JPMorgan Chase is tightening its grip on how work gets done inside one of Wall Street’s largest technology operations, embedding artificial intelligence directly into how tens of thousands of engineers will be assessed, promoted—or left behind.

Internal documents reviewed by Business Insider show the bank has formally updated performance expectations for software and security engineers, making AI adoption a measurable requirement rather than a discretionary tool. The changes apply across its 65,000-strong Global Technology division, a workforce that underpins everything from trading systems to consumer banking platforms.

The overhaul is based on a directive that leaves little room for ambiguity.

“Demonstrate measurable improvement in code quality, speed and productivity through regular use of approved AI coding assist tools, contributing to the team’s overall efficiency targets,” one of the newly introduced goals states.

Engineers are also being asked to go further, beyond personal productivity, to reshape how work flows across the organization. Another directive instructs them to “engage in identifying, implementing and optimizing AI-driven automation opportunities within technology lifecycle management (TLM) processes to drive efficiency and support capacity unlock initiatives, ensuring all enhancements leverage current technology assets before considering new solutions.”

The language is not advisory. According to the internal materials, these objectives “will be added automatically and will appear by the end of March,” effectively standardizing AI usage as part of every engineer’s annual goals. Employees are expected to work with their managers to align individual targets with the new framework, ensuring that adoption is both tracked and enforced.

JPMorgan is already among the heaviest spenders on technology in global finance, with projected investments approaching $20 billion in 2026—well ahead of most competitors. The scale of that spending suggests the bank sees AI not simply as a productivity tool, but as a lever for structural cost reduction and operational speed at scale.

Inside the firm, the shift is already reshaping day-to-day dynamics.

Engineers say discussions about AI have intensified across teams, appearing in managerial briefings, internal communications, and performance dashboards. One such dashboard tracking GitHub Copilot usage reportedly drills down to individual employees, classifying them as “light,” “heavy,” or “non” users. It is an approach that turns tool adoption into a visible metric of engagement.

“There’s a lot of anxiety in the environment right now,” one longtime developer was quoted as saying, describing a workplace where AI usage is increasingly tied to perceptions of performance.

Another engineer said a manager made the expectation explicit during a recent meeting, telling staff that access to new AI tools comes with an “expectation” that output and delivery speed should show “a noticeable increase” quarter over quarter.

The bank’s expanding AI toolkit is reinforcing that expectation. A pilot rollout of Claude Code, developed by Anthropic, is expected as early as April, adding to a suite that already includes multiple models from Anthropic and OpenAI. The growing stack underpins a strategy of embedding AI across different layers of engineering work, from code generation to testing and documentation.

For many developers, the tools themselves are not in question. Several said AI has already proven useful in speeding up routine tasks and improving output. The unease stems from how tightly usage is being monitored—and what happens to those who fall short.

JPMorgan’s approach builds on a longer-standing culture of internal measurement. The bank has previously faced scrutiny over its Workforce Activity Data Utility, a system that tracked how employees spent their time, from the length of meetings to email drafting patterns. The new AI-focused metrics extend that philosophy into evaluating how work is produced, not just how it is scheduled.

At the same time, the firm is restructuring its broader performance management system. Employees will now be evaluated across two primary dimensions: “what you achieve,” focused on business outcomes, and “how you achieve it,” which includes adherence to internal behaviors and standards.

Under the revised framework, staff will be sorted into three categories: “stand out” for top performers, “achiever” for the majority, and “needs improvement” for those struggling to meet expectations. The system is designed to sharpen differentiation in a workforce where performance ratings have historically been more compressed.

AI adoption is being woven directly into those assessments. Internal materials list “data fluency” as a core competency, describing it as the ability to “develop and drive adoption of new tools or methodologies to leverage data in the flow of work.” Crucially, “rate of adoption” is cited as a measurable indicator of that skill, linking career progression to how quickly employees incorporate AI into their routines.

The bank has also made clear that performance tracking will be continuous. “You and your manager will use your objectives to track your progress during the year, recognize impact, and streamline your annual review,” one internal page states, reinforcing the role of ongoing measurement rather than end-of-year evaluation.

The implications extend beyond JPMorgan. Across corporate America, companies are beginning to treat AI proficiency as a baseline expectation, not a specialized skill. What is emerging is a new productivity benchmark—one where output is calibrated against what is possible with machine assistance, not just human effort.

