TLDR FoundersDecember 24, 2025

TLDR FOUNDERS 2025-12-24

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01HEADLINES & TRENDS

CONTEXT GRAPHS COULD BECOME AI'S NEXT TRILLION-DOLLAR PLATFORM

AI agents expose a missing enterprise layer: decision traces that capture exceptions, approvals, and precedent that never make it into systems of record. Startups that sit in the agent execution path can persist these traces at decision time, forming context graphs that explain not just what happened, but why it was allowed. This shifts power away from CRMs and data warehouses toward new systems of record built around decision lineage and autonomy.

links.tldrnewsletter.com12 min read

THE COORDINATION TAX

The structural logic for knowledge work is moving toward smaller teams with larger AI support. Companies that recognize this will operate at cost structures their competitors cannot match. Executives' value will lie in judgment, not coordination. The agent built from years of direct context that exists nowhere else is irreplaceable.

codegood.co11 min read

02STRATEGIES & TACTICS

THIS WEEK ON HOW I AI: HOW TO GET YOUR WHOLE TEAM EXCITED ABOUT AI

Brian Greenbaum, product designer at Pendo, became an AI advocate after a Slack message on paternity leave, leading workshops and implementing tools across teams. His approach includes rapid experimentation with AI tools and offers a playbook for organizational adoption, enhancing creativity and strategy influence. Becoming an AI champion, as Greenbaum emphasizes, significantly boosts career opportunities.

lennysnewsletter.com2 min read

THE LAST PRODUCT TO GET CANCELLED

The 'vitamin vs painkiller' metaphor is a prime example of perfect hindsight, non-actionable startup advice. No founder sets out intending to build a vitamin, it's just difficult to come up with actionable tests of what's what. This article presents some concrete tests to help founders create more certainty. The advice is likely most helpful for B2B founders currently navigating product-market fit and early sales.

ablg.io7 min read

03TOOLS & RESOURCES

SUPER AGENTS BY CLICKUP

Super Agents by ClickUp are configurable AI agents that can be created, assigned, and managed directly within ClickUp workflows to automate tasks and coordination.

clickup.comTool

/AGENT BY FIRECRAWL

/agent by Firecrawl is an API that autonomously searches, navigates, and extracts structured data from complex websites based on a data description.

firecrawl.devTool

AIDENT AI

Aident AI is a natural-language automation tool that converts plain English instructions into agent-based workflows and scripts across connected tools.

aident.aiTool

04MISCELLANEOUS

$3B TO ZERO - HOW LUMINAR COLLAPSED

Austin Russell became one of the youngest self-made billionaires when Luminar went public in 2020. By December 2025, the lidar company filed for Chapter 11. This article digs into what happened in between - Luminar bet everything on Volvo, which kept expanding its order from 39,500 sensors to 1.1 million over three years. Then, Volvo made lidar optional instead of standard, cutting volumes by 90%. There's a lot to unpack here about concentration risk, why "lifetime volume" projections aren't the same as purchase orders, and what happens when your only customer changes their mind.

newsletter.failory.com6 min read

THE REAL ECONOMICS OF SAAS VERSUS AI COMPANIES

AI companies need higher revenue or pricing power to match SaaS profit per customer due to structurally lower margins. AI can tap larger budgets, but must rely on volume, pricing power, and efficiencies in costs like compute to be competitive. The math hasn't changed, only the economic inputs have, making understanding these differences crucial for evaluating financial outcomes in AI versus SaaS.

thesaascfo.com8 min read