Talent & Network

Talent and research are both objects of national policy, and opening and restriction do not point the same way. Japan admits senior talent while raising permanent-residency thresholds. The US moves the H-1B price through proclamation, rulemaking and courts, and a court has halted the four-year student-stay cap. NSF is shifting toward agency-set priorities. Japan and India pursue sovereign AI.

1. 🇯🇵

   Tokyo is elevating AI-talent development to national policy: the Digital Agency published an AI Human Resource Development Report, and METI — responding to material shifts in how AI is built and used — updated its AI contract guidelines on March 31, 2026 while forecasting the gen-AI market to grow ~47% per year through 2030. …

   The state is moving into reskilling and procurement rules, shaping the premises of corporate AI-talent strategy.[34]

   as of 2026-03
2. Industry dominates the AI frontier while disclosure recedes. Per the 2026 AI Index, 2025 saw 87 notable models from industry versus just 7 from academia and government, with industry behind 90%+ of notable models.[56] The Foundation Model Transparency Index dropped from 58 to 40 in a year, and Google, Anthrop …

   ic and OpenAI stopped disclosing dataset sizes and training durations for their latest models.[57] Research leadership has shifted from public academia to a handful of private labs, leaving academia and regulators with less material to externally verify and oversee models and making compute and talent access a policy and management concern.

   as of 2026-04
3. 🇺🇸

   The US is re-organizing university AI research around national security: on 1 Jun 2026 DARPA and NSF announced AI Forge, a jointly governed forum covering 15 research challenges across three areas — interpretability, AI control and adversarial robustness — with an RFI posted on SAM.gov (responses due 22 Jun 202 …

   6) ahead of a summer 2026 launch — public money concentrating on trust and safety research even as industry dominates the frontier.[79][80]

   as of 2026-06
4. 🇮🇳 India is building 'sovereign AI' with public money: the IndiaAI Mission allocated ₹988.6 crore to an IIT Bombay-led consortium for a 1-trillion-parameter homegrown LLM plus 500 data labs,[78] while BharatGen (under NM-ICPS) develops generative AI across all 22 scheduled languages as a 'public good'.[76] The 2026 AI Index notes India ranks at the world's top for AI-skill penetration while seeing significant outward talent migration and high AI-related anxiety,[89] so sovereign AI is also a national strategy to retain and deploy that talent at home — a flagship case of state-led AI in an emerging market. as of 2026-04
5. 🇯🇵

   Japan is shoring up 'sovereign AI research' through state-funded infrastructure: AIST's ABCI and the Fugaku supercomputer underpin Japanese LLMs (Swallow, PLaMo),[65] RIKEN's AI-dedicated supercomputer RIKYU was scheduled to enter operation in July 2026, and RIKEN had not announced a start of operation as of 5 Septem …

   ber 2026,[112] and the University of Tokyo's Matsuo-Iwasawa Lab runs national-scale talent and research programs such as the Nippon Foundation HUMAI Program.[66] On 30 Jun 2026 METI further announced it would fund a new consortium, 'Noetra' (SoftBank, Sony, NEC, Honda and AIST, among others), to build a homegrown foundation model oriented toward physical/real-world AI, committing up to ~¥1 trillion over five years (¥387.3B in FY2026) with ~40 companies expected to join.[105] Large public-private sums are concentrating on sovereign AI.

   as of 2026-09-05
6. The research-to-regulation pipeline is hardening: loot-box gambling studies (e.g. Xiao) and child-development research feed directly into UK, EU and Brazilian policy debate and legislation, making peer-reviewed papers a de-facto policy input — so the ability to read the research is itself regulatory-risk management.[60][61][97] as of 2026-03
7. 🇺🇸

   US science-and-technology strategy is pulling in two directions on talent. On 18 August 2026 the White House published a National Security Science and Technology Strategy naming AI, nuclear energy and semiconductors among its priorities and updating the critical and emerging technologies list used for export controls and research prioritization (adding quantum cryptography, removing virtual reality). …

   It treats US science and technology leadership as itself a national security objective and calls for 'attracting and retaining top-tier global talent in critical national security S&T fields'. Over the same period, measures that restrict inbound talent have advanced - the cap on student-visa stays, the proposed six-figure H-1B fee, and proposed fees on Optional Practical Training - and reporting notes the tension.[123] That the declared strategy and immigration practice point different ways is a primary uncertainty for anyone planning research staffing in the US.

   as of 2026-08
8. 🇯🇵

   Japan is pursuing sovereign AI and international alignment at once. On 4 June 2026 (US Eastern time) MEXT and METI signed a Statement of Intent with the US Department of Energy to form a strategic partnership under the US Genesis Mission, making Japan its first international partner. …

   RIKEN describes Genesis Mission as a framework built on world-class computing and research infrastructure with many leading US AI companies taking part, and frames Japan's role - conditional on careful open-versus-closed data management - as participating in building and operating an international foundation for generating scientific knowledge.[131] Domestically, Japan continues to build its own base through Noetra, RIKYU and ABCI,[105][112][65] so autonomy and alignment advance together. What the partnership does to the movement of research talent and research data cannot be judged until the operating terms - data handling, publication, the priority given to industrial use - are set out.

   as of 2026-06
9. 🇯🇵 Japan's policy on foreign labor is opening and tightening at the same time. Foreign workers in Japan reached a record ~2.57 million as of end-October 2025 (+11.7% YoY), of whom about 870,000 hold 'specialized/technical' visas; the next annual tally is due in January 2027.[4] as of 2025-10
10. 🇯🇵 Introduced in April 2023, J-Skip (special highly-skilled professional) and J-Find (future-creation talent) admit top-tier researchers, engineers, managers and graduates of leading overseas universities on preferential terms, and J-Skip HSP can convert to indefinite residence (HSP2) after one year.[5] as of 2026-08
11. 🇯🇵

    During 2026, however, requirements have risen. In August 2026 the Immigration Services Agency published draft permanent-residency guidelines adding an income test above average Japanese household income, an expected pension equal to 30 years of employee-pension contributions at that income, and a 'contribution to the national interest' test covering Japanese-language ability, understanding of laws and social systems, and not becoming a public burden. …

    Comments close 4 September 2026 and implementation is expected on 1 October 2026; the income and public-burden criteria are expected to apply retroactively to applications filed from April 2026 and the other criteria from April 2027. A parallel draft ordinance would extend Type 2 Specified Skilled Worker stays to five years from January 2027, and revised application fees take effect on 1 October 2026.[128]

    as of 2026-08
12. 🇯🇵 At the reporting stage, Kyodo has said the government plans to require Japanese ability at JLPT N2 / CEFR B2 for new entrants on the Engineer/Specialist in Humanities/International Services status, with students converting in Japan exempt and the test for a 'job that uses Japanese' still undefined.[129] The route for senior talent remains open, but its thresholds and predictability are moving. as of 2026-08
13. 🇺🇸 Selection changed too: a final rule effective 27 Feb 2026 assigns each registration one to four lottery entries by OEWS wage level.[124] FY2027 was the first cycle run this way, selected on 31 Mar 2026,[125] and USCIS announced the cap was reached on 17 Jul 2026.[127] as of 2026-08
14. 🇺🇸

    The US is moving to rewire how federal research money is allocated: on 21 Jul 2026 OSTP Director Michael Kratsios published the 123-page report 'Science: A New Golden Age', arguing the US research enterprise 'too heavily centers on elite research institutions' and recommending a shift toward individual scientis …

    ts, startups, independent research organizations and NSF's X-Labs, lower university indirect-cost rates, and 'golden tickets' that let reviewers advance unconventional proposals outside normal peer review, with agencies directed to produce implementation plans within 90 days.[109]

    as of 2026-07
15. 🇺🇸

    Procedurally, OMB published a sweeping overhaul of federal grant rules on 22 Jun 2026 (comments closed 13 Jul) changing merit review, indirect costs and the handling of international collaboration; seven computing, data-science and engineering organizations filed comments urging withdrawal, citing politicization of pee …

    r review, restrictions on indirect-cost rates and a chilling effect on international collaboration.[119] The proposal drew roughly 500,000 comments, about 95% of them opposed on StatNews' count, and on 8 Aug 2026 the Senate passed a stopgap funding bill 90-6, running to 11 December, carrying a clause barring OMB from finalizing the rule.[130]

    as of 2026-08
16. 🇺🇸

    That question was settled in September 2026. The House passed the stopgap containing the clause 370-48 on 2 September, funding the government through 11 December. …