At JPMorgan, that shift is being operationalized with precision. The bank is not just introducing new tools; it is redefining performance around them.

Senegal’s battle to reclaim its African Cup of Nations crown has shifted to the courtroom, with the country’s football authorities filing a formal appeal before the Court of Arbitration for Sport (CAS) in a case that is already stirring unease across the sport.

The dispute stems from the chaotic final in Rabat on January 18, where Senegal beat Morocco 1-0 after a brief abandonment. Players had walked off in protest against a penalty decision they deemed decisive. When they returned 14 minutes later and saw the match, few expected the result itself would later be erased.

But in a move that has since triggered widespread criticism, the appeals board of the Confederation of African Football (CAF) ruled that Senegal had effectively forfeited the match by leaving the field, awarding Morocco a 3-0 victory and, with it, the title.

CAS confirmed that Senegal’s appeal seeks not only to annul that ruling but to have the country formally reinstated as champions of Africa. The federation is also pressing for procedural safeguards, including a suspension of filing deadlines until CAF provides a fully reasoned decision — something Senegal’s legal team insists has yet to materialize.

At the core of the case lies a fundamental question about the boundaries of authority in football. Senegal’s lawyers argue that once a referee allows a match to resume and reach its conclusion, the result becomes sacrosanct. Any subsequent administrative reversal, they warn, risks weakening one of the sport’s most enduring principles — that outcomes are settled on the field of play.

Juan de Dios Crespo Perez, a senior member of Senegal’s legal team, did not temper his language. He described CAF’s ruling as “crude” and “irrational,” arguing that it runs counter to the laws of the game.

“This decision cannot even be considered a true sporting justice ruling – it is so crude, so absurd, so irrational,” he said. “It openly violates the laws of the ?game and the principle that refereeing decisions are final.”

His position has found resonance beyond Senegal’s borders, where former players, administrators, and analysts have questioned whether CAF’s disciplinary reach has crossed into territory traditionally reserved for match officials.

That criticism has been sustained and unusually broad. Across African football circles, the decision has been described as disproportionate, with commentators noting that walk-offs, while punishable, rarely result in the retroactive nullification of completed matches. Others have pointed to inconsistencies in past CAF disciplinary cases, arguing that sanctions have historically stopped short of rewriting results once play has resumed under a referee’s authority.

Legal observers have also raised concerns about due process. The absence of a detailed explanation accompanying the appeals board’s decision has drawn scrutiny, with some warning that opaque rulings risk eroding confidence in CAF’s governance structures. In similar cases globally, disciplinary bodies are expected to clearly articulate both the factual basis and regulatory framework underpinning their decisions, a standard Senegal insists has not been met.

Abdoulaye Fall, president of the Senegalese Football Federation, has framed the dispute in stark terms, calling the ruling an “administrative robbery” and pledging a sustained legal campaign. His rhetoric reflects the domestic mood, where the government has already called for an inquiry into how the title was stripped.

The legal team assembled by Senegal underscores the seriousness of the challenge. Drawing from jurisdictions including Switzerland, Spain, France, and Senegal, the group is preparing for what could become a defining case in sports arbitration. Seydou Diagne, another lawyer on the team, warned that the implications extend well beyond this single final.

“If CAS let this situation happen, the winner of the next World Cup could be decided within a lawyers’ firm,” he said.

CAS jurisprudence has historically been cautious about interfering with refereeing decisions, recognizing the autonomy of match officials as a cornerstone of the sport. Senegal’s argument leans heavily on that tradition, positioning CAF’s ruling as an outlier that risks redrawing those boundaries.

CAF president Patrice Motsepe has defended the organization’s stance, insisting that fairness and uniformity guided the decision-making process. Yet even within administrative circles, there is quiet acknowledgement that the case could test the limits of CAF’s disciplinary authority.

While standard CAS procedures can stretch over nine to 12 months, Senegal is pushing for an accelerated process, aware that the symbolic and commercial weight of the AFCON title diminishes with prolonged uncertainty. Any fast-tracking would require agreement from CAF and Morocco, adding another layer of complexity.

“Such a procedure usually lasts nine to 12 months, but we want it to go faster. However, all parties must agree to it,” Serge Vittoz, part of a ?six-lawyer legal team in Paris, said.

In the interim, Senegal’s position remains unchanged. Officials insist the team is, in their view, still African champions. There are even suggestions that the trophy could be presented to supporters during upcoming fixtures in Europe, a move that would underline the federation’s refusal to recognize CAF’s decision.

