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Google Unveils Gemini 2.5 Deep Think, a Multi-Agent AI System for Complex Reasoning
Google has announced Gemini 2.5 Deep Think, a refined multi-agent artificial intelligence system designed to tackle complex reasoning tasks. This advanced model is set to be made available to a select group of testers thru the Gemini API in the coming weeks,as Google seeks to explore its potential applications with developers and enterprises.
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“I am concerned about all our political leaders, political organisations.”
—Amy Klobuchar, US Senator of Minnesota
The FBI is offering a $50,000 reward for information leading to his capture and conviction. Incidents like these reflect a broader pattern; according to a 2024 report, political violence in the United States has increased significantly in recent years (Council on Foreign Relations).
Officials believe the shootings were politically motivated. Evidence suggests a link to the abortion debate, fueled by groups and content in the suspect’s manifesto. Amy Klobuchar mourned her friend, Democratic state Representative Hortman, who was a strong advocate for reproductive rights.
The attacks coincided with a display of deep division in the country, as hundreds of thousands protested against the former president while he oversaw a military parade. The former president has condemned the killings and injuries.
The FBI released a photo showing Boelter wearing a mask outside one of the targeted homes. The nation’s political climate is under scrutiny, with calls for de-escalation and unity from political figures.
As investigations continue and the manhunt expands, the tragic events highlight the dangerous intersection of political polarization and violence. The focus remains on apprehending the suspect and preventing further attacks.
Reports for violent quarrels,the last on june 5 a few hours before he killed the girl. The restaurateur who denounced him in Piazza Farnese: “He was violent and full of blood”
“Help, there is a man who is beating A woman wiht a child in her arms ». It is indeed the evening of 20 maggio When two US tourists run on via del Mascherone, a central road in Rome. A few meters and arrive, agitated, a Farnese squarehome of the homonymous palace that houses the Embassy of France. On a corner of the historic widening the “Camponeschi” restaurant He is open, owner and vigilant first respond to the SOS of young people. It is indeed not even 10 pm, cries and quarrels like many who re -establish in the alleys of the capital.
Just that thatviolent man And Rexal Ford and 18 days later a Villa Pamphili will leave behind two bodies, Two victimsmother and daughter. Just the girl in the mother’s arms seen with him that evening. But already in the night of that first filingnobody will stop the future murderer.
«I saw these two American girls ask for help,they said there was a man,full of blood,violent With a woman »the story of the restaurant owner,who immediately calls 112.
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When the police arrive, the 46 -year -old is sitting on the steps of the number 63 in via del Mascherone: next to him there is his future victim, the woman he will abandon in a black bag in the park, also annihilating what remains of her, the daughter. It is he who speaks for her: “We are American touristsshe is my daughter, “he says in Italian to the agents, pointing out the girl in the arms to the mother who, however, has no documents.
The policemen, as far as they appear, do not go further: record the passport of man and, in the absence of complaints, do not verify more, not even theidentity of the womanthey just accept what Ford declared: he says he is his wife but the name will be without feedback. So much so that she is still unknown. Nor do the agents separate the couple in order to ascertain the facts without him to loom on the victim of his violence.
A policewoman only doubt and how, a photo of the wounded American, the restaurateur who then reports everything to “Who has seen it?” suspected described by the witnesses with a name and surname. “What was to be done was done as a citizen and as a civic sense – says the restaurateur now when he asks to remain anonymous -. Good deeds take stock and just should not be used for several purposes ».
I testimonial of thataggression They will not have been enough for the detention of man, but dozens of cameras immortalized the violent scene. Behind via del Mascherone, three meters from the steps on which Ford sat, there is the historic via Giulia, a road that houses the Consulate General of France, next to the Embassy building. H24 manned area by the police,dozens of electronic eyes focused on the alleys. That of Piazza Farnese is just one of the episodes in which The fury explodes of Ford, unpunished, let it go at least three times.Free to make his anger exploded,now accused of killing the girl and problably his mother,as soon as I autoptic feedback they will certify the causes of death.
The second time happens to San Silverio markettwo steps from Villa Pamphili: it is indeed May 30th, again violent dispute, called to 112, this
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GitHub has unveiled a prototype AI coding agent designed to autonomously address software bugs and propose code modifications through pull requests. This initiative signals a move towards automated code maintenance, potentially reshaping how developers manage software projects.