    The clause bars rules 'arising out of' the notice of proposed rulemaking, and 'substantially similar' rules, for the funding period. OMB had planned to have the rule in force by 1 October 2026, the start of fiscal 2027; per reporting, OMB Director Russ Vought has said the office will not implement it before 1 January 2027. AIP FYI also records a research-policy practitioner's caveat that treating OMB as bound by the statute is itself an assumption.[144] The university-centered funding model and the machinery of research governance are therefore paused on a deadline rather than withdrawn.

    as of 2026-09-02
17. 🇺🇸 US public AI-research funding remains under strong headwind: NSF terminated 1,752 grants worth ~$1.4B in 2025,[99] the FY2027 President's request would cut NSF from ~$8.75B to ~$3.96B (~-54.7%),[103][86] and the trustworthy-AI weather institute faces closure after a non-renewal.[87] as of 2026-08
18. 🇺🇸

    Congress has pushed back — in May 2026 the House Appropriations Committee released its FY27 CJS bill funding NSF at ~$7.0B (about -20% year over year) and NIST at ~$1.30B (-30%), rejecting the deepest cuts in the request.[98] The FY27 defense bill approved on 24 Jun, by contrast, trims DoD 6.1 basic research 3.4% to ~$2.29B while raising 6.3 advanced technology development 59% to ~$19.44B and DARPA 17% to ~$5.10B,[111] moving the center of gravity of public money from exploratory university research toward mission- and security-oriented development. …

    The Senate has not marked up its own FY27 CJS bill, the FY27 budget is not expected to be enacted by the 1 Oct fiscal-year start, and final resolution is widely seen as coming only after the November midterms, possibly slipping into 2027.

    as of 2026-08
19. 🇺🇸

    Against that, on 17 August 2026 NSF announced more than $1.5 billion for foundational research across 12 solicitations in five directorates - the first such calls since the start of the administration[149] - though Science reports researchers' concern that the sum is a small part of NSF's more than $8 billion …

    FY2026 research budget and that the Social, Behavioral and Economic Sciences and STEM Education directorates are not included.[123] The same month brought further awards in quantum, AI infrastructure and Science and Technology Centers, while graduate fellowships are set to shrink (see the separate finding).[147][148][145]

    as of 2026-08
20. 🇺🇸

    August 2026 at NSF is observable as a month in which money for institutions and facilities moved one way and money for individuals moved the other. On 4 August NSF announced $100 million for State and Regional AI Infrastructure Hubs - initially up to 10 awards, one per state or region - pooling resources from research institutions, philanthropies, state and local government and the private sector to build and run scientific compute. …

    The program explicitly funds AI infrastructure professionals, faculty and educator training and curriculum development, and alignment of AI workforce development with regional industry demand; NSF states that 'access to AI infrastructure remains highly uneven across the nation.'[147]

    as of 2026-08
21. 🇺🇸

    On 17 August it announced more than $1.5 billion for foundational research across 12 solicitations in five directorates,[149] and on 25 August more than $290 million over five years for eight Quantum Leap Challenge Institutes (three new, five renewed) spanning 36 universities in 19 states with more than 30 US …

    companies, which plan to train hundreds of graduate students, undergraduates and early-career researchers over that period.[148] On 26 August it committed $90 million over five years to three new Science and Technology Centers.[149]

    as of 2026-08
22. 🇺🇸

    Against that, the Graduate Research Fellowship Program, the core of the doctoral pipeline, is set to shrink: the solicitation issued on 25 August anticipates 1,500 awards for 2027. …

    2025 delivered 1,000 awards against a planned 2,300 and 2026 hit an all-time high of nearly 2,600, so 2027 is roughly 40% below the prior year. The application window is under 60 days, 30 short of NSF's standard 90-day minimum, and STEM Education and Learning research and the Social, Behavioral and Economic Sciences directorate are newly excluded. A former program officer said 1,500 awards 'would be terrible' and that the community should press for 'at least 2,500' to hold quality and diversity.[145] Funding for facilities and centers and funding for individual graduate students moved in opposite directions inside the same agency in the same month.

    as of 2026-08
23. 🇺🇸

    The DHS final rule capping F, J and I admissions at four years was halted the day before it was due to take effect. On 14 September 2026 the District of Massachusetts (Judge Dennis Saylor), in a case brought by higher-education and international-student groups including the Presidents' Alliance, found the plaintiffs likely to succeed under the Administrative Procedure Act and postponed the effective date under 5 U.S.C. …

    §705 with nationwide relief. The court cited failures to assess costs and benefits, consider alternatives and respond meaningfully to significant comments. It did not vacate the rule, so 'duration of status' continues for now. DHS is expected to appeal, and a status conference is set for 2 October.[154][155]

    as of 2026-09-14
24. 🇺🇸

    The price of the US H-1B route is now moving through courts, rulemaking and proclamation at once. The $100,000 fee created by the September 2025 proclamation has been uncollectible since 24 July 2026 following judicial review.[46] Comments on DHS's proposed $103,265 fee on cap-subject petitions closed without ext …

    ension on 24 September, and nothing applies until a final rule.[120] Meanwhile, on 18 September 2026 the President signed a proclamation renewing for 12 months from 21 September the restriction on entry of H-1B workers outside the US unless a $100,000 payment accompanies the petition, plus an executive order directing agencies to weigh employers' recent or planned layoffs of similar US workers.[157][158][156] Neither the proclamation nor the fact sheet mentions the court ruling, so how far the renewed requirement can be collected cannot be determined from public documents.

    as of 2026-09-24
25. 🇺🇸

    NSF is moving from investigator-driven grants toward agency-set priorities. In September 2026 Acting Director Brian Stone set out a 'portfolio-based approach' in an open letter: up to $1 billion of the research budget goes to 'Grand Research Challenges' in priority areas, meaning fewer grants this year. …

    New mechanisms include 'golden tickets' that let one reviewer advance a proposal, distributed review among applicants, grants longer than five years, and short grants decided quickly on applications of a few pages; a new Office of Metascience aims to double scientific productivity per federal research dollar by 2036.[162] The remaining X-Labs topics, including AI for physical systems, followed in the week of 21 September.[161]

    as of 2026-09
26. 🇯🇵

    Japan's revised residence-application fees took effect as planned on 1 October 2026. The Immigration Services Agency now sets fees for changes of status and extensions of stay by the length of stay granted, and has also revised the permanent-residency fee.[172] However, the permanent-residency guideline the agenc …

    y publishes still shows the revision of 24 February 2026 as of 3 October, without the income, pension and Japanese-language criteria in the August draft.[173] Official sources do not confirm when the new criteria start, nor how they apply to applications filed since April 2026.[128]

    as of 2026-10-03
27. 🇺🇸 In the case over the four-year F, J and I rule, DHS appealed the order postponing the rule to the First Circuit on 30 September 2026 (No. 26-2112). The District of Massachusetts held a status conference on 2 October and told the parties to file a proposed schedule by 9 October.[174] As of 2 October the docket shows no stay of the postponement, so students remain admitted for duration of status.[154] as of 2026-10-02
28. 🇺🇸

    Separately, a final rule of 10 Aug 2026 extended the 9-11 Response and Biometric Entry-Exit fee to extension petitions, effective 9 Sep 2026.[140] With AI skills the hardest-to-fill capability worldwide (ManpowerGroup 2026; ~39,000 employers across 41 countries),[1] both the unit cost and the odds of a US hire are moving at once. …

    India's GCCs keep expanding,[28] but that growth is a trend running since FY2021, and the survey does not show how far US visa changes have driven new centers.

    as of 2026-09
29. 🇦🇺

    Australia replaced the 482 Temporary Skill Shortage visa with the Skills in Demand visa on 7 December 2024.[176] On 1 July 2026 the Specialist Skills income threshold rose from AUD 141,210 to AUD 146,576 and the Core Skills threshold from AUD 76,515 to AUD 79,423.[182] The Specialist Skills stream is fast, but not at the 7-day median cited earlier.[19] For applications decided to 31 August 2026, half of Specialist Skills cases took 37 days and 90% took 78 days, against 4 months and 9 months for Core Skills. …

