Browserbase Search is now powered by Parallel (Parallel Web... Systems) as the default search provider. Parallel Fast returns sub-second results when speed matters. Parallel Advanced goes deeper for multi-step research when quality matters most.show more

SuperGrok Heavy is now powered by 16 specialized agents... working in parallel. Smarter reasoning, faster execution, insane multi-step capabilities. The most powerful Grok experience!show more

The First Omni-chain Restaking L2 now powered by the... Pyth Network 🔮? Indeed, the Pyth Price Feeds are now available on Alex T. Plumley and already secure the Parallel Super App Learn more below: ℹ️ About Parallel Network Parallel Network is the first omni-chain restaking L2 that focuses on decentralized, secure, restaking with EigenLayer. Backed by $30 million in investment from Sequoia, Polychain, Founders Fund, and more, Parallel Network aims to enhance the omni-chain experience through efficient restaking, lending, and liquidity. ℹ️ About Parallel Super App The Parallel Super App, stands as an integrated platform that offers a comprehensive suite of DeFi products including lending, staking, trading, and more across diverse networks. The Parallel Super App boasts $82m+ in TVL across its EVM and Polkadot products. Combining its Super App and L2, Parallel will significantly enhance the omni-chain liquidity and restaking experience. 🔮 Being powered by the Pyth Network on Parallel With the 450+ Pyth Price Feeds now live and permissionlessly usable on the Parallel Network, DeFi is ready to bloom. And as a matter of fact, the Pyth oracle is already securing the Parallel Super App. 🗣️ Quotes "We're excited to work with Pyth to secure our price feeds”, said Yubo Ruan, Founder and CEO, Parallel Network. “As the largest and most trusted oracle network, we will work closely with Pyth to ensure secure and accurate market data for Parallel and its products.”show more

Today Parallel Web Systems launched Index, a platform for... content owners (with a wonderful set of launch partners). If you love the internet like I do, building a sustainable economic model that incentivizes and rewards quality content matters to an enormous degree. Especially in the agent era.show more

BREAKING: The most awaited Dreamworks Animation Studio Official Soundtrack... “A Parallel World” by BINI (BINI_PH) for “Forgotten Island” has been recently dropped at Philippines! 🇵🇭 Having a tagalog lyrics on song that has been used for well known animation studio is such an honor. LISTEN NOW ON ALL DIGITAL STREAMING PLATFORMS! 🔗( A PARALLEL WORLD OUT NOW #BINI_AParallelWorld #BINIxForgottenIslandshow more

This ◉ ʜᴜᴍᴀɴ ○ ᴍᴀᴄʜɪɴᴇ toggle by Parallel Web... Systems is brilliant. It's a beautiful illustration of what the web will "look like" to agents. It will look like a whole lotta markdown 😄 Incidentally, we just made it such that links automatically render as markdown when agents consume it (we do the same for /𝚍𝚘𝚌𝚜). Page went from 500kb to 2kb. The web for agents will be very efficient! Try: curl -H 'accept: text/markdown'show more

Today, we’re announcing the general availability of the Parallel... Monitor API. The web is shifting from pull to push, and agents are coming online. This release marks a major step towards a more proactive model, where the web pushes updates directly to your background agent. Monitor now includes: - Lite and Base processors - Event streams and snapshots - Rich attribution (Basis) on every event - Advanced domain filtering - Interactions for persistent follow-on researchshow more

Hermes can now search and extract the web on... a fresh install with zero API keys. Behind the scenes, it rotates requests across the public free tiers from Exa, Parallel, Tavily, Firecrawl, and Keenable. If one provider rate limits, Hermes automatically tries the next. Configured backends and API keys still take priority. The keyless ring is a last resort fallback, not guaranteed infrastructure, and it can be disabled entirely.show more

Vibe Design is all about rapid iteration. Now your... tools finally move as fast as your ideas. 🌍✨ Introducing Parallel Editing. ⚡️ Iterate across multiple screens at the same time. You can now fire off edits on multiple screens simultaneously—or spin up 5 different edits of the same screen at once. While "vibe coding" makes you wait line-by-line, Stitch lets you iterate on your entire flow in parallel. Don’t block your creativity.show more

The web’s next user isn’t human. AIs will soon... use the internet far more than humans ever have. At Parallel, we are building for the web’s second user. Our API is the first to surpass humans and all leading AI models (including GPT-5) on deep web research tasks.show more

this is f*cking gold. Google engineers and MIT researchers... ran 260 controlled agent experiments across 6 benchmarks, 5 architectures, and the OpenAI, Gemini, and Claude model families to find out when Multi Agent systems actually help and when adding more agents quietly destroys performance the average result was brutal: −0.3%. best case: +80.8% worst case: −70.0% the key threshold was around a 45% single agent baseline. below it, extra agents can help. above it, coordination often becomes pure overhead. on parallel tasks, Multi Agent reached +80.8%. on sequential tasks, it collapsed by as much as 70%. 3 agents needed 26 to 44 interaction rounds. a single agent needed 7.2. error amplification also hit 17.2× in independent parallel systems. their final framework predicts the right architecture with 87% accuracy.show more

