OpenFlow is a visual builder for orchestrating multi-agent AI workflows: drag role cards onto a canvas, wire a pipeline (planner → architect → coder), save it and run parallel agents. It ships as a fork that sits on top of the opencode headless engine (opencode serve), keeping all OpenFlow-specific code in packages/flow so the upstream engine remains untouched. The repository includes extensive documentation and artifacts (AGENTS.md, FLOW.md, READMEs in many languages), SDKs, scripts and dev tooling to build, run and extend agent-based pipelines.
Installation and operation are practical and scripted: Bun and Git are required, bun install pulls the workspace, and OpenFlow uses ports 4096 (engine) and 5174 (canvas). A single command (FLOW_MANAGE_SERVER=1 bun openflow.ts) starts both processes with an option for the canvas to manage and restart the engine; platform shims and explicit server/client commands are provided. The README details troubleshooting (port conflicts, database-locked by another engine, Windows PowerShell script restrictions), runtime flags (project, server-port, built, manage, dry-run) and model access: a free opencode “zen” tier works without keys, while an in-app API Keys panel imports provider credentials (including opencode CLI auth.json) for paid models.
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Perplexity has introduced a free reverse engineering feature called REA, allowing users to analyze and recreate apps without source code until October 31, with a limit of 10,000 credits per user. Several applications, including Figma, LibreOffice Calc, and Photopea, are available to try using this tool for a limited time. (twitter.com)
DeepSeek v4.1 Flash 1017 is an AI model with a parameter size of 536+16 billion, designed for artificial analysis tasks. It scores 45 in performance benchmarks and emphasizes speed and efficiency, with ongoing discussions about its trade-offs and potential improvements. (artificialanalysis.ai)
Strot is a tool that compiles an AI model's intent once and runs decisions locally indefinitely. It uses deterministic, self-routing natural language understanding runtimes to improve AI code synthesis. (github.com)
Nicholas Charriere uses a camera and AI to create a daily habit of practicing math and physics, with an AI coach providing exercises and grading. This approach helps him regain his skills and enjoy using his brain again. (twitter.com)
Superlite is an autonomous build workflow for Claude Code that splits tasks to run simultaneously, significantly reducing wait times. It automates planning, execution, and review, allowing users to focus on higher-level work instead of constant supervision. (contextfirst.blog)
AI agents are being developed to trade stocks automatically while investors are asleep. Charles Schwab's CEO expresses skepticism about the effectiveness and reliability of these AI-driven trading systems. (wsj.com)
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