Unlike GitHub Copilot, which provides real-time coding assistance, this new agent operates independently. It scans entire codebases, identifies potential issues, and submits suggested fixes in the form of pull requests. This represents a meaningful shift from AI as a tool for developer assistance to AI as an autonomous code maintenance partner.
Did You Know? According to a recent study by McKinsey, automation technologies, including AI, could automate up to 45% of the activities people are paid to perform, potentially saving trillions in labor costs. Source: McKinsey
The AI coding agent builds upon the capabilities of Copilot and leverages codeql for semantic code analysis. This allows the agent to understand the meaning and structure of code, going beyond simple text matching. Integrated with a software library of common vulnerabilities and bug patterns, the agent can detect relevant issues, formulate potential fixes, and open pull requests complete with code changes and descriptive messages outlining the rationale.
Developers retain full control, with the ability to review, modify, or merge the pull requests as needed.this ensures human oversight while automating the more tedious aspects of bug fixing.
This proclamation aligns with the growing trend of autonomous AI agents in software development. Tools like SWE-agent from Princeton University have demonstrated promising results in multi-step bug fixing and test-driven development. These tools represent a broader movement towards software that can not only assist but also act, handling iterative development tasks with minimal human intervention.
Pro Tip: Consider implementing automated code review tools in your workflow to catch potential issues early and improve code quality.
Early reactions to GitHub’s coding agent have been largely positive, with developers expressing interest in automating routine bug fixes. Though, some concerns have been raised regarding trust in AI-generated fixes, ensuring adequate testing coverage, and managing changes effectively, particularly in complex codebases.
A Reddit thread discussing initial experiences with the agent highlighted successful test runs, with some users calling it a potential “game changer.” A GitHub Community discussion also underscored worries about the implications of AI-generated pull requests.
The development of this AI coding agent is part of GitHub’s broader AI strategy, which focuses on integrating large language models into various workflows beyond code generation. This includes documentation, issue triaging, and now, autonomous pull request creation. GitHub aims to leverage AI to handle repetitive engineering tasks, freeing developers to focus on higher-level design and problem-solving.
While the AI coding agent is still in early development and not yet available for public use, github’s investment in this technology signals a long-term commitment to reducing the manual burden of software maintenance and improving code health at scale. The company has not announced a specific timeline for broader rollout.
What impact do you think AI coding agents will have on the software development lifecycle? What are the biggest challenges to overcome before widespread adoption?
The integration of AI into software development has been a gradual but transformative process. Early applications focused on code completion and syntax checking. however, recent advancements in machine learning and natural language processing have paved the way for more refined AI tools capable of understanding code semantics and autonomously addressing complex issues.
The development of AI coding agents represents the next frontier in this evolution, promising to automate significant portions of the software maintenance lifecycle and free up developers to focus on innovation and strategic initiatives.
Stay informed about the latest advancements in AI and software development. Share this article and join the discussion below!
The Cleveland Guardians’ potential additions to their pitching staff via free agency are looking less likely as early signings raise concerns about affordability.
Earlier this week, pitcher Frankie Montas inked a two-year, $34 million deal with the New York Mets, with an option for a third year. While fans are happy for Montas, his 4.71 FIP from last season raises eyebrows regarding the hefty price tag. "Paying $17 million a year for him seems insane to me ($6 million more in average annual value than predicted by MLB Trade Rumors) and doesn’t bode well for starting pitcher prices this offseason," remarked one observer.
The news that Matthew Boyd, another Cleveland target, signed a two-year, $29 million contract with the Chicago Cubs was particularly disheartening for Guardians fans. Many held out hope that Boyd, who thrived in Cleveland last season, would remain a Guardian.
“The fact that we know the team liked him and we know he fit very well here makes this a tough pill to swallow for me," one fan commented. "I think it indicates that the Guardians have at most $20 million to spend this offseason due to the Dolans being afraid to put a little more money on the table to try to increase the odds of a team that made the ALCS in 2024 making a deeper run in 2025. But, I guess we will see.”
While the initial free agency news has been disappointing, some fans remain optimistic. "Hey, Boyd pitched kind of like an older Justin Steele so maybe this is just setting up Cleveland getting Steele in a trade! Turn on the delusion filters, everyone!" one commented hopefully.
As the offseason progresses, fans will be keeping a close eye on the Guardians’ moves. Will they be able to bolster their pitching staff despite the rising costs or will they have to explore other avenues to compete? Only time will tell.
