forloop
@forloopcodes • 9,124 subscribers
tokenmaxxing inferencel looping agents, or perhaps a promptchud. give back my employment email: [email protected] contextplus (2k), cargo install safeinstall
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I cant believe this guy just made a permanent solution to context bloat and open sourced it all! when we tested this tool (Context+) for solving an issue on the OpenCode repository, the agent using this tool used ~6.5k fewer tokens, found the code and fixed it in half the time! the results were surprising: 6 to 10k tokens saved per prompt, completed task in ~2 minutes while the agent running without the tool took ~4 mins for the same and got stuck in loops bro built an entire beast by using all the modern tools that we could think of: undo trees, semantic search by meaning (by haskellforall), advanced refactoring, blast radius, advanced file context trees, restore points... i can keep going on semantic code search and context trees are the future of agentic coding and this tool proves it the feature i loved the most is semantic search and how it gets things done 2x faster with least possible tokens it makes an agent that actually knows what it’s doing and not just guessing, it makes meaning from your code similar to RAG. if you aren't optimizing your context, you are just burning money the developer says this tool is still under development, it can have unexpected behavior and the docs need updates but the video shows the reality of how fast it can be github: get here:
forloop226,271 次观看 • 6 个月前
someone just made a tool that indexes code by meaning, not string matching this project is the first time i have seen someone treat code like a knowledge graph. sometimes i feel they are the only ones actually pushing cs most rag pipelines for agents are embarrassing and we should be chunking by semantic scope, imagine your agent's accuracy if this was used instead of simple grep google spent millions on kythe to index code and devs just did it better as a weekend hobby project. never bet against a functional programmer with a strict type system.
𝕱𝖔𝖗𝕷𝖔𝖔𝖕25,587 次观看 • 6 个月前
stop using curl | sh to download *any* installer you find on the internet, stop using npm to download global dependencies this guy just built `safe`, a utility that inspects remote installer scripts before executing them, (all of this for just one star on github) it downloads the artifact, runs static analysis, checks against vulnerability databases and reputation sources, then decides whether it's safe to run here's an example showing Safe warning the user about the openclaw's npm install script: github:
forloop14,417 次观看 • 3 个月前
I turned AI agent orchestration into a full fledged game. To start this launch, I’m also hosting a tournament with a growing prize pool (starting at $3k) for the first 24 hours. Two players face off a team of AI agents, armed with strategy prompts - utilizing memory, tool-calling, and inter-agent communication to win. Each agent has a battle memory - they learn and synergize with the playstyle of their commander to produce the best results. I’ve been working on this for the past 2 months, so please check it out, my dms are open for feedback :D Documentation: Project Twitter: aiarena Website:
𝕱𝖔𝖗𝕷𝖔𝖔𝖕10,867 次观看 • 5 个月前
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