Author Archives: viorrenkhosasih
How to Automate the Ticket-to-PR Cycle with Symphony
Symphony is an orchestration layer from OpenAI that automates the ticket-to-PR lifecycle. It watches issue trackers like Linear, spawns isolated workspaces for new tickets, and assigns autonomous agents to implement features end to end. The goal is to remove the human middleman from routine engineering workflows. symphony repo Symphony hooks into Linear and other trackers to detect new tickets in real time. It creates ephemeral environments so each task runs in isolation. The agent writes code, runs tests, opens PRs, responds to review feedback, and generates a walkthrough video. This is similar to how you can use Cline as an.. Continue reading
How to Use VideoSOS for Browser Video Editing with 100+ AI Models
VideoSOS is an open-source, browser-first video editor that brings over 100 AI models into your browser. It handles text-to-video, image-to-video, image editing, music composition, and voiceover creation without uploading media to the cloud. The repo bundles integrations with fal.ai and Runware.ai and supports models like Google Veo 3.1, Gemini 2.5 Flash, and Imagen 4. videosos repo The stated goal is zero uploads and complete privacy by running as much as possible in the client or via local runtimes. You can generate short clips from prompts, edit frames, create voiceovers, and assemble multi-track projects on a standard timeline. This makes it.. Continue reading
How to Add In-Page AI Copilots with Page-agent.js
VideoSOS is an open-source, browser-first video editor that brings over 100 AI models into your browser. It handles text-to-video, image-to-video, image editing, music composition, and voiceover creation without uploading media to the cloud. The repo bundles integrations with fal.ai and Runware.ai and supports models like Google Veo 3.1, Gemini 2.5 Flash, and Imagen 4. videosos repo The stated goal is zero uploads and complete privacy by running as much as possible in the client or via local runtimes. You can generate short clips from prompts, edit frames, create voiceovers, and assemble multi-track projects on a standard timeline. This makes it.. Continue reading
How to Add In-Page AI Copilots with Page-agent.js
Scrapling is an open-source web scraping framework by D4Vinci that bypasses Cloudflare protections natively. The adaptive parser relocates selectors when pages change, reducing maintenance. It supports proxy rotation, pause and resume, and concurrent multi-session crawls. scrapling repo The fetchers include anti-bot techniques that remove the need for separate scraping stacks. The parser runs up to 774x faster than BeautifulSoup for some workloads. Developers can integrate Scrapling into agentic pipelines, similar to how Gobii runs durable autonomous agents in production environments. How It Works Scrapling uses an adaptive parser that learns from layout changes. When a target site updates its HTML.. Continue reading
How to Bypass Cloudflare with Scrapling
Scrapling is an open-source web scraping framework by D4Vinci that bypasses Cloudflare protections natively. The adaptive parser relocates selectors when pages change, reducing maintenance. It supports proxy rotation, pause and resume, and concurrent multi-session crawls. scrapling repo The fetchers include anti-bot techniques that remove the need for separate scraping stacks. The parser runs up to 774x faster than BeautifulSoup for some workloads. Developers can integrate Scrapling into agentic pipelines, similar to how Gobii runs durable autonomous agents in production environments. How It Works Scrapling uses an adaptive parser that learns from layout changes. When a target site updates its HTML.. Continue reading
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Scrapling is an open-source web scraping framework by D4Vinci that bypasses Cloudflare protections natively. The adaptive parser relocates selectors when pages change, reducing maintenance. It supports proxy rotation, pause and resume, and concurrent multi-session crawls. scrapling repo The fetchers include anti-bot techniques that remove the need for separate scraping stacks. The parser runs up to 774x faster than BeautifulSoup for some workloads. Developers can integrate Scrapling into agentic pipelines, similar to how Gobii runs durable autonomous agents in production environments. How It Works Scrapling uses an adaptive parser that learns from layout changes. When a target site updates its HTML.. Continue reading
How to Add In-Page AI Copilots with Page-agent.js
Scrapling is an open-source web scraping framework by D4Vinci that bypasses Cloudflare protections natively. The adaptive parser relocates selectors when pages change, reducing maintenance. It supports proxy rotation, pause and resume, and concurrent multi-session crawls. scrapling repo The fetchers include anti-bot techniques that remove the need for separate scraping stacks. The parser runs up to 774x faster than BeautifulSoup for some workloads. Developers can integrate Scrapling into agentic pipelines, similar to how Gobii runs durable autonomous agents in production environments. How It Works Scrapling uses an adaptive parser that learns from layout changes. When a target site updates its HTML.. Continue reading
How to Automate the Ticket-to-PR Cycle with Symphony
Symphony is an orchestration layer for autonomous engineering runs. It hooks into Linear, spawns isolated workspaces, and assigns an AI agent to implement a ticket end to end. The agent writes code, runs tests, opens PRs, responds to reviews, and lands the change when CI passes. symphony repo What Symphony does Symphony automates the full ticket-to-PR lifecycle. It monitors issue trackers for new tickets and creates ephemeral workspaces for each one. An autonomous agent gets the task context and test harness, then implements features, runs tests, and files pull requests. The agent also handles review feedback and updates the PR.. Continue reading
How to Add In-Page AI Copilots with Page-agent.js
Symphony is an orchestration layer for autonomous engineering runs. It hooks into Linear, spawns isolated workspaces, and assigns an AI agent to implement a ticket end to end. The agent writes code, runs tests, opens PRs, responds to reviews, and lands the change when CI passes. symphony repo What Symphony does Symphony automates the full ticket-to-PR lifecycle. It monitors issue trackers for new tickets and creates ephemeral workspaces for each one. An autonomous agent gets the task context and test harness, then implements features, runs tests, and files pull requests. The agent also handles review feedback and updates the PR.. Continue reading
How to Use Nanobot as an Ultra-Light Personal AI Agent
I ran into this repo on GitHub and had to stop, because Nanobot is an ultra-light clawdbot-style assistant that boots in under a minute. Where Clawdbot requires 430,000 plus lines of code to run, Nanobot delivers the same core agent loop in roughly 4,000 lines — a dramatic reduction in complexity and surface area. What is Nanobot? Nanobot is a minimal, research-friendly agent framework from HKUDS that focuses on readability, speed, and low resource usage. The repository demonstrates a compact core agent loop, real-time tooling to count lines (core_agent_lines.sh), and ergonomics that make the codebase approachable for researchers and engineers.. Continue reading