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2026 Tech Comp Traps: Year-2 Sign-On Cliffs, Backloaded Vesting, and 83(b) Tax Math
Most compensation calculators only show Year 1 Total Compensation. That single number looks clean on…
Ai Politics
𝗪𝗵𝗼 𝗥𝗲𝗮𝗹𝗹𝘆 𝗪𝗮𝗻𝘁𝘀 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 𝗢𝘃𝗲𝗿 𝗔𝗜? Jensen Huang's sudden departure from NVIDIA has raised questions …
Keep a RAG index in sync with a docs site by re-embedding only the chunks that changed
A support bot or internal assistant built on a documentation site goes stale the week after launch. …
The other half of the software factory
Software factories are back in my feed, and the argument is the one I thought we had settled twenty …
Google Gemini Personal Intelligence Connects Selected Apps for Contextual Answers
Google has introduced Personal Intelligence for Gemini, an opt-in beta that lets the Gemini app use …
AI agent startup LangChain hits $3B valuation
LangChain now claims 7,000 customers of its model and platform agnostic agent management tool LangSm…
Thinking Machines Lab releases Inkling 2 Small weights under Apache 2.0 — 594B MoE, top open-weights model on DesignArena
Thinking Machines Lab updated its Inkling 2 Small announcement yesterday (Nov 12): the model's weigh…
Building Ribbonlab, a 3D Animated Background Generator
Originally published on ayurchenko.xyz. The image above opens the live editor. Ribbonlab is a fre…
How does the Imprint MCP server work?
How does the Imprint MCP server work? Imprint released an MCP server on November 11, 2026, in the …
Design Systems for Coding Agents: 11 Builds, Measured
Originally published on ayurchenko.xyz. I gave one AI agent the same brief again and again: with no…
General-Purpose GPUs vs Dedicated AI ASICs for Training: The Flexibility Tax
A training cluster is a bet on which arithmetic it will run for the next three years. dedicated AI t…
5 sales forecasting tools, ranked by data transparency and fit.
The most accurate enterprise tool has no public pricing. Accuracy depends on your data quality, not…