When General Manager John Lynch said that the 49s weren’t the habit of letting good football players exit of the door, he spoke about Debo Samuel's status.

It took two days after the tip of a 6-11 season, and Lynch had a position. Why do the NFL world say that the 49s are considering moving from Samuel if even a team of the FIB is believed enough to supply a good design?

The teams let good players get out of the constructing on a regular basis. It's called Free Agency and starts on March twelfth in lower than a month. Two of probably the most difficult decisions of the 49s are to be handled with linebackers Dre Greenlaw and Safety Talanoa Hufanga, that are to be made available to the best bidder.

The 49s must analyze the probabilities of each starters cold, get better from injuries and contribute to a title.

Greenlaw provided a more positive drama for the 49s in his half of football as one in all the opposite 66 quarters that caused a lost season. Greenlaw was explosive, dominant and galvanizing in a lack of December against the RAM, his first extensive campaign since he was getting an Achilles in Super Bowl Lviii while taking the sphere in Las Vegas.

He didn’t play within the second half or in the remaining of the season after a defeat of 12: 6 after making his viewpoint. USA tonay projected Greenlaw could end with the Rams. They are planned to lose linebackers Christian Rozeboom and Troy Reader within the free agency, and Lord knows that Sean Mcvay has seen enough of Greenlaw over time to be fascinated.

Other applicants could possibly be Washington (where the previous managing director Adam Peters is the GM) and Indianapolis. The more teams have an interest, the more the worth increases and the longer the commitment.

From the viewpoint of the 49ers, it’s legitimate to ask whether Greenlaw's wish write checks that his body is just not allowed to do. In the second half, he faced the Rams with calf problems after which only took 4 games against Miami.

Since it is just not my money, I fully support Greenlaw. He is worshiped by his teammates and his presence as a armed forces if it can’t be denied.

But it is just not my money, and the way will the 49 feel for those who feel something a couple of one -year “evidence” -ver deal and Greenlaw cannot stay in the sphere and play in only a couple of games?

Hufanga got here out of nowhere to be an Pro Bowl player and an all-pro first team in 2022, who made comparisons together with his mentor Troy Polamalu. Since then he played in 17 out of 34 games and liked a torn ACL, a concussion, an ankle injury and a wrist injury that needed to be operated on.

Like Greenlaw, Hufanga knows only a speed and it’s an open query whether he can return to his 2022 form in a single piece.

And throughout the squad for what Greenlaw has no alternative, the 49s received a particularly promising season in comparison with the Rookie Malik Mustapha within the fourth round last 12 months. He might be one in all the starting security with Ji'ayir Brown for a 3rd season.

According to injuries as one in all the causes of a catastrophic season of 2024, the 49s are quite conservative by way of offers for Greenlaw and Hufanga. Her injury history together with a fearless, ruthless playing style ensures a dice vertebrae to maintain the strictness of an everyday 17-game season and theoretically the playoffs.

Here is a have a look at the 49s, the contracts of which have expired, which makes them free agents at first of the brand new league 12 months:

Dt Javon Hargrave: Halfed the 49s in 2023 into an excellent bowl, but in the event that they thought he was definitely worth the investment, he wouldn’t be released.

CB Charvarius Ward: Surprise signing in 2022 paid off. He had a difficult tragedy in 2024 when his 23 -month -old daughter died. Deomtor Lenoir takes on the role of CB1.

G Aaron banks: A two-year-old starter and former draft pick of the second round, the salary season of the banks, included a concussion, an MCL pollution and an overall effort.

Lt Jaylon Moore: After Trent Williams was injured, Moore began five games, spoke out well and might probably earn the payment from starter elsewhere.

WR Chris Conley: In the 2004 final, 4 passes for 59 yards and that could possibly be his farewell to the 49s on the age of 32.

Te Eric Saudenses: Has done some good things as a blocker, but didn’t grow to be a second consistent threat to make George Kittle.

RB Jordan Mason (RFA): Was early to the NFL -Rushing leaders. High -knucke waves ended his season with 793 yards. Could receive a limited Free Agent that the 49s don’t match.

