Date: December 8, 2025 Goal: Reduce initial context consumption while maintaining full tool access and consistent Claude behavior
This project achieved a 54% reduction in initial context (7,584 → 3,434 tokens) while improving tool discovery and enforcement. The key insight: Claude doesn't need verbose documentation upfront—it needs triggers to know when to load detailed context.
Yoav Goldberg, April 2023.
With the release of the ChatGPT model and followup large language models (LLMs), there was a lot of discussion of the importance of "RLHF training", that is, "reinforcement learning from human feedback". I was puzzled for a while as to why RL (Reinforcement Learning) is better than learning from demonstrations (a.k.a supervised learning) for training language models. Shouldn't learning from demonstrations (or, in language model terminology "instruction fine tuning", learning to immitate human written answers) be sufficient? I came up with a theoretical argument that was somewhat convincing. But I came to realize there is an additional argumment which not only supports the case of RL training, but also requires it, in particular for models like ChatGPT. This additional argument is spelled out in (the first half of) a talk by John Schulman from OpenAI. This post pretty much
Documentation on how to override or extend the default nginx config on Elastic Beanstalk running om Amazon Linux 2. Correct as of 2021-08-01. Also see the general documentation on how to extend linux servers.
All references to placing files refer to putting a file at this location in your application bundle. You should never modify a file directly at your Elastic Beanstalk server by ssh:ing to the server, since such a change will be wiped whenever your servers autoscale or if you rebuild your application completely.
The easiest extension is to add a new location block to the main server block. This can be done by placing a .conf file with a server block in the folder .platform/nginx/conf.d/elasticbeanstalk. Any such file is automatically included in the main server block.
| Set-ExecutionPolicy Bypass -Scope Process -Force; iex ((New-Object System.Net.WebClient).DownloadString('https://chocolatey.org/install.ps1')) | |
| choco feature enable -n allowGlobalConfirmation | |
| choco install notepad2 | |
| choco install notepadplusplus | |
| choco install 7zip | |
| choco install paint.net | |
| choco install autoruns | |
| choco install vcredist140 | |
| choco install dotnetfx |
| Set-ExecutionPolicy Bypass -Scope Process -Force; iex ((New-Object System.Net.WebClient).DownloadString('https://chocolatey.org/install.ps1')) | |
| choco install chocolatey -y | |
| choco install sql-server-management-studio -y | |
| choco install azure-data-studio -y | |
| choco install azuredatastudio-powershell -y | |
| choco install git.install -y | |
| choco install vscode -y | |
| choco install vscode-powershell -y | |
| choco install powerbi -y |
| #Assumes you have the .NET SDK 2.1 for Windows already installed | |
| #Use Chocolatey to install packages, run this script from Administrator Powershell | |
| Set-ExecutionPolicy Bypass -Scope Process -Force | |
| iex ((New-Object System.Net.WebClient).DownloadString('https://chocolatey.org/install.ps1')) | |
| #Use nvm to manage node versions | |
| choco install -y nvm | |
| nvm use default | |
| #install yarn independent of version of node being used | |
| choco install -y yarn | |
| refreshenv |
With the introduction of GitHub's Squash and Merge feature, this has become less prevelant, however it's still useful in scenarios where GitHub's interface is unavailable.
Let's talk through two ways to do a squash and merge on the command line.
When to use it
| :: Windows 10 Hardening Script | |
| :: This is based mostly on my own personal research and testing. My objective is to secure/harden Windows 10 as much as possible while not impacting usability at all. (Think being able to run on this computer's of family members so secure them but not increase the chances of them having to call you to troubleshoot something related to it later on). References for virtually all settings can be found at the bottom. Just before the references section, you will always find several security settings commented out as they could lead to compatibility issues in common consumer setups but they're worth considering. | |
| :: Obligatory 'views are my own'. :) | |
| :: Thank you @jaredhaight for the Win Firewall config recommendations! | |
| :: Thank you @ricardojba for the DLL Safe Order Search reg key! | |
| :: Thank you @jessicaknotts for the help on testing Exploit Guard configs and checking privacy settings! | |
| :: Best script I've found for Debloating Windows 10: https://github.com/Sycnex/Windows10Debloater | |
| : |
