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X Open Sources 'For You' Ranking Algorithm, Shadowban Signals: 'Seeking Criticisms To Improve'
August 13, 2026
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X significantly expanded its open-source initiative by releasing the complete source code for its "For You" ranking engine and core filtering systems on GitHub under the Apache v2 license.

Simultaneously, the platform launched a new "Under the Hood" transparency tool within app settings, allowing users to download a JSON file revealing if their account or posts have been assigned visibility-limiting labels (often referred to as shadowbans) over the past month.

Thursday's release includes model configurations, filter logic, and ranking parameters, enabling developers to run the Phoenix scoring system independently to verify how content is suppressed or promoted.

The open-sourced code confirms that the "For You" feed relies on a Grok-based transformer model to rank content, blending roughly 50% in-network posts (from followed accounts) with 50% out-of-network recommendations.

The 2026 update reveals a strict engagement hierarchy where Replies carry the most weight, followed by Reposts, then Likes, while posts containing external links are systematically deprioritized to keep users on the platform. Additionally, the code exposes a visibility multiplier for X Premium subscribers, which boosts their distribution frequency and position in feeds compared to non-paying users.

The new shadowban detection feature is initially piloting with accounts older than one year that have posted at least 10 times in the last month, providing raw data that users can analyze via LLMs against the public codebase.

Elon Musk and X's VP of Product Keith Coleman framed this move as a method to let users verify fairness themselves, with Coleman noting that external researchers have already successfully trained and run the scoring system using the provided code. The repository allows for community pull requests to suggest improvements.

"In making 𝕏 open source, we are actively seeking criticism to improve fairness and quality of algorithmic recommendations," Musk wrote on X.

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Crew-13: SpaceX Launces Astronauts On Fastest Dragon Flight To The ISS

SpaceX Falcon 9 launches Dragon 'Grace' Spacecraft on SpaceX Falcon 9 launched Crew Dragon 'Grace' on the Crew-13 mission from Space Launch Complex 40 at Cape Canaveral Space Force Station, Florida, at 1510 UTC on Thursday (Oct. 1) carrying NASA astronauts Jessica Watkins and Luke Delaney, Canadian Space Agency astronaut Joshua Kutryk, and Roscosmos cosmonaut Sergey Teteryatnikov to the International Space Station (ISS). This will be the fastest Crew Dragon flight ever to the orbiting lab, expected to dock with the ISS in about 8 hours.

As planned, about 2.5 minutes after liftoff, the Falcon 9's first stage booster, B1101, separated from the second stage which in short succession, began executing its orbital insertion burn. B1101 performed a simultaneous boostback burn to reset its trajectory for a return and touchdown at landing zone(LZ-40). An entry and landing burn followed, with a successful touchdown about 7 minutes and 40 seconds after liftoff. This was the third launch and recovery of B1101.

Their trip to LEO took less than 10 minutes. 

Meanwhile the Falcon 9 second-stage engine burn ended about a minute later, wrapping up an orbital insertion maneuver that lasted roughly six minutes. The trip to low earth orbit(LEO) took less than 10 minutes from liftoff. Crew Dragon Grace was released another minute afterward to begin its 8-hour journey to the ISS.

"Thanks for an amazing ride," Mission Commander Watkins told Mission Control shortly after that milestone was reached.

"They say that courage is grace under pressure, and the incredible teams that got us to orbit today truly embody that," she added. "Thank you for your hard work, perseverance, and courageous commitment to ensuring Grace was ready and safe to fly. We carry with us on this journey all of you who have supported us along the way, and we hope to make you proud."

Watkins became the first NASA astronaut to fly twice aboard a SpaceX Dragon spacecraft, having previously served on Crew-4 in 2022. Mission pilots Luke Delaney, Joshua Kutryk, and Sergey Teteryatnikov are making their first spaceflights.

Typical Crew Dragon missions take 15 to 24 hours to catch up to the space station. For comparison, Russian launch profiles deliver the Soyuz crew capsule to the ISS anywhere between three hours to two days after liftoff. Grace will only have about 7 hours, 50 minutes on orbit before docking with the ISS, setting a new speed record for an American spacecraft.

"We got lucky this time," Julianna Scheiman, director of NASA science and dragon programs at SpaceX, said in the post-launch briefing. "The space station was in an opportune spot in space, and the orbital mechanics, the physics of it all, worked out for it to be the the shortest launch to docking time we've had to date."

The crew will join the ISS for a six-month mission as part of Expedition 75, conducting scientific research, technology demonstrations, and station maintenance. Many of their research will focus on astronaut health and the long-term effects of microgravity on the human body. Other experiments on the Crew-13 docket include studies into stem-cell derived tissues to treat Parkinson's and heart disease, as well as the harvesting of produce in zero-g.

"It was an incredible launch," NASA Administrator Jared Isaacman said. "This is an absolutely great start to Crew 13. We will be watching very closely, cheering them on throughout their great expedition."

The astronauts' time aboard the ISS is expected to wrap up sometime next year, around February or March, when SpaceX launches NASA's Crew-14 astronauts to replace them. Similarly, Crew-13 will relieve the four Crew-12 astronauts. Crew-13's arrival will signal the beginning of departure preparations for the members of Crew-12, who launched to the ISS about 7.5 months ago — a slightly longer stay than originally anticipated.