RB Elijah Mitchell: Do you remember him? Mitchell was rarely seen within the team facility this 12 months after he was put into the injured reserve on the 53-man degree. Could be an element depending on what happens to Mason.

G BEN BARTCH: Did enough in 65 snapshots in three games as a alternative for injuries, he could possibly be returned to fight for pairing.

LB de'vondre Campbell: Campbell was not the explanation why the defense of the 49s ended so badly, but he didn't help. Went out together with his teammates, accompanied by Lynch and won’t be back.

CB Isaac Yiadom: Played in every game with five starts and played outside when Lenoir went inside. Just a few years left on the age of 28.

CB Rock's China: A favourite of the coaching team due to his team-guest posture, but only played 62 snapshots for defense in 13 games. He is 28 years old and hopes to catch somewhere.

CB Nick McCloud: Signed at 49ers Practice Squad after he was released by the New York Giants on November fifth. Played in eight games, including 26 snapshots in the ultimate.

S Tathaun Gipson: When insurance injured with Hufanga, the 34 -year -old Gipson played in nine games, but only played a snapshot in special teams (56) than in defense (57).

G Jon Feliciano: The nine -year -old veteran guard/the middle never recovered enough after the knee surgery throughout the training camp to be activated on Thursday and retire.

QB Joshua Dobbs: Supposedly signed to be the backup for Brock Purdy, a lot of the season of Brandon Allen. Started in the ultimate, passed 326 yards, hurried 17 and threw two touchdown passes with two interceptions.

QB Brandon Allen: A classic placeholder QB3 with regard to the abilities for teams which have three quarterbacks.

RB Patrick Taylor: 39 times for 183 yards and his first touchdown in an injury-related position since 2021.

Dt Kevin Givens: Limited to eight games and 184 snapshots which were with a groin injury after which a breast since its 2019 rookie season.

LB Demetrius Flannigan fuck: Core Special Teamers and Reserve LineBacker were released to the free agency after an injured reserve.

LB Curtis Robinson (RFA): Lost in week 3 against a torn ACL, which didn’t prevent him from being Walter Payton Man of the Year candidate for the participation of the community.

T Charlie Heck: Jaylon Moore signed the Arizona Practice Squad on Christmas Day. Played 87 snapshots in two games, who shared time with Austen Pleasants.

Dt Khalil Davis: For a trade closing by Tampa Bay for a draft of the seventh round 2026. Davis played 37 snapshots in three games.

P Pat O'Donnell: The veteran took over after Mitch Wishnowsky's back injury and had a gross and 39.3 network in eight games and 24 Punts.

With the return of President Donald Trump to the office, the legislators of the California state have hurried laws on the protection of migrant families, that are geared toward by the federal immigration officials for mass shift.

One of the newest draft laws is the chairman of the Senate training, Sasha Renée Pérez, D-Pasadena, the scholars, parents and faculty staff immediately attentive when immigration officers are on the varsity premises, also on the school campus.

Relatives: After the ice operation in Bay Area, the officials undertake to defend immigrants

SB 98Also as a SEAF law for the shipment warning to the law on families in Education (Safe), two days after the Trump government's announcement, it was introduced last week that it was an earlier federal policy that limited immigration officers, churches and hospitals to arrest migrants without papers .

“The Trump administration has made it clear that there is no space for mass deportation. Students and parents are rightly afraid, ”said Pérez in a press release.

In Pérez 'laws, including the colleges, “all students, parents, faculties, employees and other members of the school community would immediately inform about the presence of immigration officers on the school page.

Jerome Parra, her speaker, said schools already have systems to send quick warnings via texts or e -mails, for example if there is near police activities and the school goes into the lock. In general, parents and school employees decide to maintain the warnings, said Parra.

According to this legislation, the schools would use the same system to notify the municipality if immigration authorities appear on a campus.

