Bill Streicher, Jeff Curry, David Frerker-Imagn Images, Kevin R. Wexler-NorthJersey.com-USA Today Network
On September 12, 2004, Eli Manning made his NFL debut. The Giants were down three touchdowns in the fourth quarter, and starting quarterback Kurt Warner had taken four sacks and fumbled twice; maybe let the no. 1 overall pick take a spin.
On Manning’s very first play from scrimmage, he handed the ball to Tiki Barber, who ran for a 72-yard touchdown. Now, Manning would go on to have a very, very good career: 16 years in the league, four Pro Bowls, 366 touchdown passes, two Super Bowls, and untold hundreds of millions of dollars in career earnings. But if you look at Manning’s career through a certain lens, he peaked with that first snap.
A quarterback’s job is to advance the ball down the field and score. And while Barber did most of the work, a one-play, 72-yard touchdown drive is about as good as a debut gets. Manning’s career productivity would never be better than it was after that first play. So it proved, and quickly; on the very next possession, Manning coughed up a fumble of his own on a nightmarish three-way hit. Welcome to The Show, kid. Read the rest of this entry »
In their Opening Day game against the Mets at Citi Field, the Pirates jumped out to a two-run lead two batters into the game. Their next three batters struck out, but they had National League Cy Young winner Paul Skenes starting for them. It was the first time in his career that Skenes, who entered the game with a 1.96 ERA, took the mound in the first inning with a lead of two or more runs. Heck, it was just the fourth time in his 56 career starts (29 on the road) that he’d thrown his first pitch with any lead at all. Maybe this year would be different after all.
It’s too early to say anything about this year, but this sure was a different game. Just not in the way the Pirates had hoped. For the first time in his career, Skenes did not make it through the first inning. When manager Don Kelly went to the bullpen with two outs in the inning, his ace had thrown 37 pitches, recorded just two outs and allowed five runs. He struck out just one batter, walked two, and hit one with a pitch. The impromptu bullpen game ended about two and a half hours later in an 11-7 Mets win. Read the rest of this entry »
Summary
The New York Mets are seeking an Applied AI Engineer to build and ship production-grade AI capabilities that improve decision-making and streamline workflows across Baseball Operations. This role sits at the intersection of Baseball Systems (software engineering), Data Engineering, Baseball Analytics, Performance Technology, and modern generative AI. You will develop reliable AI-powered applications such as retrieval-augmented generation (RAG), secure tool/data integrations (MCP-style patterns), and agentic workflows that can support deep work and research, while ensuring strong standards for quality, security, privacy, and operational excellence.
This is a hands-on role for an engineer who can translate ambiguous baseball operations and player development needs into working software, iterate quickly with stakeholders, and harden solutions into durable systems used daily by analysts, coaches, scouts, and baseball operations staff.
Note: This role will require extensive in-person collaboration and innovation alongside stakeholders, analysts, and engineers. Applicants must be local to NYC (or willing to relocate) and be able to travel to Citi Field regularly. Travel to Spring Training and affiliates may also be required.
Essential Duties & Responsibilities
Design, build and maintain AI-powered product experiences that provide intuitive access to baseball information and statistics and workflows across internal systems.
Develop end-to-end RAG pipelines (ingest, chunking, embedding, retrieval, generation) with strong attention to answer quality, baseball relevancy, analytics accuracy, latency, and cost.
Implement secure tool and data connectors for AI assistants and agents using standardized patterns (MCP-style), enabling safe interaction with internal APIs, data warehouses, and services.
Build agentic workflows that can execute multi-step tasks (research, analysis, synthesis, report generation) with clear guardrails, auditability, and human-in-the-loop approvals.
Partner closely with Product, Analytics, Performance Technology, Player Development, and Baseball operations stakeholders to frame problems, define success, and deliver measurable impact.
Contribute to shared engineering standards and reusable components so AI capabilities scale across multiple products and teams.
Ensure strong security and privacy practices (access control, data boundaries, logging and auditing, and safe handling of sensitive information).
Participate in high-availability support expectations as needed during critical operational periods throughout the baseball season, and during feature releases.
Qualifications
Bachelor’s degree in Computer Science or equivalent practical experience.
5+ years of professional software engineering experience, including building and operating production services.
Demonstrated experience building LLM-powered applications in production (prompt/program design, structured outputs, tool calling, reliability patterns).
Practical experience with retrieval systems (search, embeddings, vector databases, ranking, chunking/indexing) and applying them to real workflows.
