activescott's Notes

Public notes from activescott

Sunday, January 25, 2026

Clawdbot is, at a high level, two things:

An LLM-powered agent that runs on your computer and can use many of the popular models such as Claude, Gemini, etc. A “gateway” that lets you talk to the agent using the messaging app of your choice, including iMessage, Telegram, WhatsApp and others.

Which brings me to the most important – and powerful – trait of Clawdbot: because the agent is running on your computer, it has access to a shell and your filesystem. Given the right permissions, Clawdbot can execute Terminal commands, write scripts on the fly and execute them, install skills to gain new capabilities, and set up MCP servers to give itself new external integrations.

The AI Gateway is designed for fast, reliable & secure routing to 1600+ language, vision, audio, and image models. It is a lightweight, open-source, and enterprise-ready solution that allows you to integrate with any language model in under 2 minutes.

Blazing fast (<1ms latency) with a tiny footprint (122kb)
Battle tested, with over 10B tokens processed everyday
Enterprise-ready with enhanced security, scale, and custom deployments

What can you do with the AI Gateway?

Integrate with any LLM in under 2 minutes - Quickstart
Prevent downtimes through automatic retries and fallbacks
Scale AI apps with load balancing and conditional routing
Protect your AI deployments with guardrails
Go beyond text with multi-modal capabilities
Explore agentic workflow integrations
Manage MCP servers with enterprise auth & observability using MCP Gateway

Saturday, January 24, 2026

Shortly after Transportation Secretary Sean Duffy took office in February, the DOT suspended the $5 billion National Electric Vehicle Infrastructure Formula Program, which was part of the Infrastructure Investment and Jobs Act that Biden signed into law in 2021.

The Trump administration has pursued a number of policies to boost the sale of gas-powered vehicles and cut EV incentives for automakers and consumers.

imagine that you can ask Leo Tolstoy a question. Or ask for the opinion of a departed loved one. Or create a digital copy of yourself that will continue to manage your projects after your death. Does it sound like science fiction? For the Russian futurologist Alexei Turchin and a small but enthusiastic community of enthusiasts, this is already the current reality, available here and now. Ultra-large language model technologies (LLM) have paved the way for the creation of digital personality replicas - processes known as sideloading (loading a living person) and offloading (resurrection of the deceased).

A person is 30 trillion cells, each with 500 megabytes of DNA. Supernanotechnology life machine. And in total, it's an alcoholic going for a bottle, or a girl going to study. A typical situation when something simpler is made from supermaterial at the next level. But the material itself can't produce this simple thing. You can't get an alcoholic without 30 trillion cells.

If we talk specifically about the example, there are 100 billion neurons in the brain. If each neuron has 10 thousand inputs, at each input there is a synaptic slit with a changing transmission coefficient of 1 byte, then you can calculate the weights. There will be 1 quadrillion of them. There are no such models now, but it seems that everything is going to this. There are models with several trillion parameters. Another thing, they are superior to any person. A person has an incredible redundancy in the brain. Side-loading is based on the idea that a person is a program that works on top of some "hardware". It consists of information that we can discover. There are no hidden scales important for the model.

There were studies of the volume of human conscious memory. This is about 1-2 gigabytes, which a person can turn to for reading and writing. This includes knowledge of languages, childhood memories, professional knowledge. It's very little. If we could pump out these 2 gigabytes, we could create a very accurate personality model.

Day one actions of his presidency included restoring U.S. participation in the Paris Agreement, revoking the permit for the Keystone XL pipeline and halting funding for the Mexico–United States border wall.[3] On his second day, he issued a series of executive orders to reduce the impact of COVID-19, including invoking the Defense Production Act of 1950, and set an early goal of achieving one hundred million COVID-19 vaccinations in the United States in his first 100 days.[4] The first major legislation signed into law by Biden was the American Rescue Plan Act of 2021, a $1.9 trillion stimulus bill that temporarily established expanded unemployment insurance and sent $1,400 stimulus checks to most Americans in response to continued economic pressure from COVID-19.[5] He signed the bipartisan Infrastructure Investment and Jobs Act, a ten-year plan brokered by Biden alongside Democrats and Republicans in Congress to invest in American roads, bridges, public transit, ports and broadband access.[6]

Biden appointed Ketanji Brown Jackson to the U.S. Supreme Court—the first Black woman to serve on the court. In response to the debt-ceiling crisis of 2023, he negotiated and signed the Fiscal Responsibility Act of 2023, which restrains federal spending for fiscal years 2024 and 2025, implements minor changes to SNAP and TANF, includes energy permitting reform, claws back some IRS funding and unspent money for COVID-19, and suspended the debt ceiling to January 1, 2025.