The US Ministry of Homeland Protection published an explanation Last week on the new policy of Trump administration, which enables the arrest of migrants in previously “sensitive” areas and empowered the latest measures to enable immigration authorities to enforce immigration laws, “to enforce our immigration laws and criminal aliens – including murders and rapists -that are illegally in our incomes land. Criminals will no longer be able to hide in American schools and churches to avoid arrest. “

Many communities, including Los Angeles and Orange Counties, live in fear, especially after a number of raids from federal immigration agents across the country last weekend. The LA Division of the US drug authority reported that it supported DHS and other law enforcement companies in the federal state authority on Sunday in the enforcement of the immigration authorities.

Before this weekend, some local school districts had taken measures to support students, families and employees who are afraid of being deported.

The La Unified School District in November was confirmed as a “protection district”. Officials in the second largest school district of the country also restarted his “We Are One” campaign this week began to distribute cards Enlightenment of families with a migration background to make clear their rights in the event that they are confronted by the federal immigration authorities.

In Orange County the Santa Ana School Board similar said goodbye to an answer In December they declare the SausD school locations as “safe ports” and promised to exchange information or to work with the US immigration and customs authorities. The resolution also states that the district will provide students and families information on mental health and legal services.

Despite the actions of K-12 districts similar to those in La and Santa Ana, many fear, also at the school level, that undocumented immigrants are included in ice attacks.

Therefore, the coed association of the University of California SB 98 sponsors.

“Our universities and universities should be safe for every student, regardless of their immigration status,” said Esther Mejia, chairwoman of the federal government relationships of UCSA and a student at UC Santa Barbara.

“My own experiences with ice attacks in our community gave me a personal part of this struggle for justice for our immigrant communities,” said Mejia.

In addition to Pérez, other legislators from La County have introduced your personal bills Sagittarius of scholars and families in schools in front of immigration officers.

Assembly Education Chair Al Muratschi, D-Torrance, has an invoice, From 49This would prevent school or childcare employees ICE officers from allowing a faculty or institution with no valid identification and a judicial arrest warrant, a written declaration of intent and an express permission of the superintendent of the varsity district or the top of the childcare center. The access of the ICE agents would even be limited to it if students and kids aren’t present.

Another invoice, SB 48Introduced by Senator Lena Gonzalez, D-Long Beach, law enforcement authorities would prevent the immigration authorities of working with the immigration authorities or to work with the immigration authorities inside 1 mile of a faculty premises.

These invoices weren’t heard within the committees.

Originally published: January 30, 2025 at 7:49 a.m. PST

I'm researching the interface between artificial intelligence, natural language processing and human pondering as director of the Laboratory for the further development of human and machine pondering on the University of South Florida. I’m also commercializing this research in a single AI startup which provides a vulnerability scanner for language models.

From my perspective, I observed significant developments in the sphere of AI language models in 2024, each in research and in industry.

Perhaps essentially the most exciting of those are the capabilities of smaller language models, assistance in combating AI hallucinations, and frameworks for developing AI agents.

Small AIs are causing a sensation

At the guts of commercially available generative AI products like ChatGPT are large language models (LLMs) which are trained on massive amounts of text and produce convincing human-like speech. Your size is mostly measured in parameterthese are the numerical values ​​that a model derives from its training data. The larger models like those from the massive AI firms have lots of of billions of parameters.

There is an iterative interaction between large language models and smaller language modelswhich appears to have accelerated in 2024.

First, organizations with essentially the most computing resources are experimenting with and training ever larger and more powerful language models. These end in latest functions for big language models, benchmarks, training sets and training or input tricks. These, in turn, are used to create smaller language models – within the range of three billion parameters or less – that may run on cheaper computer setups, require less energy and memory to coach, and could be fine-tuned with less data.

So it's no wonder that developers have released quite a lot of powerful smaller language models – although the definition of small is continuously changing: Phi-3 And Phi-4 from Microsoft, Lama-3.2 1B and 3BAnd Qwen2-VL-2B are only a number of examples.

These smaller language models could be specialized for more specific tasks, reminiscent of quickly summarizing a series of comments or checking facts against a particular reference. You can work along with their larger cousins to supply ever more powerful hybrid systems.

Wider access

Increased access to high-performance language models large and small could be a mixed blessing. Since there have been many follow-up elections around the globe in 2024, the temptation to abuse language models was great.