    Employer nominations took a median of 64 days.[180]

    as of 2026-09
30. 🇦🇺

    Processing order changed on 19 September 2026, when Ministerial Directions 121 and 122 replaced Direction 119. For Skills in Demand visas, construction, healthcare, teaching, agriculture, aquaculture, fishing, resources, law enforcement and defence come first; the Specialist Skills stream is second; then applicants in Australia; then applicants offshore. …

    The 186 and other permanent skilled visas follow the same order without the Specialist Skills tier.[176] Technology and games roles are not in the first tier. At the end of September the department was processing offshore Skills in Demand applications lodged in October 2025, against July 2026 for Specialist Skills and February 2026 for the priority sectors, and it warned that timeframes may rise during the transition.[178]

    as of 2026-09-30
31. 🇦🇺

    The employer-sponsored permanent route is slower. For 186 visas decided to 31 August 2026, the Direct Entry and Temporary Residence Transition streams each took a median of 21 months, with 90% decided within 25 months.[180] Under Direction 122 the department was processing offshore 186 applications lodged in July 2024, onshore applications from March 2025 and priority-sector applications from July 2025. …

    The transition stream usually requires at least two years of full-time sponsored employment.[179] A worker brought in on a temporary visa therefore faces close to two years of processing at the permanent step, on top of the qualifying employment.

    as of 2026-09

Coming soon

Pay and labor-cost structure are the heart of this layer. AI/ML engineers command premium pay globally and Japan's new-grad starting pay stays high. India's GCCs offer scale and low cost, but attrition is high. US visa changes reshape who gets selected. NSF physical-science award counts have fallen sharply. At MIXI, Sports leads by revenue while Digital Entertainment earns about 80% of segment profit.

1. 🇺🇸 In the US, mainstream AI/ML engineers earn roughly $134K-$193K (Robert Half 2026), while frontier-lab software engineers clear $600K+ in median total comp; AI/data roles post the highest starting-salary gains of any tech specialty, leading the upward pressure on pay.[9] as of 2026-01
2. 🇯🇵

   Teikoku Databank's 2026 survey (published Feb 18, 2026; 1,541 firms) found 67.5% of companies raising new-grad starting pay — easing from 71.0% a year earlier but still close to seven in ten — with the average increase at a record JPY 9,462 (+348 YoY). …

   The distribution keeps shifting up: 61.7% of starting salaries fall in the JPY 200-250K band and 17.8% in JPY 250-300K. The raise is uneven, though: 65.6% of large firms are lifting pay versus 50% of SMEs, with wage inversion against existing staff cited as a constraint. At the top end, Sony, NEC and DeNA lifted AI new-grad pay to as high as JPY 10M and Fujitsu reportedly offers JPY 30-40M to AI engineers.[54][14]

   as of 2026-02
3. 🇯🇵

   MIXI's regular-employee headcount stood at 2,116 on a consolidated basis at end-March 2026, up 399 YoY — most of the increase coming from consolidating PointsBet in September 2025, after which headcount was roughly flat to year-end. …

   New-grad engineer starting pay begins around JPY 300,000/month (~JPY 3.6M/yr), which sits at the upper end while the national distribution clusters in the JPY 200-300K band. As it competes domestically for scarce AI and live-ops talent, wage inflation bears on its cost structure.[49][11][54]

   as of 2026-03
4. 🇮🇳

   India's GCCs supply AI/data talent at scale and cost. Per the 2026 Zinnov-NASSCOM landscape — this layer's headline count — they have grown to 2,117 centers (3,728 units), 2.36 million professionals and a $98.4B market, 32% growth since FY2021; 506 Forbes Global 2000 firms run GCCs there, 80% of new GCCs make A …

   I/ML their top capability, and GCCs leased a record 9 million sq ft in early 2026 alone.[28] A separate tally puts India at 1,700+ GCCs employing 1.9M+ professionals, a narrower-scope count.[22] Entry AI/ML engineer pay runs about INR 12-18 lakh (~$14-22K), far below developed-market levels, with 425,000-450,000 new jobs projected in 2026.[7] Against that, AI/ML roles command a 20-40% premium over equivalent-experience SDE roles; SWE L4-equivalent pay runs INR 25-45 lakh in Bengaluru (~35-39% of all GCC activity) and INR 20-38 lakh in Hyderabad/Pune, while voluntary attrition in AI/ML and senior roles hits 25-30%.[21] The scale-up adds supply while intensifying intra-city hiring competition and pay inflation, so cost arbitrage is eroded by the retention investment it requires.

   as of 2026-03
5. 🇦🇺

   Australian game-developer pay sits mid-table among developed markets — roughly AUD 80-130K mid-level in Melbourne, with a SEEK average near AUD 97,600. In Queensland, DGTO (a 30% federal refundable offset capped at $20M per company/group per year) stacks with the state's 15% DGI; statewide full-time games roles have more than quadrupled to over 665 since the DGI began in 2021, with 330+ local developers employed on the 20 most recently funded projects. …

   That illustrates how incentives can lower the cost of scaling game/engineering talent in Australia — though such rebates are policy-dependent and can shrink if tax rules or eligibility criteria are revised.[20][25]

   as of 2026-02
6. 🇦🇺

   MIXI Australia acquired 66.43% of PointsBet in September 2025. PointsBet employs about 336 people across subsidiaries and posted A$186.6M of group revenue (a statutory loss of A$26.6M) for its shortened 2026 financial year (nine months to 31 March, after moving its year-end); Australian revenue slipped 4% to A$152M while Canada grew 13% to US$24.7M. …

   Andrew Catterall became group CEO on 1 February 2026, with co-founder Sam Swanell moving to an advisory role while staying on the board — making the labor cost and governance integration of an Australian base, including trading and compliance talent, an economic issue for MIXI.[31][32]

   as of 2026-03
7. Research is converting to economic value fast even as the cost of staying at the frontier rises. The 2026 AI Index estimates U.S. AI consumer surplus at ~$172B/yr (up from ~$112B a year earlier), with median value per user roughly tripling in a year.[56] Meanwhile academia still produces ~68% of AI-related CS papers (2024) but not the models, so compute dependence now governs research economics and frontier capability concentrates in a handful of external labs.[57] Basic research converts to utility faster while access to the frontier itself gets more expensive. as of 2026-04
8. 🇺🇸

   The flow of AI PhD talent is moving in two directions at once. The 2026 AI Index reports new AI PhDs in the US/Canada grew 22% from 2022 to 2024, with that incremental growth going to academia rather than industry (industry's share fell to ~63% in 2024 from a ~77% peak), softening a decade-long 'PhDs to industry' trend …

   .[85] Separate surveys report shrinking cross-border mobility as of 2025 (reportedly STEM ~-13%, AI talent ~-12%, researchers ~-19%),[89] and AIP's 30-year tracking (1996-97 through 2024-25) finds that in 2025, 29% of non-US-citizen physics PhDs left the country (nearly double the prior year) and 13% of US citizens did (up from 9% in 2023-24 and 5% in 2022-23) — both 30-year highs (published 4 Aug 2026). AIP attributes this to changes in science-funding structure and to visa policy, including four-year caps on student visas, a $100,000 H-1B fee and proposed fees on Optional Practical Training. Foreign-born workers make up nearly a third of the US doctoral-level physical-science workforce, so shrinking public research capacity and talent outflow are compounding.[110] An AIP membership survey published at the end of August 2026 shows separately how that structure registers in researchers' own perceptions and behaviour (see the separate finding).[146]

   as of 2026-08
9. 🇯🇵

   University talent and spinouts feed the AI labor market: the AI courses run by the Matsuo-Iwasawa Lab passed 150,000 cumulative learners on 27 Jul 2026 (70,000 in 2025 alone, with 200,000 targeted for 2026 across 30+ courses a year); its flagship GCI course has counted for University of Tokyo credit since October 2025, and 'GCI World', launched April 2026, reached roughly 25,000 learners across 100 countries. …