The foreign policy goal of the Biden administration was to restore the U.S. to a "position of trusted leadership" among global democracies in order to address the challenges posed by Russia and China. Biden signed AUKUS, an international security alliance together with Australia and the United Kingdom. He supported the expansion of NATO with the additions of Finland and Sweden. Biden approved a raid which led to the death of Abu Ibrahim al-Hashimi al-Qurashi, the leader of the Islamic State, and approved a drone strike which killed Ayman Al Zawahiri, leader of Al-Qaeda. He completed the withdrawal of U.S. military forces from Afghanistan, declaring an end to nation-building efforts and shifting U.S. foreign policy toward strategic competition with China and, to a lesser extent, Russia.

He responded to the Russian invasion of Ukraine by imposing sanctions on Russia and providing Ukraine with over $100 billion in combined military, economic, and humanitarian aid.[19][20] During the Gaza war, Biden condemned the actions of Hamas and other Palestinian militants as terrorism, and announced American military support for Israel; he also sent humanitarian aid to the Gaza Strip and brokered a four-day temporary pause and hostage exchange in 2023 followed by a three-phase ceasefire in January 2025.

Friday, January 23, 2026

E-bikes are bicycles that are assisted by an electric motor. Some e-bikes only provide electric assistance when the rider is pedaling while others can propel the e-bike using electric power alone. Either way, a legal e-bike will always have pedals and a maximum speed of 20mph (when using electric power) or 28mph (with the rider pedaling). The power output from an e-bike motor will never exceed 750 watts.

Electric motorcycles are electrically powered cycles that often do not have operable pedals (but may have foot pegs/ brackets/supports). If the cycle does not have operational pedals capable of propelling it, or exceeds 750 watts, or is capable of going over 28 mph with motor assistance, it is classified as a motorcycle and specific laws apply.

Thursday, January 22, 2026

Despite the ceasefire, there are still recurring deadly strikes. Israeli tank shelling on Thursday killed four Palestinians east of Gaza City, according to Mohamed Abu Selmiya, director of the Shifa Hospital, where the bodies were taken. The Israeli military did not immediately comment.

residents say fuel and firewood are in short supply. Prices are exorbitant and searching for firewood is dangerous. Two 13-year-old boys were shot and killed by Israeli forces on Wednesday as they tried to collect firewood, hospital officials said.

News organizations rely largely on Palestinian journalists and residents in Gaza to show what is happening on the ground because Israel has barred international journalists from entering to cover the war, aside from rare guided tours.

More than 470 people have been killed by Israeli fire in Gaza since the ceasefire began in October, according to Gaza’s health ministry. At least 77 have been killed by Israeli gunfire near a ceasefire line that splits the territory between Israeli-held areas and most of Gaza’s Palestinian population, the ministry says.

Claude’s constitution is the foundational document that both expresses and shapes who Claude is. It contains detailed explanations of the values we would like Claude to embody and the reasons why. In it, we explain what we think it means for Claude to be helpful while remaining broadly safe, ethical, and compliant with our guidelines. The constitution gives Claude information about its situation and offers advice for how to deal with difficult situations and tradeoffs, like balancing honesty with compassion and the protection of sensitive information. Although it might sound surprising, the constitution is written primarily for Claude. It is intended to give Claude the knowledge and understanding it needs to act well in the world.

Claude itself also uses the constitution to construct many kinds of synthetic training data, including data that helps it learn and understand the constitution, conversations where the constitution might be relevant, responses that are in line with its values, and rankings of possible responses. All of these can be used to train future versions of Claude to become the kind of entity the constitution describes. This practical function has shaped how we’ve written the constitution: it needs to work both as a statement of abstract ideals and a useful artifact for training.