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RT Sydney Runkle deepagents just hit 30k stars on github! deepagents is great for building agents that do complex work. they manage context well and use a durable runtime. though inspired by coding agent design, deepagents are for any domain! https://github.com/langchain-ai/deepagents
Every Perplexity Project is a Git repo. We built a Git forge for agents, without the GitHub bloat, since no human has to approve anything. Each agent gets its own short-lived sandbox and commits to a shared repo on S3. Fewer than 2% of submissions collide. Agents search with plain `ls` and `grep`. That beats semantic search 63% vs 37% on answer accuracy for financial document analysis.
This is how we built the filesystem behind Perplexity Projects as a Git forge for agents. Each agent works in its own sandbox and commits to a shared repository where people and other agents can build on its work across sessions. Read more: https://www.perplexity.ai/hub/blog/building-shared-workspaces-for-people-and-agents
RT Nehal One hell of a day at AIE Workshops. From claude-managed agents and wealth-managing agents to memory-aware agents We had it all. Can’t wait for tomorrow!
Coding CLIs keep getting more complicated. Daemons, 3 layers of TUIs, client-server architectures. The whole point of a CLI is to deliver intelligence with zero friction, and be unix-like. 💾 Try http://fx.sh. It's 6mb, starts in milliseconds, model-agnostic. It's tastefully minimal: MCP, Skills, Subagents and ACP built-in.
RT Raindrop "What will my change change?" Our CTO and co-founder @benhylak joined @HamelHusain to share more on testing agents with Raindrop Simulations. Watch the full video: https://www.raindrop.ai/resources/how-to-test-ai-agents-with-simulations/
6.1 Sol ultrafast >>> 6 Astra ~ same cost but whole different game with 250 tpm