AI 资讯
Building a Pons Bundler on Robinhood Chain with TypeScript
Building a Pons bundler on Robinhood Chain is less about sending multiple transactions and more about coordinating an entire launch workflow reliably. A useful open-source implementation is wooyang/pons-bundler , a TypeScript CLI for Pons v2 on Robinhood Chain. The project calls launchAndBuy , registers buyer wallets for the launch flow, and submits additional curve buys in parallel. It also includes wallet generation, funding, dry-run execution, buying, selling, and sweeping. This article walks through the architecture and the engineering decisions behind a production-oriented Pons launch-automation system. What Is a Pons Bundler? First, an important distinction. A Pons bundler is not an ERC-4337 bundler . The referenced implementation describes Robinhood Chain as FCFS and notes that there is no atomic multi-signer transaction. The launch and initial buy happen in one transaction, while additional buyer wallets submit separate transactions targeting the same launch window. The execution model is therefore closer to: Pons Launch │ ▼ launchAndBuy() │ ┌─────────┴─────────┐ │ │ Master Wallet Token + Curve │ ┌─────────────┼─────────────┐ ▼ ▼ ▼ Wallet A Wallet B Wallet C │ │ │ └─────────────┼─────────────┘ ▼ Parallel Buy Txs The goal is to coordinate execution, not to create a fake notion of atomicity. Project Structure A clean Pons bundler can separate the application into several layers: CLI │ ├── status ├── wallets ├── launch ├── buy ├── sell └── sweep │ ▼ Execution Layer │ ├── launch orchestration ├── wallet coordination ├── quote calculation └── transaction handling │ ▼ Pons Protocol Layer │ ├── Factory ├── LaunchAndBuy ├── Curve └── Token │ ▼ Robinhood Chain The repository is organized as a TypeScript CLI with its main library entry point under src/index.ts . The separation matters because CLI code should not contain all of your blockchain logic. Connecting to Robinhood Chain The first requirement is an RPC connection. A basic configuration can look like: import {
AI 资讯
GPTBot in robots.txt: the hosting toggle developers need to check
Your robots.txt may express an AI policy you did not write. We checked the homepage and robots.txt of 9,037 live AI tools listed on directree on 6 and 7 September 2026. Of those, 945 explicitly disallow OpenAI’s GPTBot in its own user-agent group: 10.5% of the sample. Treat AI crawler rules as deployment configuration. Review them when you change hosting, enable a CDN feature, adopt a starter template, or hand site operations to someone else. Read the full research and methodology . GPTBot, search, and user browsing are separate A common configuration blocks model training while keeping a site available in AI-assisted search and browsing: User-agent: GPTBot Disallow: / User-agent: OAI-SearchBot Allow: / These are separate crawlers with separate purposes. In our sample, 839 of the 945 sites that block GPTBot, or 88.8%, still allow OAI-SearchBot. That is a deliberate and useful distinction if your goal is to opt out of training while remaining eligible to be cited in ChatGPT search. The same pattern appears across AI labs. ClaudeBot is explicitly blocked by 10.1% of the 9,037 tools, while Claude-SearchBot is blocked by just 0.1%. Google-Extended is blocked by 9.9%, but its purpose is also distinct from ordinary Google Search crawling. Do not assume a broad-looking rule has the result you want. Check the actual crawler names and decide which capabilities you want to permit. A safe way to review your file Start by opening the public URL: https://your-domain.example/robots.txt Then look for three things: A named crawler group, such as User-agent: GPTBot . A Disallow: / directly inside that group. A wildcard group, User-agent: * , that could affect all crawlers. Our measurement only counts a site as blocking GPTBot when the named GPTBot group itself contains Disallow: / . This matters because ordinary technical exclusions are widespread. Only 31 sites in the 9,037-site sample, or 0.3%, block every crawler outright. Meanwhile, 44% have a path-level Disallow rule in a wildc
AI 资讯
SOP Chatbot: Instant Answers From Your Own Procedures
Every small business has one person who is the office search engine. Where is the refund form. What goes in the Friday report. Which supplier do we use for rush jobs. The answers are written down somewhere, but asking that person is faster than finding them, so the questions keep coming and that person never gets a full hour of their own work. An SOP chatbot fixes exactly that. Staff type the question, and the bot answers with the steps from the procedures you already wrote, and shows which document it took them from. Nothing else. This article explains how that works using one picture, shows two bots we actually run, and is honest about what the bot will never do. The box Picture the AI as a very capable temp worker who shows up every morning with no memory of your business at all. Not the address, not the prices, not how you handle a late delivery. Smart, fast, and completely blank. Before you ask them anything, you hand them a box. In the box are your documents. The rule, taped to the lid, says: answer only from what is in the box, and if the answer is not in the box, say so. That box is what people in the AI world call the context. Everything the bot knows about you at the moment it answers is what you put in the box for that one question. It does not learn your business over time. It reads the box, answers, and forgets. Next question, new box. Two things follow from this picture, and they explain almost everything about SOP chatbots. The box has a size. Anthropic, the company behind the Claude models, says in its engineering write-up on contextual retrieval that a knowledge base under about 200,000 tokens, roughly 500 pages, can simply be included with every question, with no extra machinery. Most small businesses have far less than 500 pages of procedures. So for most of you, the whole manual fits in the box every time. If the manual is bigger than the box, someone has to pick. Then a librarian step runs first: it reads the question, pulls the few pages that m
AI 资讯
TechCrunch Mobility: Tesla Cybercab hits the road — and a snag
Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, the role AI is playing in it.
