offering developers a unified interface to...

DeepSeek-V3.1: The Hybrid AI Model Stepping Towards the Agent Era
Aug 21, 2025

DeepSeek-V3.1: The Hybrid AI Model Stepping Towards the Agent Era

DeepSeek just dropped V3.1, and it’s causing a serious stir in the AI community. This is another solid...

agentic-coding agentic-tasks
China's Open-Weight AI Dominance: Qwen3, GLM-4.5, and Kimi-K2 Lead the Way
Aug 20, 2025

China's Open-Weight AI Dominance: Qwen3, GLM-4.5, and Kimi-K2 Lead the Way

Chinese AI labs have taken the lead in open-weight models, and it’s not even close. While everyone’s arguing...

china china-bench
BenchBench: The AI Benchmark That Makes Zero Sense (And Why That's Perfect)
Aug 19, 2025

BenchBench: The AI Benchmark That Makes Zero Sense (And Why That's Perfect)

AI benchmarks are broken. MMLU, RE-Bench, ARC-AGI, FrontierMath – they all get saturated faster than a sponge in...

Open-Weight AI: China's Lead, Meta's Play, and Google's Niche
Aug 19, 2025

Open-Weight AI: China's Lead, Meta's Play, and Google's Niche

The large language model (LLM) space is splitting into two distinct lanes. On one side, we have the...

ai-leaders big-number
Claude Opus 4 Can End Conversations Now – Anthropic's Bold Move into AI Model Welfare
Aug 18, 2025

Claude Opus 4 Can End Conversations Now – Anthropic's Bold Move into AI Model Welfare

Anthropic just gave Claude Opus 4 and 4.1 the ability to hang up on users. This isn’t a...

ai-leaders anthropic
AI Fiesta is a SCAM: 400k Token Monthly Limits for 12 Dollars
Aug 18, 2025

AI Fiesta is a SCAM: 400k Token Monthly Limits for 12 Dollars

AI Fiesta is getting absolutely roasted across social media, and for good reason. This new AI aggregation platform...

Claude Sonnet 4s 1M Token Window: More Power, More Cost?
Aug 14, 2025

Claude Sonnet 4s 1M Token Window: More Power, More Cost?

Anthropic just pushed out a significant update for Claude Sonnet 4: a 1 million token context window. This...

anthropic claude-sonnet
GPT-5 Rollout: OpenAI's Tactical Retreat and the Future of AI Defaults
Aug 13, 2025

GPT-5 Rollout: OpenAI's Tactical Retreat and the Future of AI Defaults

OpenAI’s GPT-5 rollout was a case study in how not to launch a major product, despite the underlying...

ai-leaders gpt-5
AI Costs in 2025: Cheaper Tokens, Pricier Workflows – Why Your Bill is Still Rising
Aug 13, 2025

AI Costs in 2025: Cheaper Tokens, Pricier Workflows – Why Your Bill is Still Rising

The AI economy in 2025 is a study in contrasts: raw AI token costs continue to plummet, yet...

agentic-coding agentic-tasks
GLM-4.5: Solid Writing Model That Matches the Competition
Aug 12, 2025

GLM-4.5: Solid Writing Model That Matches the Competition

When new language models drop, everyone wants to know one thing: can it count the number of ‘R’s...

ai-leaders benchmark
GPT-5 Nano on Cline: Cheap, Capable, Slow — Perfect for Parallel Agents
Aug 12, 2025

GPT-5 Nano on Cline: Cheap, Capable, Slow — Perfect for Parallel Agents

Short version: GPT-5 Nano inside Cline is a practical, low-cost coding agent that follows tools well and can...

GPT-5: A Practical Upgrade — Fast, Strong at Code, Flawed on Routing and Voice
Aug 12, 2025

GPT-5: A Practical Upgrade — Fast, Strong at Code, Flawed on Routing and Voice

Quick takeaway: GPT-5 is a meaningful step forward for developers and day-to-day workflows because of speed, extended context,...

2025-08-12 agentic-coding
How to Pick the Right GPT-5 Model as a Developer
Aug 9, 2025

How to Pick the Right GPT-5 Model as a Developer

The GPT-5 family gives developers five clear options for different jobs. Pick the wrong one and you pay...

ai-leaders coding-assistant
GPT-5 rollout update: autoswitcher fixes, GPT-4o demand, rate limits, and a new middle tier
Aug 8, 2025

GPT-5 rollout update: autoswitcher fixes, GPT-4o demand, rate limits, and a new middle tier

Sam Altman ran an AMA that laid out a clear status update on the GPT-5 rollout and the...

GPT-5: OpenAI's New Flagship for Coding, Reasoning, and Agents
Aug 8, 2025

GPT-5: OpenAI's New Flagship for Coding, Reasoning, and Agents

OpenAI released GPT-5 as its new flagship model aimed at coding, deep reasoning, and multi-step agent work. The...

agentic-coding ai-leaders
GPT-5 Speculation Roundup: Launch, Models, Pricing, and What�e2�a0s Actually Likely (Aug 7, 2025)
Aug 7, 2025

GPT-5 Speculation Roundup: Launch, Models, Pricing, and Whate2a0s Actually Likely (Aug 7, 2025)

OpenAI is signaling a GPT-5 reveal at 10 AM PT today. The event name LIVE5TREAM isne2a0t subtle, and...

2025-08-07 ai-leaders
Sloptimization: GPT-OSS-120B Looks Great on Paper, Stumbles in Production
Aug 6, 2025

Sloptimization: GPT-OSS-120B Looks Great on Paper, Stumbles in Production

The point: GPT-OSS-120B is fast and cheap, not strong. Its a clear case of sloptimizationshaping a model to...

ai-leaders benchmark
Claude Opus 4.1: The Coding Monster
Aug 5, 2025

Claude Opus 4.1: The Coding Monster

Claude Opus 4.1 just dropped, and it’s not just another incremental update. This thing is hitting 74.5% on...

anthropic benchmark
Qwen-Image: Another Open Text-to-Image Option With Decent Editing
Aug 5, 2025

Qwen-Image: Another Open Text-to-Image Option With Decent Editing

Alibaba’s Qwen-Image is a 20B parameter, open weights text-to-image model that does reasonably well with short text placement...

2025-08-05 ai-leaders
The 20% Toolkit: Specialized LLMs Developers Actually Need in 2025
Aug 4, 2025

The 20% Toolkit: Specialized LLMs Developers Actually Need in 2025

The short version: use the main five for 80% of your work — o3, Claude Sonnet 4, Gemini...

The Clowns of Naming: OpenAI and Qwen's Confusing AI Model Names
Aug 2, 2025

The Clowns of Naming: OpenAI and Qwen's Confusing AI Model Names

When it comes to naming AI models, it feels like we’re in a bad sitcom. There’s bad naming,...

Midjourney's Video Model Gets Looping and Start/End Frames: The Best Vibes in AI Video
Aug 2, 2025

Midjourney's Video Model Gets Looping and Start/End Frames: The Best Vibes in AI Video

Midjourney just dropped video model updates that include seamless looping capabilities and start/end frame customization. While the video...

2025-08-02 2025-08-05
Runway ML Aleph: The AI Video Editor That's About to Change Everything
Aug 2, 2025

Runway ML Aleph: The AI Video Editor That's About to Change Everything

Runway ML just dropped Aleph, and based on the early demos, this thing is genuinely wild. This isn’t...

← Prev 1 … 8 9 10 11 12 … 27 Next →

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.
@AdamHoltererer on X

Links

They're clicky!

Follow me on X Visit Ironwood AI →

© 2026 Adam Holter. All rights reserved.

Ironwood AI