Language models can provide malicious users the power to generate social media posts and fraudulently influence public opinion. There was one great concern about this threat in 2024, because it was an election 12 months in lots of countries.

And sure enough, a robocall that spoofed President Joe Biden's voice asked Democratic primary voters in New Hampshire stay at home. OpenAI needed to intervene disrupting over 20 operations and fraudulent networks that attempted to make use of its models for fraudulent campaigns. There were fake videos and memes created and shared with the assistance of AI tools.

Despite the Fear of AI disinformationIt is What impact these efforts actually had shouldn’t be yet clear about public opinion and the US elections. Nevertheless, US states have passed a lot of them Legislation in 2024 Regulation of using AI in elections and election campaigns.

Bots misbehaving

Google began recording AI overviews in its search results and returned some results that were weird and clearly flawed – unless you prefer it Glue your pizza. However, other results could have been dangerously flawed, reminiscent of when this was proposed Mix bleach and vinegar to scrub your clothes.

Large language models, that are those mostly implemented, are liable to hallucinations. This means they’ll say things which are false or misleading, often using protected language. Although I And other While we proceed to put it on the market, many organizations will proceed to learn the hard way in 2024 concerning the dangers of AI hallucination.

Despite extensive testing, a chatbot plays the role of a Catholic priest advocated baptism via Gatorade. A chatbot Advice on New York City laws and regulations incorrectly said it was “legal for an employer to fire an employee who complains about sexual harassment, fails to disclose a pregnancy, or refuses to cut off her dreadlocks.” And OpenAI's speech-enabled model forgot whose turn it was to accomplish that speak and answered a human in her own voice.

Fortunately, in 2024 there have been also latest ways to alleviate and live with AI hallucinations. Companies and researchers are developing tools to secure AI systems Follow the given rules before deploymentin addition to environments to judge them. So-called Guardrail scaffolding Inspect the inputs and outputs of huge language models in real time, although often using a unique layer of huge language models.

And the conversation to AI regulation acceleratedresulting in the main players in the massive language model space updating their policies scale responsibly And Use AI.

But although researchers keep checking out Ways to cut back hallucinationsin 2024, research convincingly shown this AI Hallucinations will at all times exist in some form. This could also be a fundamental feature of what happens when an entity has finite computing and knowledge resources. After all, this can be known in humans confidently misremember and speak untruths once in a while.

The Rise of the Agents

Large language models, especially those based on variants of Transformer architectureare still driving essentially the most significant advances in AI. For example, developers are using large language models not only to create chatbots but additionally to function the premise for AI agents. The term “agentic AI” became famous in 2024some experts even call it that third wave the AI.

To understand what an AI agent is, imagine a chatbot augmented in two ways: First, by giving it access to tools that provide it Ability to take motion. This might be the power to question an external search engine, book a flight or use a calculator. Second, give him more autonomy, or the power to make more decisions on his own.

For example, a travel AI chatbot can perform a seek for flights based on the data you provide, but a tooled travel agent could plan a complete itinerary, including finding events, booking reservations, and adding them to the calendar.

In 2024, latest frameworks for developing AI agents emerged. To name just a number of: LangGraph, CrewAI, PhiData And AutoGen/Magentic One were released or improved in 2024.

Companies are fair begins to adopt AI agents. Frameworks for developing AI agents are latest and evolving rapidly. In addition, security, privacy and hallucination risks are still a priority.

But global market analysts predict that this can change: 82% of organizations surveyed Plan to make use of the lively ingredients inside 1-3 yearsAnd 25% of all firms currently use generative AI are expected to introduce AI agents in 2025.

When shopping online, there are sometimes infinite options and fleeting discounts. A single seek for trainers can return a whole bunch of results across multiple platforms, each promising the “best deal.” The holidays bring excitement, but in addition a combination of decision fatigue and logistical nightmares.

What if there was a tool that might assist you to seek for the most effective prices, navigate infinite offers, and ensure your purchases arrive on time?

The next development in artificial intelligence is AI agents who’re able to autonomous considering and multi-level problem solving. AI shopping agents not only suggest what you may like, but may also act in your behalf. Major retailers and AI firms develop AI shopping assistants and the AI ​​company Perplexity published Buy with Pro on Nov. 18, 2024.