   Together with the lab's spinouts, this is one source for corporate hiring and joint research.[66][74][113]

   as of 2026-07
10. 🇯🇵

    Research institutions are moving to measure AI's societal and economic impact: on 4 Jun 2026 the University of Tokyo's Matsuo-Iwasawa Lab announced, with PKSHA and Anthropic, a 'Japan AI Index' that cross-references anonymized Claude usage statistics with domestic economic data to track AI's effect on employmen …

    t, productivity, wages and education (first report autumn 2026, quarterly thereafter) — a domestic counterpart to Stanford's AI Index that thickens the research-to-policy/management pipeline at home.[106]

    as of 2026-06
11. 🇺🇸

    The effect of the US visa changes on who can be hired has been quantified. The Penn Wharton Budget Model (3 Aug 2026) finds the $100,000 fee applies to petitions for workers abroad - about 60% of registrations - and that this group is far less likely to hold a master's degree or higher (11.5% versus 63.8% of fee-exempt workers), more likely to be Indian nationals (82.2% versus 51.2%) and about five years older on average (34.2 versus 29.4). …

    Employers would be willing to pay the fee for only 30-56% of fee-subject registrations, so the rest are screened out before the lottery. Together the fee and the wage-weighted lottery would raise the mean pay of selected registrants by $7,551-$18,799 (6.7-16.7%) against the pre-2026 random lottery, but most of that comes from the weighting, not the fee, whose own effect ranges from -$3,606 to +$7,642. On composition, India's selection share falls from 66.8% to 55.7-63.5%, the doctorate share rises from 5.7% to as much as 9.5%, the share with no prior US visa falls from 44.5% to 26.1-33.9%, and the former F-1 student share rises from 43.3% to 48.5-50.8%.[126] The model's implication is that the quietly enacted change to lottery design shapes the talent mix more than the fee that drew the coverage.

    as of 2026-08
12. 🇺🇸

    At the largest tech firms, revenue and headcount are moving in opposite directions, and the roles being cut are in research and development. Microsoft's annual report (Form 10-K, filed July 2026) shows 223,000 employees as of 30 June 2026, down 5,000 year over year and the company's first annual decline since 2016. …

    Product R&D roles accounted for most of the drop, falling 3,000 to 77,000 against a 2024 peak of 81,000, while operations roles - datacenter operations, product support, consulting, manufacturing and distribution - held at 89,000 and are now the company's largest employment category. Sales and marketing fell 1,000 to 43,000 and general and administration 1,000 to 14,000. The US workforce fell 4,000 to 121,000 and international employment 1,000 to 102,000. Over the same period revenue rose 18%, or $50.1 billion, to $331.8 billion, the largest one-year increase in the company's history.[137] It is a filing-based case that revenue growth and headcount reduction can coincide, and that the center of gravity in employment can move from R&D toward operating physical infrastructure.

    as of 2026-06
13. 🇺🇸

    A survey has measured how researchers themselves read and respond to these conditions. The American Institute of Physics surveyed more than 2,000 people across its member societies in summer 2026 and published the results on 31 August. …

    The leading concerns were federal science funding (74%), public trust in science (61%) and artificial intelligence (49%, with views split on benefit versus risk). On concrete effects, 19% lost funding for planned activities through contracts or grants, 4% reduced work hours and responsibilities, 2% lost a job or position and 2% retired or took a buyout earlier than planned. On mobility, 74% of US-based respondents said recent policy has hurt recruitment of international talent, and 59% of international respondents who had planned to attend a US conference changed or cancelled those plans because of visa and immigration policy changes. At the same time 54% would 'definitely' encourage talented young people into the physical sciences, so the reading is not uniformly pessimistic.[146] What is distinctive here is that the effect shows up not only in whether a hire or a visa is possible but in the thinning of conferences, one of the field's main talent-network interfaces.

    as of 2026-08
14. 🇺🇸

    The US government has begun quantifying the effect of its own measures. A White House fact sheet of 18 September 2026 says H-1B registrations by the largest IT outsourcing firms have fallen 92% since the 2025 proclamation, consular processing requests by nearly 97%, and total registrations by almost 40% after the wage-weighted lottery began for FY2027.[156] These are figures published by the party implementing the policy, with no method disclosed. …

    The Penn Wharton model attributes most of the change in who is selected to the wage weighting rather than the fee,[126] so falling registration counts and changes in the quality and mix of hires need to be tested separately.

    as of 2026-09
15. 🇺🇸

    Headline programmes and award counts point opposite ways. Per AIP FYI's report of a Physics Today analysis (9 September 2026), NSF's Mathematical and Physical Sciences Directorate has issued its fewest awards since the 1980s in FY2026, with three weeks of the fiscal year left, and over 40% fewer research grants overall. …

    Against the 2021-2024 average, astronomy awards are down 50%, materials research more than 40%, chemistry and mathematics more than 30%, and physics about 13%. The American Astronomical Society's president said this is 'shrinking the pool of people, qualified people, that you can continue to train to lead the field.'[163] August's more than $1.5 billion for foundational research[149] and the number of awards reaching individual researchers need to be read separately.

    as of 2026-09-09
16. 🇯🇵

    MIXI's FY2026 (year ended March 2026) consolidated net sales rose 10.7% to JPY 171.3B, while operating income fell 16.3% on higher goodwill amortization from the PointsBet acquisition.[42] In Q1 FY2027 (April-June 2026) net sales were JPY 47.073B (+50.3%), and the Sports segment, at JPY 21.673B (+94.5%), overtook Digital Entertainment at JPY 19.532B (+21.5%) as the largest segment by revenue. …

    Sports combines the betting business (PointsBet, keirin venue operations, keirin ticket sales) with spectator sports (FC Tokyo, Chiba Jets). By segment profit, Digital Entertainment earned JPY 10.881B and Sports JPY 1.258B (a margin of about 5.8%), so about 80% of segment profit still comes from Digital Entertainment.[48] Betting payroll and compliance costs therefore sit on a thin margin relative to the revenue they accompany.

    as of 2026-06
17. 🇮🇳

    India is becoming a source of language data and localization talent: IIT Madras's AI4Bharat has open-sourced a 251-billion-token pretraining corpus across 22 languages plus 74.7M instruction-response pairs in 20 languages (confirmed on its page as updated in September 2026), accumulating multilingual data and e …

    merging-market localization talent, a potential external resource for firms handling multilingual products and localization.[192]

    as of 2026-09

Coming soon

A structural supply-demand mismatch, alongside public-health scrutiny of children's digital use, defines the social side of this layer. Japan projects a shortfall of up to 800,000 IT workers by 2030. Entry-level hiring is far below 2019 levels and aggregate US layoffs have cooled, yet tech and games cuts continue. The RTO/preference gap and networking hubs such as Australia's PAX Aus/MIGW also shape retention. On children, scrutiny is moving from screen time toward design.

1. 🇯🇵

   Japan's IT-talent shortfall is structural and worsening yearly. An aging, shrinking workforce and limited STEM output mean the gap is projected (per METI) to widen from about 300,000 in 2020 to as much as 800,000 by 2030, lengthening project lead times while raising labor costs; note that this projection rests on M …

   ETI's 2019 IT workforce supply-demand study and has not been re-run to incorporate AI-driven productivity change.[2] The Japan Economic Research Center projected a shortage of about 430,000 digital professionals in Tokyo alone by 2026; the projection year has now arrived and no outturn check against it has been published. and the Digital Agency's AI Human Resource Development Report notes demand for people with 5+ years in LLM fine-tuning and MLOps exceeds supply roughly 8:1 — sharpening the scarcity at the senior end of the pool.[34]

   as of 2026-01
2. SignalFire's 2026 State of Tech Talent report (published June 2026) finds entry-level hiring down about 65% at Tech Majors and about 76% at early-stage startups versus 2019, tilting hiring toward experienced candidates. …

   Top-school CS graduates are 45% less likely to apply to Tech Majors and are founding companies at twice the 2022 rate — so the structural risk of a thinning mid-level pipeline shows up not only as fewer openings but as a redirection of where talent goes.[52]

   as of 2026-06
3. 🇮🇳 Japanese firms (Mercari, SoftBank, Woven) recruit at India's IIT campuses, tapping a deeper STEM pipeline than Japan can supply domestically. Overseas university pipelines are one practical option against Japan's structural shortage, though yield falls off where the receiving organization's language, compensation and retention setup do not keep pace.[14] as of 2026-01
4. Children's screen time and socioemotional development are bidirectionally linked: an APA Psychological Bulletin meta-analysis (Jun 2025; 117 studies, 292,000+ children) shows use predicts emotional/behavioral problems and vice versa, with gaming higher-risk than educational or recreational use — directly relevant to family-product design.[62] as of 2025-06
5. 🇺🇸