Crew-12 was expected to return to Earth last month, but a delay in Crew-13 extended their mission by a few weeks. An oxidizer leak in Grace's propulsion system was discovered in August, prompting NASA and SpaceX to allot more time for prelaunch checkouts and tests.

Grace is the fifth and final Crew Dragon built by SpaceX; it previously flew the private Axiom Mission 4 (Ax-4) in summer 2025.

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US Troops Withdraw From Iraq After 23 Years, Amid Gains By Iran-backed Militia

The U.S. military completed the "orderly departure" of all remaining troops and equipment from Erbil Air Base on Wednesday, formally ending Operation Inherent Resolve in Iraq and concluding a 23-year continuous U.S. military presence in the country.

U.S. Central Command confirmed the withdrawal marks the "successful conclusion of the military mission that defeated ISIS in Iraq." Pentagon Spokesman Sean Parnell said the move transitions Iraq from a wartime coalition mission to an "Iraqi-led security effort supported by a more normal bilateral security relationship."

CENTCOM Commander Adm. Brad Cooper noted that Iraqi security forces, including the Peshmerga, now possess the "operational independence to unilaterally manage threats."

In a Truth Social post, President Donald Trump announced the withdrawal as "a victory for the United States, a victory for Iraq, and a decisive victory over ISIS." He described the long U.S. involvement as "a very expensive excursion into Hell" and "a quagmire," stating that "very bad decision-making" initially led to the conflict but that the era is now "part of History."

"Today, I am pleased to announce that the last American Forces are leaving Iraq! It has been a long time, with very bad decision-making that got us involved in this quagmire in the first place, but soon, that will be part of History...," Trump wrote. "This Day is a victory for the United States, a victory for Iraq, and a decisive victory over ISIS, which has been completely decimated... We came to fight a caliphate. There is no longer a caliphate. We are going home!"

In 2003 the U.S. invaded Iraq to oust Saddam Hussein**, leading to a civil war and the rise of insurgencies. All U.S. troops withdrew in 2011. The U.S. returned in 2014 for Operation Inherent Resolve after ISIS seized large territories. At its peak, roughly 2,500 U.S. troops were stationed in Iraq.

President Hunter Biden administration negotiated a phased withdrawal with Baghdad in 2024, a plan continued by the Trump administration. Most forces left in late 2025, leaving only ~1,500 personnel in the Kurdish region until this final departure.

The Combined Joint Task Force for Operation Inherent Resolve has relocated its headquarters to Jordan, where it will continue counter-ISIS operations in Syria. CENTCOM confirmed that CJTF-OIR headquarters has relocated. Roughly 4,000 U.S. troops remain in Jordan (including at Muwaffaq Salti Air Base).

Iraqi Prime Minister Ali Al-Zaidi celebrated the handover as a milestone for sovereignty. Iranian state media and Tehran-aligned groups framed the departure as a key objective achieved by the "axis of resistance." However, Kurdish officials expressed concern over the loss of U.S. air-defense capabilities amid ongoing drone threats. The U.S. will continue providing limited training and intelligence support under the new bilateral defense framework.

The withdrawal occurs amid an ongoing U.S.-Iran war, with Erbil facing over 1,000 drone and missile attacks by Iranian-aligned militias during the conflict. More than 4,500 U.S. service members lost their lives during the 23 years of conflict in Iraq.

Erbil Air Base and U.S. regional outposts faced repeated drone and missile strikes, including a fatal July attack on Muwaffaq Salti Air Base in Jordan.

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Dots: OpenAI Launches Always-on AI Agents To Rival SpaceXAI's Grok Bot, Meta's Muse

OpenAI launched Dots, a new line of "always-on" AI agents, at its DevDay conference on Tuesday, positioning the product as a direct competitor to Meta's Muse (released September 8) and SpaceXAI’s Grok Bot (released August 11).

Powered by the GPT-6 Astra model, each Dot runs on a dedicated cloud computer with a web browser and connects to over 4,000 apps, allowing it to autonomously execute tasks like booking flights or managing code in the background without constant user prompts.

Dot can run scripts, research topics, download files, and complete web-based tasks on its own. Optional access to your local machine via the ChatGPT desktop app is available if configured.

Unlike traditional chatbots, Dots can be customized with unique names and avatars, and are designed to work continuously toward user-defined goals, learning preferences over time and integrating with platforms like Slack, Microsoft Teams and mobile and desktop voice calls, maintaining continuous context across platforms.

Dots differ from earlier OpenAI tools like Operator by featuring a persistent, always-on environment and broader app connectivity.

The rollout initially targets ChatGPT Pro, Business Premium, and Enterprise subscribers, with the first Dot included at no extra cost.

The launch follows recent safety scrutiny for OpenAI, including the shelving of the GPT-6.1 Astra model; consequently, Dots underwent additional safety testing and feature read-only background modes, and mandatory user approval for sensitive actions like changing passwords or deleting data, to prevent unauthorized actions, according to the company.

SpaceXAI trolled OpenAI on X following Dots announcemnet Tuesday. The Elon Musk's SpaceX AI division apparently bought the dot.com domain which redirects to the Grok Bot website.

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