Imagine this: You prompt the AI ​​to search out a winter coat under $200 that's well-reviewed and arrives on Sunday. In seconds, it scans web sites, compares prices, checks reviews, confirms availability and places the order – all when you go about your day.

Unlike traditional suggestion engines, AI agents learn your preferences and complete tasks autonomously. The agents are built with it machine learning and natural language processing. They learn from their interactions with the individuals who use them and turn into smarter and more efficient over time through their collective interactions.

Looking aheadAI agents will likely not only handle personal shopping needs, but in addition negotiate directly with the corporate's AI systems. Not only will you learn your preferences, but you may as well book customized experiences, process payments across platforms, and coordinate schedules.

As a researcher, the examines the collaboration between humans and AII see how AI agents could make the long run of shopping virtually effortless and more personalized than ever before.

How AI agents help buyers

Marketplaces corresponding to Amazon And Walmart use AI to automate shopping. Google Lens offers a visible search function to search out products.

Buy with Pro by Perplexity is a more powerful AI shopping agent. By providing your shipping and billing information, you may place orders directly within the Perplexity app and receive free shipping on every order. The purchasing assistant is a component of the corporate Perplexity Pro Service that features free and paid tiers.

For those that wish to create custom AI shopping agents: AutoGPT And AgentGPT are open source tools for configuring and deploying AI agents.

Consumers are today Value-orientedSearch for offers and compare prices across platforms. Hiring an assistant to perform these tasks could be a huge time saver. But can AI really learn your preferences?

A recent study using the GPT-4o model achieved 85% accuracy Imitation of thoughts and behaviors from over 1,000 people after interacting with the AI ​​for just two hours. This groundbreaking finding suggests that digital personas can understand people's preferences and reply to them in ways in which transform the shopping experience.

How AI shopping is changing business

AI agents transcend recommendations and independently perform complex tasks corresponding to automating refunds, managing inventory, and approving pricing decisions. This development has already begun reshape the best way firms operate and the way consumers interact with them.

Retailers who use AI agents see measurable advantages. Since October 2024, data from the Salesforce Purchasing Index shows that digital retailers using generative AI achieved a 7% increase in average order revenue and attributed 17% of worldwide orders to AI-driven personalized recommendations, targeted promotions and improved customer support.

Meanwhile, the character of search and promoting is undergoing a significant transformation. Amazon is Loot billions of dollars in promoting revenue as shoppers bypass Google and search directly on its platform. At the identical time, AI-powered search tools like Perplexity and OpenAI's web-based chat deliver easy, contextual answers, difficult traditional search engines like google and forcing advertisers to rethink their strategies.

The final result of the fight between Big Tech and Open Source Initiatives to shape the AI ​​ecosystem are also prone to impact how the shopping experience changes.

The risks: privacy, manipulation and dependency

While AI agents offer significant advantages, in addition they raise significant privacy concerns. AI systems require extensive access to non-public data, purchase history and financial information. This level of access increases the danger of misuse and unauthorized disclosure.

Manipulation is one other problem. AI may be very convincing and may be optimized to serve the interests of firms quite than consumers. Such technology can prioritize upselling or Nudge buyers towards higher-margin products under the guise of personalization.

There can be a risk of addiction. Automating many features of shopping could impact alternative satisfaction. Research on human-AI interaction shows that while AI tools can reduce cognitive load, increased use of AI could impair people's performance to critically evaluate their options.

What's next?

AI-based shopping remains to be in its infancy. So how much trust do you have to give him?

In our book “Converging Minds“AI researcher Aleksandra Przegalinska and I argue for a balanced and demanding approach to the adoption of AI, recognizing each its potential and its pitfalls.

Cognitive scientist Gary Marcus points out the moral limits of AI result from technical constraints: Despite efforts to avoid errors, these systems remain imperfect.

This cautious perspective is reflected within the answers from my MBA course. When I asked students in the event that they can be willing to outsource their holiday shopping to AI, the reply was an awesome no. Ethan MollickProfessor on the Wharton School of the University of Pennsylvania, has argued that the introduction of AI into on a regular basis life might be gradual as societal change typically lags behind technological progress.