   Public engagement with children's screen use is intensifying in the US. On 20 Jan 2026 the AAP changed course: its new policy, 'Digital Ecosystems, Children, and Adolescents,' drops fixed screen-time caps and reframes responsibility onto platform design, commercial incentives and caregiver relationships.[82] On **20 …

   May 2026 the HHS Office of the Surgeon General** then issued 'Warning on the Harms of Screen Use: An Advisory and Toolkit', framing excessive and harmful screen use as a public-health concern — citing effects on cognitive and emotional development, physical and metabolic health and educational outcomes — with an accompanying toolkit for families, schools and clinicians. The advisory carries no legal force, but Surgeon General advisories in the US have historically seeded subsequent state legislation and industry-standard debate, giving it norm-setting weight.[107] The design-accountability bar for family and child apps is rising.

   as of 2026-05
6. The evidence is not uniform. A JAMA Network Open secondary analysis of a Scottish birth cohort (3 Aug 2026; 3,786 children at age 5, 3,126 at 10, 2,598 at 15) found that more than 5 h/day of gaming at 15 was significantly associated with higher odds of above-average total difficulties, while higher social-media and messaging use was associated with lower difficulties scores, and that heavy use at age 5 predicted difficulties at 10 but the association was no longer evident at 15. …

   The authors concluded that 'screen use was not consistently associated with poorer outcomes' and that guidelines focusing solely on screen time may have limited impact on psychosocial outcomes — evidence that scrutiny is shifting from duration toward use type and design.[108]

   as of 2026-08
7. Cross-national data on gaming-related financial harm has arrived: a Journal of Behavioral Addictions study (6 Aug 2026) surveying 1,522 adult regular gamers across five countries (Australia 303, China 314, Indonesia 300, Netherlands 303, US 302) found overspending reported by 80.2% of the higher-risk gaming-disorder group versus 42.6% of the lower-risk group (OR 5.36) and financial harm by 77.8% versus 30.6% (OR 7.76), concluding that such harms extend beyond the higher-risk group. …

   Monetization design can therefore be assessed under a household-financial-harm frame, not only an addiction frame.[116]

   as of 2026-08
8. Research on dark patterns and monetization harm aimed at children is maturing: CHI '25 examined how children experience and conceptualize harm in game monetization, and recent work brings children-focused deceptive-design awareness ('Mind the Dark') and analyses of advertising/persuasive design in children's apps ('Playful but Persuasive') — giving concrete reference points for design audits of family and child products.[93] as of 2025-06
9. 🇺🇸 US layoff announcements front-loaded into the first half of 2026 and then settled at the monthly level: August 2026 brought 52,881 announced cuts. That is 58% above July's 33,429 (a two-year low) but 38% below August 2025, and the lowest August total since 2022. Year to date the total is 529,914, down 41% from 892,362 over the same period of 2025.[143] as of 2026-08
10. 🇺🇸

    By sector the picture runs the other way: technology accounted for 6,103 August cuts and 155,126 year to date, up 52% year over year and 29% of all announced cuts. …

    AI-attributed cuts fell to 3,462 in August, the lowest monthly total since December 2025, and restructuring displaced AI as the most-cited reason after a five-month run - though the year-to-date AI figure remains large at 116,175, about 22% of all cuts.[143] Hiring plans were 12,325 in August (+725% year over year) and 119,825 year to date, up 37% from 87,626; Challenger's own gloss is that 'while companies are making plans to hire more workers than last year, it doesn't appear those positions are filled quickly,' so announced plans and filled seats are not the same thing.[143]

    as of 2026-08
11. 🇺🇸

    As of July the picture had been tech cuts of 149,023 year to date (+67%) with AI the top-cited reason for a fifth straight month at 112,713, and Challenger summarising that 'while AI is shifting the labor market, it is not dismantling it.'[47] A separate tracker (SkillSyncer) counted ~205,832 tech cuts across 322 …

    events year to date as of 21 July on a broader definition, so totals vary by methodology.[39] Stanford's AI Index 2026 reports employment of developers aged 22-25 down about 20% from 2022 - the entry tier keeps shrinking even as aggregate cuts cool.[53][30] Tech cuts were front-loaded: H1 2026 alone accounted for 139,156, up 83% on the same period of 2025.[44][29]

    as of 2026-07
12. Game-industry layoffs slowed in 2025 and widened again in 2026. From a peak of about 14,600 in 2024 they fell to roughly 5,300 in 2025, and 33% of US developers were laid off at some point in 2023-2025.[8] as of 2025-12
13. The ASGC games-industry layoffs tracker, maintained by Tencent Games' Amir Satvat, recorded 9,781 job losses as of a 26 July 2026 update and raised its year-end forecast to 14,259, 78% above the 8,025 it projected in January.[142] Experienced developers keep reaching the market, but this is the product of repeated mass layoffs, and it carries employment insecurity and an outflow of skilled people to other industries. …

    The 2025 reading that layoffs were settling down is not supported by 2026 outturns.

    as of 2026-07
14. Individual cuts and closures continued through August and September 2026: Schell Games, co-developer of Among Us 3D, was reported to have laid off staff on 25 August;[151] Sega-owned Rovio announced the closure of its Copenhagen studio on 1 September;[150] and the studio behind Star Wars Zero Company was reported the same day to have furloughed workers ahead of launch.[152] No one of these is large, but they accumulate in the direction of the raised year-end forecast. as of 2026-09-01
15. 🇦🇺 Australia's game-talent network is shaped by its calendar and its sites. PAX Aus (Melbourne; 85,000+ attendees in 2025) runs 9-11 October 2026 at the Melbourne Convention & Exhibition Centre, overlapping Melbourne International Games Week (co-located with GCAP and the AGDAs) — the week in which Australian/APAC game-talent, recruiting and investor networking concentrates.[23] as of 2026-08
16. 🇦🇺 National full-time games employment is small in absolute terms at about 2,443 (IGEA AGDS, published March 2026), with larger studios planning 400+ hires in 2026.[18] as of 2026-03
17. 🇦🇺 MASS in Collingwood, Melbourne — backed by VicScreen and a Creative Victoria digital-games co-working grant, run by Massive Monster of Cult of the Lamb fame, in 1,100m² of the historic Foy & Gibson complex at 120 Oxford St[16][17] — originally announced an early-2026 opening, slipped, and as of 27 August 2026 its site states a launch of October 2026 and advertises a General Manager role.[55] It is a dedicated games-developer coworking space with playtesting and recording/streaming facilities plus a Monster Fund of up to $2M, but it has not opened, so its effect as a talent hub is untested. as of 2026-08
18. On 6 July 2026 Microsoft announced 3,200 Xbox cuts, 20% of that organization, and the divestment of five studios.[141] A further 268 employees, including staff at Halo Studios, were laid off on 22 September, and content chief Matt Booty said the restructuring was 'roughly three-quarter of the way through'. …

    Undead Labs was divested and became an independent, employee-owned studio, then laid off a 'significant number' of staff; Ninja Theory faces proposed closure after two divestment agreements fell through.[165][166] The July expectation that these studios would move to new ownership has played out differently for at least two of them.

    as of 2026-09-23
19. Closures and cuts at independent and mid-sized studios continued from mid-September. Polyarc, developer of the VR title Moss, was reported shut down on 14 September;[167] Heart Machine, developer of Hyper Light Drifter, was reported on 17 September to have laid off the majority of its staff;[168] and Build a Rocket Boy, developer of MindsEye, was reported the same day to be seemingly closing after more layoffs.[169] Experienced developers keep reaching the market by a route separate from the large publishers' restructuring. as of 2026-09-17
20. Return-to-office has hardened further for new hires. CBRE's Scoring Tech Talent 2026 (18 August 2026) finds fully remote arrangements for new roles declined as employers moved to hybrid schedules of three or more office days, and AI companies largely require full-time in-person work. …

    Remote postings in the San Francisco Bay Area fell to 7% in April 2026 from 24% in mid-2022, against 18% across all US tech postings.[189] A March 2025 survey expected only about 20% of software engineers to return fully by 2026;[10] posting data measure what employers offer, not what engineers prefer, so the two are not directly comparable.