产品设计
Trying VLA (Part 6): Controlling LeRobot with a SpaceMouse
Mapping SpaceMouse Controls to SO-101 Movements In the previous article, I connected the SpaceMouse to the PC and confirmed that all six types of input could be detected correctly. https://dev.to/takeofuture/trying-vla-part-5-setting-up-and-testing-a-spacemouse-eio Forward / Backward Left / Right Up / Down Pitch Roll Yaw During the SpaceMouse test, I confirmed the following input values. Forward horizontal = +Y Backward horizontal = -Y Left horizontal = -X Right horizontal = +X Up = +Z Down = -Z Forward tilt = +Pitch Backward tilt = -Pitch Left tilt = -Roll Right tilt = +Roll Left twist = -Yaw Right twist = +Yaw An important point here is that these values from the SpaceMouse are not sent directly to individual SO-101 motors . Conceptually, the flow from the SpaceMouse to the SO-101 looks like this: SpaceMouse ↓ x / y / z / roll / pitch / yaw ↓ SpaceMouse Teleoperator ↓ target_x / target_y / target_z target_wx / target_wy / target_wz ↓ Inverse Kinematics (IK) ↓ SO-101 Joint Positions ↓ SO-101 The SpaceMouse plugin treats the 6DoF input from the SpaceMouse as movement of the End Effector in Cartesian coordinates. The target movement is then converted into the required SO-101 joint angles using IK, or Inverse Kinematics . In other words, instead of directly specifying something like: "Move this motor by 5 degrees" we provide commands such as: "Move the End Effector slightly forward" "Move the End Effector slightly upward" "Rotate the End Effector slightly" The SpaceMouse provides these commands, and IK calculates how the individual joints need to move. Mapping Between SpaceMouse and LeRobot Coordinates There is one thing we need to be careful about here. The x and y values displayed by the SpaceMouse test do not directly become LeRobot's target_x and target_y . With the default SpaceMouse plugin configuration, the axes are mapped as follows: SpaceMouse y -> target_x SpaceMouse x -> target_y SpaceMouse z -> target_z SpaceMouse roll -> target_wx SpaceMouse pitch -> targ
AI 资讯
XDOF, just three months out of stealth, is in talks for a Series B at a $1.2B valuation
The round is being raised just months after the robot data startup exited from stealth.
AI 资讯
No little kids allowed, and other new info about Tesla’s Cybercab
The company says no children under 13 can ride -- even with a parent. That's more restrictive than the Model Y SUVs it's using as robotaxis.
开发者
Tesla’s Cybercab Officially Launches Today. It’s Already Under Investigation
The US government is investigating whether the Cybercab, which lacks a steering wheel and pedals, meets vehicle safety standards.
AI 资讯
iRobot unveils the Roomba Duo
The original robot vacuum company showed off a concept robot at the IFA tech show in Berlin today. The Roomba Duo combines a heavy-duty floor-washing machine with a smaller, slimmer Roomba. The two floor cleaners can move around your home together, with the main unit mopping and sweeping larger floor areas and the smaller unit […]
产品设计
Feds launch investigation into Tesla’s Cybercab deployment
The investigation was launched just a few hours after Tesla put the first production Cybercabs on the road in Austin.
产品设计
Tesla’s Make-or-Break Cybercab Had a Quiet Debut
An invite-only event in Austin, Texas, kept online fans in the dark for hours.
创业投融资
Tesla is asking people if they want to buy and run Cybercab fleets
The company published a form on its website Thursday soliciting info from people who are interested in "Cybercab fleet vehicle purchasing."
开发者
The Cybercab is Tesla’s ‘fork in the road’ moment
The company is about to formally launch the gold two-seater, with no steering wheel or pedals -- a move that could change Tesla forever.
AI 资讯
DJI’s new robovac can climb obstacles, vacuum quietly, and claims much improved privacy
DJI has announced a second generation of its Romo robovac. The Romo 2 series is quieter, more powerful, and better at climbing over small steps and other obstacles. But more importantly for DJI, a new local-only data mode should go some way to reassuring anyone concerned by the first Romo's serious security flaws. There are […]
AI 资讯
Amazon’s Zoox expands its robotaxi service to Las Vegas airport
Zoox is expanding to this critical ride-hailing destination a few weeks after it started charging for robotaxi rides.
科技前沿
Dyson Unveiled at IFA 2026: Live updates as the company shows off new vacuums, purifiers, robotics and more
We're liveblogging Dyson's press conference at IFA 2026 because we love cleaning gadgets.
安全
DJI launches new robot vacuums with an eye toward data privacy
The DJI ROMO 2 lineup also includes LiDAR-enabled mopping arms and improved obstacle avoidance.
产品设计
These new robot lawnmowers trim your edges
Anker's new robot lawnmower might take over for your weedwacker, too. Announced at IFA 2026, the Eufy Robot Lawn Mower S2 Max comes with an extendable trimming arm to clean up the grass around your driveway and flowerbeds. The dual-blade mower offers vSLAM navigation that uses built-in cameras to build a 3D map of your […]
创业投融资
Roborock shows off a series of new vacuums at IFA 2026
Roborock showed off several new robovacs, a robomower and a pool cleaner at IFA 2026.
AI 资讯
The Logical End Point of AI Job Interviews Is Two Bots Talking to Each Other
Christopher was sick of being ghosted by AI recruiters. So he unleashed ChatGPT on his robot interviewer.