Strong experience with modern backend and data integration fundamentals: APIs, SQL, distributed systems, and cloud infrastructure (GCP/AWS/Azure)
Proficiency in one or more production languages commonly used for AI applications and services (e.g. Python and/or Typescript)
Approach work as highly collaborative and stakeholder-driven, with the ability to operate in ambiguity while iterating quickly.
Strong written and verbal communication skills with the ability to explain tradeoffs to technical and non-technical audiences.
Experience working in sports, health, finance, or other high-stakes analytics-heavy environments, preferred.
Strong interest in baseball and comfort working within the culture of a professional sports organization, preferred
he above information is intended to describe the general nature, type, and level of work to be performed. The information is not intended to be an exhaustive or complete list of all responsibilities, duties, and skills required for this position. Nothing in this job description restricts management’s right to assign or reassign duties and responsibilities to this job at any time. The individual selected may perform other related duties as assigned or requested.
The New York Mets value the unique qualities individuals with various backgrounds and experiences can offer the organization. Our continued success depends heavily on the quality of our workforce. The Organization is committed to providing employees with the opportunity to develop to their fullest potential.
Salary Range: $180,000 – $200,000
For technical reasons, we strongly advise to not use an .edu email address when applying. Thank you very much.
The World Baseball Classic likely provided many fans their first glimpse of Nolan McLean. The 24-year-old right-hander debuted last August and made just eight big league starts. If you missed his work against Italy on March 10 – if you only caught the last six innings, or if you only saw his line at the end of the night – you might have wondered how McLean ended up starting the championship game for the United States against Venezuela. You might have wondered how this prospect with hardly any major league experience, who earned a 9.00 ERA along with the team’s only loss in the tournament to that point, could have possibly earned that honor over the other All-Stars on the roster.
McLean’s line against Italy wasn’t exactly inspiring. He allowed three earned runs across three innings. He struck out four, but he also walked two batters, hit another, and allowed two home runs. Most of the batted balls he gave up were hard hit. And after that ignominy, he was set to face off against Ronald Acuña Jr. in the championship game? The same Ronald Acuña Jr. who did this to the famous McLean sweeper back in August?
Even if that was your frame of reference coming into Tuesday night, it didn’t take long for the pieces to fall into place. As is so often the case with nasty young flamethrowers, McLean looked absolutely unhittable, even when he was getting hit. Eric Longenhagen has described McLean’s pitches as moving “violently,” and I think that’s right on the money. The slider doesn’t look like it’s sweeping so much as it looks like it’s changing its mind halfway to the plate. It’s an optical illusion due to the camera angle behind the pitcher, but it honestly looks like it’s shifting into top gear once it makes its left turn. The sinker looks like it’s teleporting to the catcher’s glove. The curveball looks like it’s suddenly realized that it has left its curling iron plugged in and needs to get back home as soon as possible. (Even a curveball needs to feel pretty every sometimes.) Read the rest of this entry »
I’ve now spent nearly a quarter of a century working with baseball projections, and in that time, I’ve always been struck by the certainty with which so many people view them. People are far more certain than they should be that great teams will be great, star players will be stars, and so on. However, one of the things that comes from working with projections for a big chunk of your life is that you develop a painful awareness of how much of the future cannot be known until it actually happens.
As in most seasons, we enter without a general conception of which teams will be the best. We may pretend everyone starts off with a clean slate, but absolutely nobody expects the Rockies to be better than the Dodgers. But even if that particular scenario is extremely unlikely, every one of the top teams has a scenario in which things fall apart. These clubs have a vested interest in protecting against that potential downside, as much as possible, so I thought it would be interesting to look at the doomsday scenario for some of the best teams in baseball.
To get an idea, I did a full seasonal simulation of the ZiPS projected standings, and instead of looking at the standings overall, I looked at the bottom 20% of outcomes to see what we could glean from the results. According to ZiPS, every team except the Dodgers misses the playoffs when it performs no better than its 20th-percentile win total.
Philadelphia Phillies: Rotation Depth
This almost seems counterintuitive given just how good the rotation projections are for the Phillies, but the projections are not enthusiastic about their depth here. And what makes that especially worrisome is that with so much uncertainty around the health of Zack Wheeler and the performance of Aaron Nola, Philadelphia is probably going to need that depth more than it did last year. This time around, the Phillies are missing Ranger Suarez, who signed with the Red Sox during the offseason. Andrew Painter was healthy in 2025, but one cannot ignore that he was rather middling against Triple-A hitting. The outfield looks like a problem, as well, but it generally has been, and ZiPS is a fan of Justin Crawford.