    as of 2026-04
21. Gaming disorder has been a formal condition in ICD-11 since WHO recognized it in 2019, and a 2025 BMC Psychiatry review treats its growing prevalence as a global mental-health concern while calling for more consistent assessment.[63] Estimates depend heavily on the criteria: a 2024 meta-analysis of 22 studies found a pooled 6.7%, with 3% in studies using ICD-11 criteria against 7.9% under DSM-5,[75] and a meta-analysis of 84 adolescent studies found 8.6% with very high heterogeneity.[94] The 2-4% range previously cited here matches the ICD-11 subset, not the overall pooled estimates. as of 2025-11
22. 🇯🇵

    Japan's national data have moved. In a Kurihama Medical and Addiction Center survey run in January-February 2025 (ages 10-80, 4,650 valid responses), 10.3% of those aged 10-29 were suspected of gaming disorder, up from 5.1% in a comparable FY2018 survey.[190] Across all ages the figure was 3.8%; among those aged 10-29 it was 14.6% for men and 5.8% for women.[191] These are suspected cases, not diagnoses. …

    Clinical capacity lags: a preliminary Sapporo survey (2022) found clinicians consulted about gaming problems but none providing specialized treatment.[95] The global adolescent figure of 4.6% previously cited here is not in the meta-analysis it cited, which reports 8.6%.[94]

    as of 2026-08
23. 🇯🇵 Japan's birth cohort, the Japan Environment and Children's Study (JECS), follows 100,000 children and their parents in 15 regions from pregnancy onward. It was planned to age 13, but the basic plan was revised in March 2023 to continue beyond 13: the current plan runs to age 18, with a view to following participants to about age 40.[187] That long horizon makes it a domestic evidence base and a reference point when designing family- and child-oriented products. as of 2025-06

Coming soon

AI/ML scarcity defines this layer. AI model development and AI literacy are the hardest capabilities to fill worldwide, and even India supplies less than half of demand. Engineering demand is recomposing rather than shrinking, though individual firms cut R&D headcount. The frontier is reasoning, agents and world models. RIKEN has started a research-engineer track, while RIKYU has no announced start of operation. MIXI has appointed a Chief AI Officer.

1. In ManpowerGroup's 2026 survey (about 39,000 employers across 41 countries), the hardest-to-fill capabilities are AI model & application development (20%) and AI literacy (19%) — surpassing traditional engineering and IT for the first time; AI-talent scarcity is now a universal hiring bottleneck.[1] as of 2026-02
2. 🇮🇳 India has an AI skills deficit of about 53% and only ~120,000 AI professionals, while demand for AI-related roles is projected to top 1,000,000 in 2026 — roughly one qualified engineer for every 10 GenAI openings; even the largest supplier is squeezed.[15] as of 2026-01
3. Stanford HAI's AI Index 2026 (published April 2026; 423 pages) documents an order-of-magnitude surge in job postings referencing agentic AI, a ~20% drop in employment of developers aged 22-25, and $581B of AI investment in 2025. …

   Its own summary is that 'AI's capabilities are advancing quickly; less so, our ability to measure and manage them' — so fast-moving skill requirements are destabilizing both hiring design and how capability is assessed.[53]

   as of 2026-04
4. Against the substitution narrative, the data does not show engineering demand shrinking. Per SignalFire 2026, software engineers rose from 46% of Tech Major new hires in 2019 to 55%; engineer attrition runs ~9% versus ~13% for sales and design, and engineers were the least affected in recent layoffs. …

   Hiring volume at Tech Majors sits 25% below 2019, but early-stage startups are only 4% below. Composition change dominates over contraction: AI/ML roles are up 39% since 2022 while front-end roles are down about 25%.[52] Company filings show a different picture in places, though: Microsoft's Form 10-K reports product R&D roles down 3,000 to 77,000 at end-June 2026, in a year when revenue rose 18%.[137] The 'recomposition, not contraction' reading holds at the industry-aggregate level, while individual firms can cut R&D headcount outright, so both observations belong side by side.

   as of 2026-06
5. 🇺🇸

   US tech hiring is polarizing around AI coding assistance: Salesforce's CEO Benioff said the firm hired zero new engineers in FY2026 citing AI-powered coding, while Atlassian announced ~800 hires focused on AI engineering, MLOps and AI safety. …

   AI engineers, prompt engineers, MLOps specialists, AI-safety researchers and data-infrastructure architects remain in high demand. These are individual-company announcements, though, and it is not settled which way industry-wide hiring converges.[30]

   as of 2026-01
6. 🇯🇵

   Domestic supply-demand for AI/ML and data-engineering talent is tight. Robert Half's 2026 Japan Salary Guide flags AI/ML, data and cloud as the most in-demand and hardest-to-hire technical skills, noting sustained upward pay pressure in these roles.[3] Demand is lifted from both foreign and domestic sides. …

   On 3 April 2026 Microsoft committed $10 billion through the end of 2029 to AI infrastructure, cybersecurity and workforce development in Japan, including training more than one million engineers, developers and workers there by 2030,[35][138] and METI forecasts ~47%/yr gen-AI market growth through 2030.[34] MIXI is described as having shipped ChatGPT-powered communication features while ramping AI-engineer hiring in its development division; the source is OpenAI's customer-story page, jointly produced by vendor and customer.[36] Hands-on AI implementation is becoming a common hiring requirement — while the definition of the skill itself changes fast enough that written requirements go stale quickly.

   as of 2026-04
7. 🇦🇺

   Australia functions as a technical base for international studios: Riot Sydney (formerly Wargaming Sydney, acquired by Riot Games in 2022) runs core-tech/R&D for VALORANT and LoL, and PlaySide Studios (the largest ASX-listed Australian studio) acted as publisher for 'MOUSE: P.I. …

   For Hire' (released April 16, 2026), which its developer Fumi Games (Warsaw) animated entirely by hand. Labor-intensive craft of that kind remains a domain AI generation has not displaced, even as day-to-day AI-tool use is folded into hiring requirements.[24][45][18]

   as of 2026-04
8. The 2025-26 frontier is reasoning, autonomous agents and world models — and the yardsticks are saturating. NeurIPS 2025 centered on a world-models resurgence (an Embodied World Models workshop), System-2 reasoning and meta-thinking agents, moving LLMs from single-shot text boxes toward systems that plan and act.[59] …

   The fortieth edition, NeurIPS 2026, runs 6-12 Dec 2026 in Sydney with satellite venues in Atlanta and Paris (9-13 Dec), a distributed format.[118] Meanwhile, in the 2026 AI Index, Humanity's Last Exam jumped from 8.8% (top 2025 model) to over 50% for leading models by publication (Apr 2026),[56] while SWE-bench Verified rose from ~60% to near 100% — capability is outrunning the measures.[57]

   as of 2026-04
9. 🇮🇳

   India is building sovereign multilingual reasoning and speech stacks. BharatGen's Param2 is a foundational text model with reasoning, coding and tool-calling across all 22 scheduled Indian languages plus English — a 17B-parameter Mixture-of-Experts (≈2.4B active per token) trained on ~22T tokens — launched on 1 …

   8 Feb 2026 at the India AI Impact Summit 2026 (New Delhi).[76][100] On speech, AI4Bharat's IndicVoices gathered ~12,000 hours of audio from 22,563 speakers across 208 districts and 22 languages, yielding IndicASR (the first ASR covering all 22 scheduled languages) and the IndicF5 multilingual TTS.[90] A sovereign multilingual foundation reaching beyond text is rising outside the US/China duopoly, and it is a source for emerging-market voice UX and localization.

   as of 2026-02
10. 🇺🇸

    US public funding is concentrating on AI-for-science and interpretability: NSF renewed the MIT-led IAIFI (AI and fundamental physics) for five years, raising annual funding from $4M to $4.98M (4 Jun 2026), while AI Forge funds university work on interpretability and control. …

    That concentration, however, is occurring inside a shrinking envelope — amid NSF-wide cut pressure and the reallocation set out in the OSTP report — so it is prioritization within contraction as much as growth.[81][79][109]

    as of 2026-07
11. 🇯🇵

    MIXI has put AI adoption into its org structure. Its board resolved on 31 July 2026 to create a Chief AI Officer role and appoint a director and senior executive officer to it, effective 1 August 2026. …

