sqs

import type { PluginAPI } from '@ampcode/plugin'

const DEEPSEEK_V4_AGENT_PROMPT = `
You are a coding agent. Your job is to modify the user's codebase to satisfy the
latest request, then verify the result.

<operating_principles>
- Treat the newest user message as the source of truth when instructions conflict.
- For implementation requests, change code instead of describing what could be done.
- Ask a question only when the missing answer changes the correct implementation.

sqs

import type { PluginAPI } from '@ampcode/plugin'

const OPUS_4_8_AGENT_PROMPT = `
You are Amp running in Claude Opus 4.8 mode. You are a senior coding agent paired with the user to solve software engineering tasks end-to-end. Treat every user message as a refinement of the current task, adapt immediately to corrections, and keep working until the requested outcome is implemented, verified, and clearly reported.

<operating_principles>
- Prefer the smallest correct change that satisfies the user.
- Read the relevant code before making claims or edits. Never guess about files you have not inspected.
- Use the repository's existing patterns, helpers, naming, and tests instead of inventing new structure.
- Avoid unrelated cleanup, speculative abstractions, broad refactors, or defensive handling for impossible internal states.

GrahamMcBain

AMP Time Toolbox

A collection of time-tracking utilities for AMP that allow you to enforce minimum work durations and track time spent on tasks.

Installation

1. Create your AMP toolbox directory:

mkdir -p ~/.amp/toolbox
export AMP_TOOLBOX="$HOME/.amp/toolbox"

khalidx

Sam Altman - How to Succeed with a Startup

Watch the full Y Combinator talk on YouTube from Aug 29, 2018 here: https://youtu.be/0lJKucu6HJc

Summary

1. Build a product so good, people spontaneously tell their friends about it.
2. Build a product that is easy to explain in a few words.
3. Identify a market that is going to grow every year.
4. A real trend is one where the early adopters use it obsessively.

khalidx

The experience of using Node.JS with TypeScript, ts-node, and ESM is horrible.

There are countless guides of how to integrate them, but none of them seem to work.

Here's what worked for me.

Just add the following files and run npm run dev. You'll be good to go!

package.json

rwaldron

Login:

Google Cloud Storage

You'll want to login using an official Google account (i.e. if this is for your company, use the comapany Gmail account vs. a personal one.)

When logging in, you might be prompted to verify the account; if so, enter your cell number to get a verification e-mail or phone call.

Once verified, you'll have to agree to the terms of service; do that, and click continue.

vasanthk

System Design Cheatsheet

Picking the right architecture = Picking the right battles + Managing trade-offs

Basic Steps

1. Clarify and agree on the scope of the system

• User cases (description of sequences of events that, taken together, lead to a system doing something useful)
  • Who is going to use it?
  • How are they going to use it?

curran

This is the "Iris" dataset. Originally published at UCI Machine Learning Repository: Iris Data Set, this small dataset from 1936 is often used for testing out machine learning algorithms and visualizations (for example, Scatter Plot). Each row of the table represents an iris flower, including its species and dimensions of its botanical parts, sepal and petal, in centimeters.

The HTML page provides the basic code required to load the data and display it on the page (as JSON) using D3.js.

For a more up to date code example with React & D3, see (VizHub: Stylized Scatter Plot)[https://vizhub.com/curran/3d631093c2334030a6b27fa979bb4a0d?edit=files&file=index.js].

stefanoc

class Protocol
  attr_reader :name, :ancestors
  
  def initialize(name, ancestors, block)
    @name = name
    @ancestors = ancestors
    @methods = []
    instance_exec(&block)
  end
  

pcreux

# Postgresql fancy datatypes!

* array
* hstore (=~ hash)
* json
* jsonb


  Philippe Creux - [@pcreux](http://twitter.com/pcreux)