Wednesday, January 21, 2026

Microsoft OpenAI docs leak 📄, X open sources algo 👨‍💻, MCP vs Skills vs Agents 🤖

Elon Musk's lawsuit against OpenAI has unveiled over 200 documents that offer an inside look into the relationship between OpenAI and Microsoft ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

TLDR

Together With Microsoft Azure

TLDR 2026-01-21

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Big Tech & Startups

The Microsoft-OpenAI Files: Internal documents reveal the realities of AI's defining alliance (27 minute read)

Elon Musk's lawsuit accusing OpenAI and its CEO Sam Altman of abandoning the nonprofit mission has unveiled over 200 documents that offer an inside look into the relationship between OpenAI and Microsoft. Musk, an OpenAI co-founder, is seeking up to $134 billion in damages, with a jury trial scheduled for this Spring. The files reveal how Microsoft pursued, rebuffed, and backed OpenAI at various moments over the past decade. The previously undisclosed emails, messages, slide decks, reports, and deposition transcripts show how Microsoft ultimately shaped the course of the lab that launched the generative AI era.
X open sources its algorithm while facing a transparency fine and Grok controversies (6 minute read)

X has open sourced its algorithm, giving the world a peek behind the company's algorithmic curtain. The site's algorithm considers engagement history and surveys recent in-network posts when finding content for individual users. It conducts a machine-learning-based analysis of 'out of network' posts that it believes the user might also find appealing. The algorithm then filters out certain kinds of posts, as well as content deemed too violent or spam-like, and ranks the content based on what it thinks users will find most appealing.
🚀

Science & Futuristic Technology

Moderna, Merck Report Positive Results From Cancer-Vaccine Study (1 minute read)

In a Phase 2b trial, Moderna and Merck's cancer vaccine reduced the risk of relapse or death in melanoma patients by 49% when used in combination with Merck's immunotherapy Keytruda, compared to when using Keytruda alone. The results illustrate mRNA's potential in cancer care. The treatment continues to demonstrate sustained and clinically meaningful improvement. The companies are currently running eight Phase 2 and Phase 3 clinical trials across multiple tumor types.
The first commercial space station, Haven-1, is now undergoing assembly for launch (14 minute read)

The International Space Station is due to be decommissioned in less than five years, but NASA has yet to formally publish rules and requirements for a potential replacement. There are currently four main contenders for NASA's commercial space station program: Voyager Technologies, Axiom Space, Blue Origin, and Vast Space. NASA is expected to select one or two of these companies for contracts later this year. This article contains an interview with Vast's chief executive, Max Haot. Vast is currently building a smaller interim space station capable of short-duration stays called Haven-1.
💻

Programming, Design & Data Science

📊 How many dashboards is too many? (Sponsor)

Every new monitoring tool, service, or "quick integration" adds another dashboard to the pile—and before you know it, you're spending more time switching between tools than actually building. With Microsoft Azure, your entire stack lives in one workspace: infrastructure, data, AI, and more. See how Azure brings it all together →
MCP, Skills, and Agents (10 minute read)

Harnesses are constantly improving by iterating on what works well. However, every time someone releases a new behavior, the thought leaders of the internet determine that it has replaced all previous functionality. Developers should try both skills and MCP to learn the fundamentals of how the technology works and what that means for managing the context window. How the technologies shift in the future depends entirely on the workflows they help people solve.
Skills.sh (Website)

Skills are reusable capabilities for AI agents. This site contains an open agent skills ecosystem with a collection of skills anyone can install with a single command to enhance their agents with access to procedural knowledge. The site contains thousands of skills. The index is searchable and shows how many times each skill has been installed.
🎁

Miscellaneous

I'm addicted to being useful (5 minute read)

People think software engineers are addicted to being useful, driven by an addiction to solving puzzles, or drawn by power and money. What actually motivates software engineers is often more of an internal compulsion. It's worth figuring out what really motivates you so that you can harness that compulsion most effectively.
Agentic AI and The Mythical Agent-Month (6 minute read)

The concept of 'Scalable Agency', where a developer could theoretically spin up thousands of agents to complete tasks faster, relies on a flawed assumption that software engineering is an embarrassingly parallel task. Context loading is not the same as common knowledge, and reading tokens is not the same as understanding the causal chain of changes across a system. Adding manpower to a late software project makes it later. Multi-agent systems do not escape this law, they simply hit the wall of state-space explosion faster than humans do.

Quick Links

TLDR is hiring a Senior Software Engineer, Applied AI ($200k-$300k, Fully Remote)

As the first engineer on TLDR's new Applied AI team, you'll build AI agents and composable Claude Skills to let non-technical teammates create their own AI workflows. Learn more.
syntux (GitHub Repo)

syntux is a generative UI library that is consistent and flexible.
The Tragedy of the Agentic Commons (18 minute read)

AI agents help facilitate better match quality through centralized mechanisms in 'thin' markets.
The Microstructure of Wealth Transfer in Prediction Markets (26 minute read)

Prediction markets are creating a systematic wealth transfer, where impulsive Takers pay a structural premium for affirmative outcomes while Makers capture an 'Optimism Tax' simply by selling into this biased flow.
Software as clay on the wheel (6 minute read)

Just like when working with clay, when software doesn't work, you throw it back, refine it, and spin again until it's right.
Netflix to pay all cash for Warner Bros. to fend off Paramount hostile takeover (8 minute read)

Netflix originally planned to buy each Warner Bros. share with $23.25 in cash and $4.50 in Netflix stock, but it has amended the deal to sweeten the offer for shareholders.
pipenet (Website)

pipenet is an alternative to localtunnel that bundles client and server to host self-hosted tunnel infrastructure for full control over security, domains, and availability.

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Thanks for reading,
Dan Ni & Stephen Flanders


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