    The company states that, working through a cross-company AI promotion committee that extended use beyond engineering into business and corporate functions, its company-wide AI usage rate exceeded 99% in FY2026 and produced cost reductions of about JPY 1 billion a year. It frames the competitive question as having moved from using AI to creating business value with AI, and says the next two to three years will decide whether that shift succeeds.[139] These figures are company-reported; neither the calculation basis nor any external verification is published. The creation of the role is observable in itself as a case of AI governance and application being placed at board level. On 1 September 2026 the company published its MIXI GROUP Integrated Report 2026, covering the year to March 2026, which it says addresses progress and outlook on AI and overseas expansion across its businesses.[153]

    as of 2026-09-01
12. 🇯🇵

    Domestic research and compute capacity exists. RIKEN AIP had 9 papers accepted at ACL 2025,[64] AIST's ABCI backs Japanese LLMs (Swallow, PLaMo),[65] and the University of Tokyo's Matsuo-Iwasawa Lab drives world models and robotics.[66] The same lab developed the from-scratch Japanese LLM 'Tanuki-8×8B' un …

    der METI/NEDO's GENIAC program (reaching GPT-3.5-Turbo-class on the Japanese MT-Bench) and runs a 'World Model Simulator Endowed Chair' systematizing world models for robotics.[91]

    as of 2026-08
13. 🇯🇵

    On compute, RIKEN's 'RIKYU', announced 19 Jun 2026, comprises 400 compute nodes with NVIDIA GB200 NVL4 — 1,600 Blackwell GPUs in total — linked by NVIDIA Quantum-X800 InfiniBand at up to 3.2 Tbps, delivering 64.16+ PFLOPS (FP64) and 15.539+ EFLOPS (FP8); it was slated to enter operation in July 2026 and to work …

    alongside Fugaku to build scientific foundation models, but RIKEN had announced no start of operation as of 5 September 2026 (the June release describes the system as 'undergoing adjustments for operation beginning in July').[112] Japan's academic compute base is reaching a scale relevant for LLM and science-foundation-model training, forming a talent and IP base industry can connect to via joint research, hiring and compute.

    as of 2026-09-05
14. 🇯🇵

    A research institute has begun training people who sit between research and computation as a distinct job family. On 4 September 2026 RIKEN announced a 'Research Engineer' fellowship, citing a shortage of people who combine deep understanding of a research field with advanced mathematical, computational and information skills, to act as partners to researchers from problem-setting through implementation, validation and results; recruitment opened on 2 September. …

    It offers training in data use, AI and information security and career paths into both academia and industry, but the release gives no headcount or pay.[164] It is observable as a public research body explicitly targeting the pool from which companies hire ML engineers.

    as of 2026-09
15. AI-for-science and autonomous research compress R&D cycles (AlphaFold's Nobel, AI co-scientists).[72] Interpretability is moving from papers toward practice: Anthropic applied circuit tracing to Claude 3.5 Haiku in March 2025[71] and in May 2025 open-sourced circuit-tracing tools for open-weights models such as Gemma-2-2b and Llama-3.2-1b.[193] In May 2026 it described natural language autoencoders, which turn a model's internal activations into readable text, and said they were used in pre-deployment alignment audits of its own models.[194] Safety and trust research is becoming part of how models are released. as of 2026-05
16. Generative agents built from self-reports can simulate individuals. A Stanford-led study of a national sample of 1,052 Americans built agents from two-hour interviews, structured surveys or both. …

    In the June 2026 revision, on held-out General Social Survey items, interview-only, survey-only and combined agents reached 83%, 82% and 86% of participants' own two-week test-retest consistency, against 74% for demographics-only agents.[195] The first version's 85% figure has been revised. Representativeness, consent and privacy in simulating identifiable individuals, and external validity remain unsettled, so its standing as a substitute for research with real users is not established.[58]

    as of 2026-06

Coming soon

Law and regulation bind both hiring premises and product design. The original $100K H-1B fee is uncollectible while a proclamation renewed the same requirement, alongside a proposed $103,265 fee and a wage-weighted lottery. The four-year student-stay cap is enjoined, with OPT fee and grace-period proposals pending. Australia's gambling reform applies from 1 January 2027. Loot boxes reach enforcement through statute and ratings while gambling-law rulings are split.

1. 🇺🇸

   The H-1B $100K fee was implemented through a presidential proclamation plus DOL prevailing-wage rulemaking, until the District of Massachusetts (Judge Sorokin) found it an unlawful tax and an APA violation on June 8, 2026.[27] Multiple suits had been filed during 2025 — by the US Chamber of Commerce and the Assoc …

   iation of American Universities, 20 state attorneys general, and a UAW-led coalition of unions and employers — and that the plaintiffs span industry bodies, universities, state governments and unions shows the fee is contested from both the employer and worker sides.[37] The government appealed to the First Circuit on June 11,[43] sought a district-court stay on June 12 and filed an emergency stay motion on June 18,[38] which the First Circuit denied on July 24, 2026, holding the government had not made a strong showing it was likely to succeed; the vacatur therefore takes effect and USCIS cannot collect the fee.[46] The appeal continues, with parallel litigation in the Northern District of California and a possible path to the Supreme Court, so the final outcome and the treatment of fees already paid remain unresolved. The cost premise for US-based hiring has reversed twice in a matter of weeks, undercutting predictability.

   as of 2026-07
2. 🇦🇺

   Following consolidation under MIXI (66.43% stake), PointsBet aligned financial reporting and compliance with MIXI, adopted a J-SOX framework, changed its fiscal year-end from 30 June to 31 March (making FY2026 a nine-month period) and reconstituted its board with directors experienced in legal/compliance and M& …

   A integration — so consolidating a regulated subsidiary drives legally mandated demand for internal-control, compliance and governance talent.[33][31]

   as of 2026-03
3. iGaming/sports-betting hiring is shifting toward compliance, AML, responsible-gaming and data-privacy roles as regulation tightens — a legally driven and increasingly scarce talent need. That demand exists because operators are being made responsible for preventing gambling harm, and it comes with costs: headcount, systems investment and sanctions for failure.[12] as of 2026-01
4. The EU's planned Digital Fairness Act (DFA) is set to hit monetization and design directly: after a public consultation from 17 Jul to 24 Oct 2025, the European Commission is expected to table the proposal in Q4 2026, targeting dark patterns, addictive design, misleading influencer marketing, unfair personalization and drip/personalized pricing, with particular emphasis on protecting minors. …

   The consultation drew more than 3,300 responses, with loot boxes and other gambling-like features among the issues raised. As of mid-2026 the Commission is still at the impact-assessment and policy-design stage: no text has been tabled and the date of application is undetermined, so it is properly treated as a medium-term constraint.[92][96]

   as of 2026-06
5. Academic evidence has crystallized into legislation and now into litigation: Brazil's Digital Child and Adolescent Act (Lei 15.211/25) prohibits paid loot boxes in games accessible to minors under a public-health and child-rights framework — grounded in the psychological mechanisms of variable-ratio reinforcement and reward uncertainty, applied from March 2026 — and the Journal of Behavioral Addictions (2026) frames it as a turning point in global regulation. …

   On 9 Jun 2026 a Brazilian court then ordered Riot Games to pay roughly R$15 million (~$2.8M) in collective moral damages for abusive practices toward children and adolescents via League of Legends loot boxes; reporting indicates the decision formed part of a wider set of penalties — spanning Valve, EA, Apple, Microsoft, Google and Sony, totalling on the order of $58M — and remains appealable. The research-to-regulation pipeline has moved from debate through statute to enforcement and damages.[97][115]

   as of 2026-06
6. Industry age-rating now captures chance-based design directly. In March 2026 PEGI introduced 'interactive risk categories' (applied to titles submitted from June 2026; existing ratings unchanged), assigning a minimum PEGI 16 to any game containing paid random items whose contents are unknown before purchase — loot boxes, card packs, gacha, prize wheels — regardless of whether they are functional or cosmetic, a minimum PEGI 12 to time- or quantity-limited offers, and an automatic PEGI 18 to NFT/blockchain features and to online features lacking blocking and reporting tools. …