If Philadelphia adds one of the innings-eaters still available in free agency, ZiPS sees the team’s outlook improve, much more than I expected. Just having someone like Lucas Giolito, Tyler Anderson, or even Patrick Corbin around did a lot to alleviate the rotational downside. It may come down to which of these pitchers is open to a swing role or a minor league deal with an opt-out date. And yes, I do think it feels weird to suggest Corbin as an upgrade for a team in 2026.
New York Mets: Right Field
The Mets certainly don’t dominate in either the rotation or bullpen projections, but ZiPS is fairly confident that both of these units will hold up over the course of the season. Despite a solid projection for Carson Benge in right field, the range of outcomes is quite high, and in the simulations where Benge struggles, ZiPS has trouble competently filling in right field. Tyrone Taylor is an underwhelming option, and ZiPS thinks Brett Baty would have a tough time defensively in the outfield. With no particularly interesting outfielders available in free agency, the best solution might simply be making sure Jacob Reimer gets some time in the outfield. New York’s roster just isn’t really set up to get him time at third base, where he probably is most valuable. But he also represents the most tantalizing 2026 upside of any player the Mets have in the minors, so they ought to try and be open to promoting him aggressively, and getting a little weird with it, if need be.
New York Yankees: Injuries
The Yankees’ outcomes are weird, in that their bad seasons were mostly ones in which Aaron Judge, for whatever reason, ended up with fewer than 300 plate appearances, and only occasionally something else. Getting limited innings from Gerrit Cole and Carlos Rodón was already baked into the cake, and ZiPS thinks there are enough fourth-starter types to patch up any rotation holes that might pop up. The problem is, just how do you replace Judge? I’m not sure there’s a scenario where the Yankees can do much to mitigate any risk there, for the simple reality that in a tightly projected division, suddenly losing six wins is likely to drop them out of the AL East divisional race. At the very least, the Yankees should hold off on shopping Spencer Jones for help elsewhere, but it wouldn’t fix a Judge loss.
Baltimore Orioles: Rotation Quality
Baltimore has potential aces in both Trevor Rogers and Kyle Bradish, but that word potential is an unpleasant adjective. Adding Pete Alonso and Taylor Ward really stabilizes the offense, which was a concern last year, but the rotation is an issue. The Orioles finished with a bottom five rotation in the ZiPS simulations more often than all other AL East teams combined. There’s nothing on the farm that helps this, and I think that with the Orioles increasingly pushing their chips in, they ought to be aggressive at taking the opportunity to loot struggling teams of their top pitching, even if the prospect hit would be tremendous. I think there are even scenarios, though not many, in which it might make sense for the O’s to trade either Adley Rutschman, assuming he has a bounce-back season, or Samuel Basallo.
Boston Red Sox: First Base
The good news is that ZiPS sees the Red Sox as the most stable of AL contenders, with the lowest percentage of sub-.500 seasons of any AL team. The rotation isn’t the best in baseball, but it may be the most bulletproof one, and that isn’t even counting on getting lots of innings from pitchers like Payton Tolle and Connelly Early, who would be Plan As in most rotations in baseball. In fact, when the Red Sox had their worst performance, it was almost entirely the offense that fell short, and not necessarily from the position you might expect.
Most people have focused on third base because of the loss of Alex Bregman, but Caleb Durbin is actually a decent option. Plus, if Durbin struggles, Marcelo Mayer could very likely provide what the former isn’t. Where there is real downside risk is at first base. I liked the Willson Contreras acquisition, too, and he’s probably going to be at least solidly average in 2026, but he’s also going to be 34 in May. It’s an age where you look at the long left tails of the outcome distribution for non-elite first basemen, and there’s always a real risk of a very sudden plummet off a cliff. Triston Casas hasn’t played in a game since last May — and won’t even play in any spring training games this year — and he has a real mixed history.
What to do? That’s a lot trickier. Boston obviously isn’t going to replace Contreras before he has that downside year. But this team should be ready for that possibility, and if the surplus of pitching turns out to be real, the Sox will have a position of depth from which to trade.
