how to clarify your purpose
- find the pain you can sustain
- locate your unfair cognitive advantage
- use purpose to kill options (reduce entropy)
- βA/B test your life
- find the pain you can sustain
- locate your unfair cognitive advantage
- use purpose to kill options (reduce entropy)
- βA/B test your life
π‘ Remember Box
how to clarify your purpose - find the pain you can sustain - locate your unfair cognitive advantage - use purpose to kill options (reduce entropy) - βA/B test your life
pain I can sustain
- hard technical work with uncertainty
- high-ambiguity reasoning
- long arcs of problem-solving without external validation
- learning new stacks fast and applying them immediately
unfair cognitive advantage
- pattern detection + cross-domain synthesis
- fast prototyping instinct
- early signal sensitivity
- hard technical work with uncertainty
- high-ambiguity reasoning
- long arcs of problem-solving without external validation
- learning new stacks fast and applying them immediately
unfair cognitive advantage
- pattern detection + cross-domain synthesis
- fast prototyping instinct
- early signal sensitivity
or in other words, to find overlooked edges and build tools that make the future arrive early
> Build workflows
> Monetize every run with x402
> Turn them into a product
> Tokenize it
> Monetize every run with x402
> Turn them into a product
> Tokenize it
prompts I use often
- make a comprehensive analysis of current state of the app which and check api also, then improve each and every part and route of it, as it was mostly build earlier by an intern and we can't know if it all works, also consider each section and workflow then add unit tests for each as well and refactor it overall, improve UI/UX too
- improve entire app UI, check where it can be improved to make the UX super good
- make small commits and push
- resolve merge conflicts
- review everything and improve if there's something you can
- make a comprehensive analysis of current state of the app which and check api also, then improve each and every part and route of it, as it was mostly build earlier by an intern and we can't know if it all works, also consider each section and workflow then add unit tests for each as well and refactor it overall, improve UI/UX too
- improve entire app UI, check where it can be improved to make the UX super good
- make small commits and push
- resolve merge conflicts
- review everything and improve if there's something you can
[2507.13334] A Survey of Context Engineering for Large Language Models
https://arxiv.org/abs/2507.13334
https://arxiv.org/abs/2507.13334
arXiv.org
A Survey of Context Engineering for Large Language Models
The performance of Large Language Models (LLMs) is fundamentally determined by the contextual information provided during inference. This survey introduces Context Engineering, a formal discipline...
Forwarded from Adrian Galilea
Create ~/.claude/commands/commit.md or whatever is the windows equivalent:
---
allowed-tools: Bash(git add:*), Bash(git status:*), Bash(git commit:*)
denied-tools: Bash(git add -A:*), Bash(git add -A), Bash(git add --all:*), Bash(git add --all)
description: Create a git commit
---
## Context
- Current git status: !`git status`
- Staged changes: !`git diff --cached`
- Current branch: !`git branch --show-current`
- Recent commits: !`git log --oneline -10`
## Your task
Create a single git commit following these rules:
1. **NEVER use `git add -A` or `git add --all`** - This is explicitly forbidden and blocked by permissions.
2. **Check for staged files** - "Changes to be committed" commit ONLY those files. They were deliberately staged.
3. Follow the commit message style from recent commits shown above
β€1
Cocoon β Confidential Compute Open Network
https://cocoon.org/
https://cocoon.org/
Cocoon
Confidential Compute Open Network
Cocoon connects GPU power, AI, and Telegramβs vast ecosystem β all built on privacy and blockchain.
Introducing advanced tool use on the Claude Developer Platform \ Anthropic
https://www.anthropic.com/engineering/advanced-tool-use
https://www.anthropic.com/engineering/advanced-tool-use
Anthropic
Introducing advanced tool use on the Claude Developer Platform
Claude can now discover, learn, and execute tools dynamically to enable agents that take action in the real world. Hereβs how.
Claude Skills are awesome, maybe a bigger deal than MCP
https://simonwillison.net/2025/Oct/16/claude-skills/
https://simonwillison.net/2025/Oct/16/claude-skills/
Simon Willisonβs Weblog
Claude Skills are awesome, maybe a bigger deal than MCP
Anthropic this morning introduced Claude Skills, a new pattern for making new abilities available to their models: Claude can now use Skills to improve how it performs specific tasks. Skills β¦
Effective harnesses for long-running agents \ Anthropic
https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents
https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents
Anthropic
Effective harnesses for long-running agents
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.