What began as a disputed penalty in Rabat has evolved into a test case for football governance. The case is expected to shape how far administrative bodies can go in overturning results, and whether the final whistle truly marks the end of a match.

Wall Street’s compensation machine roared back to life in 2025, delivering record payouts that underscored the industry’s ability to thrive in volatility. But the same forces that fueled that surge, geopolitical shocks, aggressive trading, and market dislocation, are now casting a long shadow over 2026.

Bonuses across the securities industry climbed 9% to a record $49.2 billion, according to estimates from New York State Comptroller Tom DiNapoli. Average payouts rose 6% to $246,900, as traders, dealmakers, and wealth managers capitalized on elevated activity in equities, fixed income, and advisory businesses.

The performance was anchored by a sharp rebound in profitability. Industry earnings surged more than 30% to $65.1 billion, reflecting strong trading revenues and a revival in underwriting and asset management fees even as tariffs and geopolitical tensions rattled markets.

“Wall Street saw strong performance for much of last year, despite all of the ongoing domestic and international upheavals,” DiNapoli said. “When Wall Street does well, it’s good for our state and city budgets, which are reliant on the industry’s significant tax contributions.”

The financial sector accounts for more than 19% of New York State’s tax revenues, meaning the bonus pool is not just a measure of industry health, but a critical pillar of public finances.

The surge in payouts also highlights the widening compensation gap within the broader economy. Average total pay in New York’s securities industry climbed to over $500,000, with bonuses accounting for roughly 42% of wages, far outpacing earnings in other sectors and reinforcing finance’s position as one of the most lucrative corners of the U.S. economy.

Chris Connors, a managing director at the compensation consulting firm Johnson Associates, said the bonus estimates were no surprise, given the trends on Wall Street.

“I think 2025 was a great year, probably the best year since 2021 for many firms on Wall Street. Trading, in particular, had an exceptional year,” Connors said.

Yet beneath the record numbers, there are early signs of strain.

Employment in the sector edged lower to about 198,200, down from a 30-year high of 201,500 the previous year, pointing to slower hiring even as profits surged. The divergence suggests firms are extracting more productivity from existing staff, aided by technology and automation, rather than expanding headcount.

More importantly, the conditions that powered 2025’s windfall are beginning to reverse.

The ongoing conflict involving the United States, Israel, and Iran has already begun to unsettle global markets, introducing a level of uncertainty that is markedly different from the volatility traders thrived on last year. Equity markets have shown signs of strain, with sharp sell-offs following escalations in the Middle East, while oil prices have surged on fears of supply disruption.

The shift matters because it alters the nature of market activity. In 2025, volatility was largely financial—driven by interest rates, tariffs, and positioning. In 2026, it is increasingly geopolitical, tied to physical risks around energy supply, shipping routes, and potential military escalation.

That distinction is critical for Wall Street.

While trading desks often benefit from volatility, prolonged geopolitical conflict tends to dampen deal-making, delay capital raising, and suppress risk appetite across asset classes. Early indicators point in that direction, with markets showing heightened sensitivity to headlines from the Middle East and investors adopting a more defensive posture.

Even traditional hedge assets are no longer providing the same clarity. Gold, silver, and even bitcoin have taken a hit as the conflict escalates. Oil has surged sharply, but that has fed inflation concerns and weighed on equities. Bonds and currencies have reacted unevenly as investors struggle to price both war risk and monetary policy uncertainty at the same time.

The result is a more fragile environment—one where the drivers of profitability are less predictable.

There are also fiscal implications. Bonus projections had been expected to rise even further, with New York officials building higher payouts into budget assumptions. The actual 9% increase, while record-breaking, fell short of those projections, raising the prospect of revenue gaps for both the state and the city.

Looking ahead, the industry faces a convergence of pressures. Geopolitical instability, elevated interest rates, and the risk of energy-driven inflation are colliding with structural shifts, including the growing role of artificial intelligence and cost discipline across major banks.

“However, we are seeing slower job growth, and geopolitical conflicts have global repercussions that pose extraordinary risks for the short- and long-term outlook on the financial sector and for broader economic markets,” Connors added.

While Wall Street currently remains highly profitable, the trajectory is changing. The record bonus pool of 2025 may come to be seen less as a new baseline and more as a peak—fueled by a unique mix of volatility and opportunity that is unlikely to be repeated under the current global conditions.