Firecrawl is now available in Grok Bot 🔥 Turn... the web into high-quality context for your Grok Bot, powered by industry-leading search and scraping designed for agents. Install the Firecrawl plugin to get started!show more

Browserbase now has a CLI. Browse the web, deploy... serverless automations, debug sessions, and manage your entire project — all from the terminal. Just tell your agent: "Read and set up Browserbase" Or try it yourself: npm i -g @browserbasehq/clishow more

Shannon: Fully autonomous AI hacker to find actual exploits... in your web apps. Shannon has achieved a 96.15% success rate on the hint-free, source-aware XBOW Benchmark. GitHub: Features: ▪️Fully Autonomous Operation ▪️Pentester-Grade Reports with Reproducible Exploits ▪️Critical OWASP Vulnerability Coverage ▪️Code-Aware Dynamic Testing ▪️Powered by Integrated Security Tools ▪️Parallel Processing for Faster Resultsshow more

Tencent just released Hy4 Preview: a 770B-parameter open-source model... with 49B active parameters and a 1M-token context window. The most interesting part is its agentic research capability. Tencent says Hy4 coordinated several Codex sessions in parallel, evaluated their results and adjusted the research direction, outperforming Codex working alone across eight benchmarks. Hy4 is aimed at long-horizon coding, multi-file office work and scientific research. In sum: a solid, good release. A few months ago this would be absolute sota.show more

The Visual Studio Code insiders version that just shipped... and will ship in the next few days will come with an insane amount of new capabilities. A few highlights: - You can now run sub-agents in parallel. Yes, really. I even attached a video. - Major UX improvements for sub agents, especially visible in the chat window - A new search tool wrapped as a sub-agent that iteratively runs multiple search tools: semantic_search, file_search, grep_search Which connects nicely to the point above: multiple searches running in parallel, efficiently and fast - Anthropic’s Message API is now enabled by default - You can choose the model for the cloud agent (three available, all premium) - Extended thinking support when using the Claude cloud agent This is part of the broader multi-vendor cloud support under AgentsHQ I wrote about a few weeks ago - Tasks sent to the background agent (basically the CLI tool) now always run in isolation, each with its own git worktree - In a multi-repo workspace, assigning a task to a cloud agent prompts you to choose the target repo Same behavior when opening an empty workspace with no repo - Support for building an external index for files not supported by GitHub’s default indexing - UI/UX improvements for starting new sessions and switching between local / background / cloud agents - Skills are now first-class citizens, just like prompt files, with better UX indicating when a skill is loaded - Improved API for dynamic contribution of prompt files New V2 includes skills as part of the model. Curious to see the extensions that will leverage this - Finally, initial support for showing context usage percentage per session - Skills are enabled by default - Resizable chat window and session view. Small thing, but it was driving me crazy 😁 - A new integrated browser meant to replace the old simple browser Maybe the beginning of real browser use? - Better UI/UX for token streaming in chat - Ability to index external files not supported by GitHub There’s a lot more. Some of it hasn’t fully landed yet, but everything that has is already in Insiders. The next stable release should drop in early February. As usual, I’m just shocked by the volume of features this team ships every month. After the holiday slowdown, this one is shaping up to be a wild release.show more

The most exciting thing that I've been working on... lately in the file search field is the GPU acceleration of file search. You might think that I'm dumb or something, but it is a real next step. fff is already on the edge of what is possible on CPU, but our design with the storage is actually oriented on the embarrassingly parallel search, which couldn't be more effective than on GPU. If you'd think about this deeper: 99% of the time file search happens on the local machine of the user. Your melting macbook pro that is using precious CPU cycles to build your Rust project right now is getting wasted on the smart typo-resistant fuzzy matching which is a quadratic complexity algorithm that needs more resources the longer your query is. What if we use GPU instead? Cause we already have it and it is likely idle if user is typing into a search box. And honestly there are some good results so far. I was able to bring fff down to 20% cpu usage at all times no matter how absurdly long your queries are and no matter how many files you have Here is a little sneak peak. Running on M4 max 1.6TB home dirshow more

Grok is hands-down the most advanced AI for real-time... answers It can pull information as events unfold, giving you answers that are truly up-to-the-second and not outdated Most other AIs heavily depend on traditional web search, waiting for someone to research, write articles, and publish before the info even exists. That’s not real-time But Grok is built different Grok has direct access to the real-time live 𝕏 feed, the platform where news breaks firstshow more

🚨 Exclusive: India Stands With Nepal When It Matters... Most 🇮🇳🪖🤝🇳🇵 Indian Army have successfully gained access to the tunnel inside Nepal’s Chilime Hydropower Plant and are now carrying out search and rescue operations from within. The rescue effort is being closely monitored on the ground by Col Parikshit Mehra, who is leading the Indian Army team during the operation.show more