forloop
@forloopcodes • 8,726 subscribers
tokenmaxxing inferencel looping agents, or perhaps a promptchud. i draw @softmachineio. email: [email protected], contextplus (1.8k), 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:
forloop226,054 views • 4 months ago
no way they vibe coded this lmao, exactly how claude makes animated cards (they also used nextjs)
forloop83,467 views • 8 months ago
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 views • 5 months ago
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 views • 3 months ago
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