Market context for this story
Loading quotes…
Informational only — not investment advice. Full markets →
Barry, OppHub America Desk · · Source: decrypt
Mira Murati's Inkling AI Model Debuts: Open-Source AI Impacts U.S. Tech Investing
💡 U.S. investors should keenly observe: * The impact of open-source models like Inkling on the competitive landscape for established AI players, including those producing proprietary models. * Nvidia ($NVDA) and other semiconductor firms may see continued demand from complex AI models requiring significant computational resources. * Evaluate the cost-benefit ratio of deploying high-parameter models for specific business applications, particularly for U.S. tech companies considering AI integration.
Thinking Machines Lab, led by Mira Murati, released Inkling, touted as the top open-source AI model from a Western lab. While technically impressive for agentic tasks, its high operational costs and inconsistent raw performance highlight ongoing challenges and opportunities within the competitive U.S. AI sector.
(1) What happened Thinking Machines Lab, founded by Mira Murati, launched its first major artificial intelligence model, Inkling. Released on OpenRouter, this 975-billion-parameter open-source model was developed from scratch over two years and features abilities across text, image, and audio with a 1-million-token context window.
(2) Who Mira Murati, formerly of OpenAI, leads Thinking Machines Lab, the developer of Inkling. The model is available for use on OpenRouter, a platform allowing AI model integration. Competitors mentioned include Alibaba’s Qwen, Z.ai’s GLM, Moonshot AI’s Kimi, Nvidia, and Mistral, indicating a global race in AI development.
(3) Tickers / sectors Nvidia ($NVDA) is specifically mentioned as a competitor in Western open-source AI. The broader AI (Artificial Intelligence) and semiconductor sectors are implicated in this development, as are companies involved in AI infrastructure and applications.
(4) Winners / losers Inkling's strong performance in agentic tool use (as measured by MCP Atlas and SWE-Bench Verified scores) suggests potential benefits for businesses seeking advanced AI agents. However, its high operational cost ($1 per million input tokens, $4.05 per million output tokens) and performance shortcomings in basic coding tasks compared to lower-parameter models present a challenge for widespread, cost-effective adoption by average users or smaller developers. Open-source developers seeking advanced agentic capabilities may benefit, while cost-sensitive users might face higher expenses.
(5) What to watch Investors should monitor the adoption rate of Inkling for agentic workflows on platforms like OpenRouter, assessing whether its specialized capabilities justify its operational costs. Further advancements in cost-efficiency and improvements in raw performance will be crucial for its broader impact on the U.S. AI landscape and the global competition for AI dominance.
Based on reporting from decrypt.
Read the full story
Original reporting and related coverage — attribution links only, not paid recommendations.
Trade this story
Robinhood
Webull
Tradier
IBKR
- SAT-ACT prep with Growth Wise →
- Shop on Amazon →
- Launch a site with Hostinger →
- Form a U.S. company with Zenind →
Broker buttons use invite / refer-a-friend links (rewards may be capped). Other partner links may pay OppHub America a commission at no extra cost to you.
OppSHOP
Full OppSHOP →Curated tools and reads — shopping here helps keep OppHub America free.
Story playbook
A pre-built map of what to watch — stocks, ETFs, and educational next steps. Not personalized advice.
Snapshot date: July 26, 2026 at 11:18 AM ET
This playbook was built when the story published and is not live-updated. Prices, news, and risk can change after this date — treat it as a starting map, not a current trade ticket.
Story → money map
Open-Source AI Infrastructure
Former OpenAI executive Mira Murati released a powerful new open-source AI model called Inkling that requires massive computing power to run. Investors care because it changes the competition in the tech world and keeps heavy demand on the hardware chips that power artificial intelligence.
What changed
Thinking Machines Lab released Inkling, a 975-billion-parameter open-source AI model created by Mira Murati.
Who wins / who loses
Advanced AI infrastructure and chip providers benefit from complex model demands, while smaller or less efficient developers face high operational cost hurdles.
Time horizon
Think in terms of the next few weeks.
Confidence & best fit
medium confidence · Long-term investor, Active trader
Safer theme exposure (ETFs)
Baskets that own the theme without betting on one company.
Single stocks (higher risk)
Primary = closest to the story · Peers = same industry · Second-order = knock-on effects · Avoid = looks related but may be a trap
Primary
- $NVDAWatch — track, don’t rush
Nvidia makes the powerful computer chips required to train and run giant artificial intelligence models.
View $NVDA chart → · End-of-day delayed data
Peer
- $MSFTWatch — track, don’t rush
Microsoft invests heavily in closed AI systems and must compete with free, open-source software.
View $MSFT chart → · End-of-day delayed data
- $GOOGLWatch — track, don’t rush
Google creates its own artificial intelligence tools and faces new rivals releasing open-source models.
View $GOOGL chart → · End-of-day delayed data
Options (education only)
No strikes or expiries — a framework for how traders might express the view. Options can expire worthless.
Beginners should skip options here and stick to observing how the broader tech sector reacts to new open-source software releases.
See options-friendly brokers →Income / OppHub America angle
Not a trade tip — ways to use the insight outside the market.
- Explore cloud-based developer platforms offering OpenRouter integrations for third-party AI deployment testing.
What would break this thesis
- Rapid drop in developer adoption or prohibitive hosting costs stalling open-source AI deployment entirely.
What to do next on OppHub America
Saved playbooks stay on this device for now.
Important
Not financial advice. OppHub America playbooks are educational market maps only — not recommendations to buy, sell, or hold any security. Markets move fast; information can be wrong or outdated. Trade and invest at your own risk. Do your own research or consult a licensed advisor.