Chicago Cubs: Rotation Quality
The outlook improved with the addition of Edward Cabrera, but ZiPS still has the Cubs with the weakest rotation of the 10 teams listed here. In the ZiPS simulations, the rotation was largely the source of the Cubs’ worst seasons. There aren’t really any exciting starters left out there in free agency, but I think I’d do what I suspect the Cubs are already thinking of doing: giving Ben Brown’s upside as a starting pitcher more serious consideration. He allowed too many home runs and had a high BABIP on a really good defensive team, but it’s guys like that who tend to come out of nowhere quickly (see Corbin Burnes in 2019). Brown has swing-and-miss stuff, and I think given the potential, I’d rather see him starting at Triple-A than pitching in relief in the majors.
Houston Astros: Outfield Corners
Not counting 2020, for obvious reasons, the 686 runs the Astros scored in 2025 represented their fewest since 2014. A full, healthy season of Yordan Alvarez would be incredibly helpful, but the team’s also not likely to wring another 135 wRC+ out of Jeremy Peña. Not helping matters is that Joey Loperfido and Cam Smith project as one of the weakest corner outfield tandems in the majors in 2026. Smith surprised many, including me, in the early months last year, but an OPS that fell shy of .500 in the second half is highly concerning. There’s a chance that the Astros get little from their outfield corners, which is a problem for a team with a middling offense that just lost ace Framber Valdez in free agency. In some 30% of simulations, the Astros got a sub-90 wRC+ out of their corner outfielders, and in those runs, they had a .475 winning percentage. If there’s a team that should aggressively go after either Jarren Duran or Wilyer Abreu, it’s Houston.
Toronto Blue Jays: Rotation Depth
Even with the loss of Anthony Santander to shoulder surgery, ZiPS still sees the Blue Jays’ rotation as their biggest pain point. There are simply a lot of question marks once you get past Dylan Cease and Kevin Gausman, something I mentioned a bit in Toronto’s ZiPS rundown in January. In a lot of the sims, the team got next to nothing out of any of Cody Ponce, José Berríos, Shane Bieber, and Max Scherzer, whether because of injury, decline, or general performance issues. If Sandy Alcantara looks anywhere near his old self with the Marlins in the early months, I think the Jays ought to be one of his suitors. At the very least, Alcantara would do well with an infield that has Andrés Giménez and Ernie Clement.
Seattle Mariners: Outfield Corners
As with the Astros, ZiPS sees Seattle’s corner outfield spots as having the most downside. Unlike the Astros, ZiPS doesn’t view it as truly a doomsday scenario. After the Red Sox and Dodgers, ZiPS considers the Mariners to be the contender with the least downside. Randy Arozarena’s projection distribution is pretty interesting, with the bottom falling out of him once you get under the 15th-percentile projection or so; while his 20th-percentile OPS+ is a non-disastrous 94, it drops to 70 for the 10th-percentile level. As for Victor Robles, he’s been all over the place in his career, and the Plan Bs in the organization are unimpressive. I think Seattle’s strong enough that it doesn’t necessarily have the same need to be aggressive as Houston does, but this is still a potential point of weakness that could pose an issue.
Los Angeles Dodgers: Black Swans
It’s really hard to kill the Dodgers. I argued after the 2024-2025 offseason, a very busy one, that the Dodgers weren’t really improving their average outcome so much as drastically raising their floor. I stand by it; they’ve added Kyle Tucker and Edwin Díaz while losing nobody who was crucial to the 2025 team. That doesn’t mean they’re going to be projected to win 105 games or anything, but it does mean that in most of their worst projected outcomes, they’re still a playoff contender. Their 10th-percentile projection, for example, is 86 wins. Their 2% chance of finishing below .500 is the smallest percentage I’ve ever projected, a record that now goes back more than 20 years. Doomsday for the Dodgers may require an actual doomsday scenario like societal collapse, nuclear war, or a vacuum metastability event. Since I do not know how to prevent any of those, there’s nothing more I can add.
Ben Lindbergh and Meg Rowley banter about Cal Raleigh, Randy Arozarena, and WBC handshake etiquette, whether a mercy-rule-inducing dinger qualifies as a walk-off, whether a winning home team could voluntarily play the bottom of the ninth, MLB’s ban of the Brewers’ challenge-system system, why the MLBPA should defend Jurickson Profar and other players with positive PED tests, and Joe Sewell’s indestructible bat, then preview the 2026 New York Mets (56:35) with The Athletic’s Tim Britton, and the 2026 Washington Nationals (1:40:27) with The Athletic’s Spencer Nusbaum, plus several postscript updates (2:27:10).
