A former Nvidia researcher trained a TTS model on a single GPU, open-sourced it to 31k GitHub stars, and built it into an 8-million-user, $21M-ARR business. The open weights are free to self-host; the newest model is API-only. Here's what it is, how to start, and the open-core lesson for founders.
Anthropic shipped 'Record a Skill' in Claude Cowork on July 21: screen-record yourself doing a task, talk through it, and Claude turns it into a skill it can run again. No prompt, no SKILL.md, no API wiring — the input to automation just became a demonstration.
An AI agent that dies mid-tool-call and forgets everything isn't a product — it's a demo. Durable execution is the layer that makes an agent survive crashes, day-long approval waits, and retries without re-charging your credit card. Here's which of the three engines fits which team.
LanceDB and Chroma give you retrieval. mem0 and Zep give you memory. Teams reach for a memory layer when a vector database would have done — and reach for a raw vector database when they're about to rebuild mem0 by hand. Here's the line between them.
A notebook stored as plain .py with spreadsheet-style reactivity kills Jupyter's two worst failure modes: unreviewable JSON diffs and out-of-order hidden-state bugs.
Send most of your traffic to a cheap model and only pay frontier prices when something actually breaks. Here's the retry, timeout, and validation-gate code that makes that safe.
If you're a solo founder, becoming a global tax entity is the last thing you want to spend a week on. Polar is a developer-first Merchant of Record that handles checkout, worldwide VAT/sales tax, and usage-based AI billing for you — including per-token and per-agent-run metering. What it is, who's behind it, how to start, and what it costs.
If you're building anything that reads the web — a RAG app, a research agent, a competitor tracker — Firecrawl is the tool that turns messy HTML into model-ready markdown. What it is, who it's for, how to start, and what it costs.
Anthropic put its non-coding office agent on web and mobile. For a founder who IS the ops team, the pitch is simple — hand off async work, get pinged only when a decision needs you.
Nine repositories tackling the hardest unsolved problem in agent design — remembering, retrieving, and forgetting across the lifetime of a conversation.
A field guide to the Model Context Protocol repositories that actually matter — the SDKs, the reference servers, and the connectors that earn a place in your config.
The dozen codebases that quietly define what it means to be an agent in 2026 — frameworks, orchestration layers, and the tools that turn intent into action.