Jeff Bezos said, "Your margin is my opportunity." Does this apply in software & AI? Yes—but not on price. 🧵
Tom Tunguz created an AI meeting‑review agent that acts like a coxswain, silently analyzing recordings of pitch meetings, one‑on‑ones and investor calls. The system scores each conversation on a five‑point rubric—active listening, empathy, questioning, clarity and technical depth—providing concrete feedback...
The early 20th‑century assembly line slashed Model T production time by 90%, triggering a wave of consolidation that left only 44 automakers by 1929. Today, AI‑driven coding assistants are delivering comparable productivity gains—55‑81% faster development—in roughly five years. The auto boom...
Recent advances have pushed tool‑calling accuracy for large language models past the 90% mark, a dramatic leap from the sub‑50% success rates seen two years ago. This improvement is driven by trillion‑parameter models that excel at context‑rich orchestration, while smaller...
Will designers design first in a world where AI can code software immediately, or just describe the design? Will large enterprises pay for premium observability when AI can migrate & monitor open source competitors? As Michael Mauboussin writes, there’s information in...

After a decade of success, the modern data stack has entered consolidation. What comes next? The postmodern data stack is AI. The modern data stack created more than $100 billion in market cap with a simple promise : move the data via...
The author describes how Anthropic’s Claude Cowork scanned a personal folder of scripts—email, CRM, research, and drafting tools—and incorporated them into its memory, enabling the same capabilities through a conversational interface. This transformation turns static, terminal‑bound utilities into a portable...

Salesforce, Datadog & Epic are building walls. After two decades of flourishing through open APIs & data portability, the software industry's largest incumbents are locking down. https://t.co/7n6Tio3aJK
After two decades of thriving on open APIs, major software platforms are erecting barriers. Salesforce limited Slack’s API calls, Datadog disabled a rival observability startup, and Epic faces a lawsuit over restricting patient‑record access. The acceleration of AI‑driven development enables...

The post argues that the software era has moved from merely adopting tools to mastering the specific paths—called trajectories—through which those tools are used. By tracking how users interact with CRM, IDEs, or AI assistants, companies can automate processes, refine...
strategy should hurt. if you aren't making painful trade-offs, you haven't prioritized. • one goal, one owner • shared ownership = no ownership molly graham on @lennysan: https://t.co/RW7eAWk6kI
Meta is acquiring Manus for $2 billion. Manus disclosed $100 million in ARR achieved in eight months, 147 trillion tokens processed since launch. Can we use those figures to explain the acquisition price?
Meta announced a $2 billion acquisition of Singapore‑based AI agent firm Manus, which reported $100 million annual recurring revenue and 147 trillion tokens processed since its March 2025 launch. The deal underscores the relevance of gross profit per token as a valuation lens,...
Motive, the AI-powered fleet management company formerly known as KeepTruckin, filed their S-1 this week. The company has grown tremendously & in this post, we compare it to Samsara at IPO :
Every year I make a list of predictions & score the previous year’s. You can find my 10 Predictions for 2026 here. 2025 was a good year : I scored 7.85 out of 10. 1. The IPO market rips. Score...
11 Predictions for 2026 Every year I make a list of predictions & score last year’s predictions. 2025 was a good year : I scored 7.85 out of 10. Here are my predictions for 2026 : 1. Businesses pay more for AI agents...

Tom Tunguz outlines twelve 2026 forecasts, from AI agents commanding higher fees than human workers to a record‑breaking liquidity wave driven by IPOs from SpaceX, OpenAI and others. He predicts vector databases becoming essential AI infrastructure and agents autonomously handling...
Despite open-source AI models being 10-100x cheaper, proprietary providers haven’t lost pricing power. OpenRouter’s data reveals a market splitting in two. Over the last year, open-source models’ market share has remained stable around 22-25%, briefly spiking to 35% during the explosive...
The AI market is splitting into two distinct camps: open‑source models, which remain roughly 22‑25% of usage despite being 10‑100× cheaper, and proprietary providers that retain pricing power for high‑value workloads. Open‑source share held steady, briefly spiking to 35% during...
The median age of founders raising venture capital is climbing about six months each year, a shift driven by three forces: the surge in AI‑focused funding, the growing dominance of B2B models, and a media narrative that over‑highlights youthful, consumer‑centric...
Enterprises are adopting two distinct context databases—operational and analytical—to serve as the new system of record for AI agents. Operational databases capture procedural knowledge and trade secrets, while analytical databases encode metric definitions and reasoning logic. The article emphasizes that...

A new study from OpenAI shows AI saves the average white-collar worker 54 minutes per day. Where does all that value go? BLS data shows median weekly earnings for full-time workers hit $1,165 in Q3 2024, or $60,580 annually. Across 2,080...
A new OpenAI study finds AI saves white‑collar workers 54 minutes daily, translating to roughly $7,282 of recovered productivity per seat each year. Current SaaS pricing—ChatGPT Plus, Microsoft 365 Copilot, Google Workspace AI, and Gamma—captures only 3‑5% of that value,...
Streaming is the next category to consolidate within the modern data stack. IBM announced its intent to acquire Confluent. The deal values Confluent at $11.1 billion, or 10.0x LTM revenue. Confluent commands more than 40% of the Fortune 500 as customers...
IBM announced an $11.1 billion acquisition of Confluent, valuing the streaming‑platform provider at 10 × its last‑twelve‑month revenue. Confluent, the commercial arm behind Apache Kafka, serves more than 40 % of Fortune 500 firms and posted Q3 revenue of $298.5 million, up 19.3 % YoY, with...
Fivetran and dbt Labs announced an all-stock merger combining the two companies into a single entity approaching $600M in ARR. The deal unites ingestion and transformation layers of the modern data stack to better compete with larger incumbents like Snowflake...