Before individuals are willing at hand over their bank cards and let AI take the reins, firms must be sure that AI systems are aligned with human values ​​and priorities. The promise of AI is big, but to satisfy that promise, I consider AI have to be an extension of human intent – ​​not a substitute for it.

LAS VEGAS – Top free agents are not any longer available and rosters are mostly full because the league convenes for Summer League in Las Vegas.

For the Warriors, a series of moves has seen Chris Paul and franchise legend Klay Thompson transformed into De'Anthony Melton, Kyle Anderson and Buddy Hield. Golden State improved with 12 capable supporting players and bolstered its coaching staff with Terry Stotts and Jerry Stackhouse.

General Manager Mike Dunleavy Jr. is worked up concerning the group. Assuming it is identical team that starts the season, the Warriors have a very good likelihood of improving on their record from last 12 months (46-36).

But even at the moment of summer, that remains to be an assumption.

“You're always looking around the league, talking to teams, scouting things,” Dunleavy said. “I like our team, but there are also some things we can look at to improve it. We'll continue to do that leading up to training camp and the season.”

The biggest opportunity for improvement could be a blockbuster trade for Lauri Markkanen, for whom the Jazz have reportedly received offers. Markkanen is eligible to increase with the Jazz on August 6, which sets a man-made deadline for the trade – if it ever happens.

Markkanen is one in all the sport's best scorers and is at his best at 27. The Jazz and CEO Danny Ainge would likely be impressed by a suggestion to part ways with him.

The Warriors have reportedly made the Jazz a sizeable offer, but unless they can land Markkanen or a player of comparable caliber, no expert is considering them as a contender within the crowded West. Oklahoma City, Denver, Minnesota and Dallas make up the elite top of the conference, but Memphis, Sacramento, Phoenix, New Orleans and the 2 Los Angeles teams are also firmly within the running.

But by signing Anderson, Melton, Hield and possibly internal reinforcements like Jonathan Kuminga and Brandin Podziemski, the Warriors could easily join that second group.

“I think it's a little bit like last year. I thought we had a better team than the year before,” Dunleavy said. “I think the same thing this year. But what does that mean? Last year the record was better and we didn't make the playoffs. I think we'll be better, we should be better, but a lot depends on it: health, chemistry, all that.”

Especially without Thompson, who ranked fourth within the NBA in 3-pointers made last 12 months, space allocation can be paramount. Lineups that included all three – Draymond Green, Trayce Jackson-Davis and Kuminga – struggled last 12 months.

“I think from a shooter's perspective, Buddy really helps beat Klay,” Dunleavy Jr. said. “But beyond that, I think there's room for others to improve,” Dunleavy said. “In terms of volume and accuracy, we want guys that shoot more threes. That can be internally, with Moses (Moody), Wiggs, BP, JK — all those guys can make shots.”

Coaching could also help improve margins. Stotts brings experience as a head coach and Stackhouse will bring the attitude of a former player. Aside from Atkinson, who left to educate the Cleveland Cavaliers, Dunleavy expects the remaining of last 12 months's team to return. That means the bench will include Bruce Fraser, Ron Adams, Chris DeMarco, Kris Weems, Anthony Vereen, Hilston Armstrong and Jacob Rubin.

Nevertheless, the Warriors' goal stays to surround Steph Curry with as much talent as possible.

Curry, 36, is representing the United States on the Paris Olympics. He was named to the All-NBA third team last 12 months and continues to be a top-notch offensive machine.

The franchise owes it to Curry to stay competitive so long as he stays at this level.

“That's clearly the most important thing,” Dunleavy said. “In this league, you want to take advantage of those time horizons. And with Steph and Draymond still at a really high level, that's obviously important. So we have to be careful in the decisions we make to stay at that championship level. That includes drafting, trades, signings – all of those things.”

I believe that's why we added the last one with Buddy. We went over the tax on that. We're serious about winning. Joe (Lacob) walks the talk. So to your query about whether we will reap the benefits of Steph's prime, we're going to try.”