A pitcher goes to the mound hoping to record outs without allowing runs. Unfortunately, a lot goes on between the ball leaving the pitcher’s hand and the scoreboard changing. You can’t just toe the rubber, chuck the ball, and say, “God’s will be done,” as you stare glassy-eyed into the distance like Martin Sheen as Robert E. Lee in Gettysburg.
I mean, you could, but you wouldn’t like the results.
A modern pitcher goes to the mound with a plan to influence events much further up the causal chain. Every pitcher is special in his own way, but every plan boils down to this: By changing speed, movement, or location, trick the hitter into swinging somewhere other than where the ball will be. Read the rest of this entry »
After slipping from 89 wins and a trip to the National League Championship Series in 2024 to 83 wins and the short straw in a tiebreaker for a Wild Card berth in 2025, the Mets have a new look to their outfield thanks to an active offseason, some position changes, and an astute draft pick. While the right field job has yet to be settled, several players battling for time at the position have put their best foot forward during the first two weeks of exhibition season, with the two who figure most prominently in the team’s plans homering earlier this week. On Wednesday, top prospect Carson Benge hit his first home run of the spring in an exhibition game against Team Israel, and on Thursday, Brett Baty went deep against the Nationals while making his debut in right field, a continuation of his effort to expand his defensive repertoire.
Meanwhile, MLB.com beat reporter Anthony DiComo summarized last week’s highlights:
It's been quite the week for the Mets' right-field competition.
Tuesday: Mike Tauchman homered in his first Grapefruit League at-bat.
Thursday: Carson Benge went 3-for-3, and Tyrone Taylor hit a three-run homer.
No spring training result should be taken at face value given the varying levels of competition, and that’s especially true before people have been warned about the Ides of March, but the whole situation is worth a closer look. Read the rest of this entry »
Below is an analysis of the prospects in the farm system of the New York Mets. Scouting reports were compiled with information provided by industry sources as well as our own observations. This is the sixth year we’re delineating between two anticipated relief roles, the abbreviations for which you’ll see in the “position” column below: MIRP for multi-inning relief pitchers, and SIRP for single-inning relief pitchers. The ETAs listed generally correspond to the year a player has to be added to the 40-man roster to avoid being made eligible for the Rule 5 draft. Manual adjustments are made where they seem appropriate, but we use that as a rule of thumb.
A quick overview of what FV (Future Value) means can be found here. A much deeper overview can be found here.
All of the ranked prospects below also appear on The Board, a resource the site offers featuring sortable scouting information for every organization. It has more details (and updated TrackMan data from various sources) than this article and integrates every team’s list so readers can compare prospects across farm systems. It can be found here. Read the rest of this entry »
Juan Soto wants a Most Valuable Player award. Plenty of players give voice to outsized ambitions during spring training, but at this point in Soto’s career, the goal seems downright reasonable. The future Hall of Famer already has a World Series ring, a batting title, a stolen base crown, a Home Run Derby trophy, and bunch of All-Star nods and Silver Sluggers. Seeing as he’s unlikely to get a Gold Glove (barring some sort of trophy swap situation with Francisco Lindor), an MVP certainly seems like the next box to check. But as great as Soto has been since the moment he debuted for the Nationals in 2018, he doesn’t have a well-rounded game, and I’ve always had a sneaking suspicion that his weaknesses might keep him from ever winning an MVP. Now that it’s his stated goal, let’s take a closer look at his chances.
Soto is one of the best and most consistent players in the game. According to JAWS, he’s already the 36th-best right fielder of all time, and he’s still three years too young to be the president (in the Dominican Republic; he’s eight years too young in the USA). Since his first full season in 2019, he’s missed an average of just seven games per season and he’s never put up a wRC+ below 143. In any given season, if you had to pick the player most likely to rack up at least 5.0 WAR, Soto would be your guy. But his game is also incomplete. He’s the second coming of Ted Williams, in ways both good and bad. He’s got the other-worldly plate discipline and the power, but he’s also got the putrid outfield defense.
Soto is well aware of his deficiencies. “I feel like everybody tries to do better than what they did before,” he told Anthony DiComo of MLB.com. “I would definitely love to be better around the bases and better around the outfield. Even hitting, I try to keep my hitting increased. Thank God I’ve been doing well the past couple seasons. I’ve been putting numbers up there, career highs and stuff like that. So I just want to keep doing the same thing. I try to be better year after year.” Read the rest of this entry »
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