   When Germany's USK made comparable changes in January 2023, USK data for 2024 showed that about 30% of submitted games triggered at least one new category and roughly a third of those received a higher rating. In March 2026 it was reported that 'EA Sports FC 27' will be rated PEGI 16 under the new rules unless EA removes the paid random items from Ultimate Team; the series has been rated PEGI 3 until now.[114] Probabilistic monetization is now narrowing a title's reachable age band on account of design rather than content.[104][114]

   as of 2026-03
7. 🇦🇺

   As enacted, the package bans wagering advertising during live sport on broadcast and online content services from 15 minutes before to five minutes after play between 5am and 8.30pm; bans advertising in sports venues and on players' and officials' uniforms; bans the use of athletes, celebrities and influencers to p …

   romote wagering; caps TV wagering ads at three per hour between 5am and 8.30pm; bans radio wagering ads at school drop-off and pick-up times; bans broadcast promotion of sporting odds; allows online wagering advertising only to logged-in users over 18 who can opt out; creates a Wagering Advertising Opt-out Register; lets banks and payment systems block transactions to illegal operators and gives ACMA faster blocking powers; bans online keno and foreign-matched lotteries; and bans direct marketing of inducements for 14 days after sign-up, for three months after a person leaves BetStop, and to any customer identified as at risk of harm.[132][50]

   as of 2026-08
8. 🇦🇺

   Most provisions commence on 1 January 2027.[50] Assessments differ. The package stops short of the full advertising ban recommended by the 2023 Murphy report, and Greens, opposition and crossbench members and researchers call it insufficient to reduce harm.[41] PointsBet's group CEO told the company's 26 Au …

   gust 2026 annual general meeting that the restrictions make the licensed operating model 'more complicated and more expensive' and risk handing advantage to illegal offshore operators - a regulated operator's view rather than an independent assessment of the measures' effect on harm.[133] Operators face rising demand for compliance staff alongside advertising limits, harm-minimisation duties and regulatory and reputational risk.

   as of 2026-08
9. Academic evidence is the basis for legal demands, and in 2026 the empirical material thickened further. Xiao & Lund (Royal Society Open Science, May 2025) found zero UK games using effective age verification and only 8.6% disclosing probabilities under self-regulation,[60] prompting the 5Rights Foundation to …

   call for treating loot boxes as gambling under enforceable law.[61] Longitudinal studies showing migration from loot boxes to gambling (including 2025 replications) reinforce the legal case for treating random gacha purchases as gambling-adjacent, feeding design requirements like odds disclosure, pity timers and age limits.[73] The ICD-11 gaming-disorder classification gives clinical and legal footing to scrutiny of engagement design, with research flowing into standards for age-appropriate design, disclosure duties and responsible operations and turning 'protection by design' into a legal axis.[63]

   as of 2026-08
10. A Frontiers in Public Health study (15 Jul 2026) then used sequential observation to analyze how loot-box openings in livestreamed gaming are organized, sustained and terminated — moving from isolated openings into streaks — documenting behavior shaped through the streaming exposure channel,[117] while the five-country Journal of Behavioral Addictions survey (Aug 2026) quantifies the spread of financial harm.[116] The research focus is shifting from 'who is affected' toward 'which designs and contexts shape the behavior'. as of 2026-08
11. Court outcomes on loot boxes are not moving in one direction. In the US, the New York Attorney General sued Valve on 25 February 2026, arguing that paid case openings in Counter-Strike constitute illegal gambling because the skins obtained can be cashed out on third-party markets.[135] Valve moved to dismiss …

    on 19 May 2026, arguing its virtual items are closer to baseball cards with 'subjective and aesthetic value' than to poker chips, that equating loot boxes with gambling is unsound, and that accepting the theory would chill protected game design; no ruling on that motion had been reported as of 5 September 2026.[136]

    as of 2026-09-05
12. Austria's Supreme Court went the other way in late January 2026, holding that EA Sports FC's Ultimate Team packs are not gambling because a player's skill can still influence the outcome despite the random allocation - while stating that loot boxes can be gambling and must be assessed together with the game they sit in. …

    The claim was brought by a class of players backed by litigation funder Padronus who had spent about EUR 20,000; Padronus said other cases remain pending and may be decided differently, and EA welcomed the decision as final.[134]

    as of 2026-01
13. Researcher Leon Xiao notes that gambling statutes were written without loot boxes in mind and cannot handle them well, that consumer, contract and advertising law could but are weakly enforced, and that such a ruling may push legislators toward stricter statutes instead.[134] So while Brazil's statute and damages awards[97][115] and PEGI's ratings[104] advance, existing gambling law is producing split results, and the binding constraint may end up in consumer law, ratings and purpose-built statutes rather than gambling law. as of 2026-08
14. 🇺🇸

    Restrictive proposals continue in the rules around student and work visas. On 11 September 2026 DHS proposed removing 8 CFR 214.1(l)(2), which gives certain nonimmigrant workers and their dependents a grace period of up to 60 days after employment ends; comments close 10 November.[159] The same day, OIRA conclude …

    d review of a proposed rule on Optional Practical Training fees (RIN 1653-AB01) as 'consistent with change'; it is classed as economically significant, but the review record gives no fee amount.[160] The fee has been reported at $100,000, against more than 400,000 OPT participants a year and a current application fee of about $500.[161] Both are proposals, and their final content and any litigation are not yet known.

    as of 2026-09
15. As expected in March, PEGI's public site lists 'EA SPORTS FC 27' at PEGI 16 across platforms.[170] The game released on 24 September 2026, with early access for premium editions from 18 September,[171] and the series had previously been rated PEGI 3.[114] It is a major title whose age band rose under the new category rules, and any effect on sales or on the age profile of players will show only in later data. as of 2026-09-24
16. 🇦🇺

    Australia's gambling reform has moved from bill to law. The government unveiled a ~A$112.7M package on 2 April 2026,[40] introduced the Interactive Gambling Amendment (Gambling Reform) Bill 2026 on 2 July, and, after a Senate inquiry, Parliament passed it around 20 August 2026. …

    The National Self-Exclusion Register (Cost Recovery Levy) Bill 2026 and the Interactive Gambling (Cost Recovery Levy) Bill 2026 passed in the same week, letting the cost of running the national self-exclusion register (BetStop) and related measures be recovered from operators. That register is separate from the new wagering advertising opt-out register.[132]

    as of 2026-08
17. 🇺🇸

    US rule changes pull in opposite directions on the route through US universities. Penn Wharton estimates that under the wage-weighted lottery and the fee, former F-1 students rise from 43.3% to 48.5-50.8% of H-1B selections.[126] Yet the same group faces the four-year F, J and I cap (now postponed),[154] a proposed OPT fee[160][161] and a proposal to remove the 60-day post-employment grace period.[159] The lottery design favors people who studied in the US, while the surrounding rules narrow the entry to that path and the steps along it. …

    This layer's sources contain no estimate of the net effect.

    as of 2026-09
18. 🇦🇺

    The Global Talent visa that this layer listed as a route for game and tech founders closed on 6 December 2024 and was replaced by the National Innovation visa (subclass 858).[177][176] The new visa is permanent and invitation-only: candidates lodge an expression of interest, which stays active for two years, an …

    d apply within 60 days of an invitation with a nominator of national reputation.[188][175] Direction 120, in effect from 25 July 2026, ranks applications: holders of top international awards, then government-agency nominees, then tier-1 sectors (critical technologies, renewables, health industries), then tier-2 sectors including FinTech. Games and digital entertainment are not named as sectors.[177]

    as of 2026-09
19. 🇦🇺 The National Innovation visa is a narrow gate. In April-June 2026 the department received 2,166 expressions of interest and issued 248 invitations, 192 of them in tier-1 sectors and 122 in critical technologies. Top award holders received fewer than 5, agency nominees fewer than 20, and sports and the arts 6.[181] Legacy Global Talent and Distinguished Talent applications decided to the end of August took a median of 16 months.[180] as of 2026-06
20. 🇯🇵

    J-Skip (special highly-skilled professional), introduced in April 2023, is assessed without a points calculation, on education or career plus income. Research and technical roles need a master's degree or 10+ years' experience with annual income of ¥20 million or more; management roles need 5+ years' experience and ¥40 million. …

    Holders can move from HSP1 to HSP2 after one year, and the residence period required for permanent residency is one year.[186] It is a favorable legal frame for senior foreign engineers, but the income requirement acts as a de facto floor that makes it hard to apply to junior and mid-level candidates.

    as of 2026-07
21. Experimental economics bears directly on premium-currency design. In an incentivized trial with 753 UK participants (Experimental Economics, online 18 May 2026), willingness to pay for loot boxes was significantly higher when priced in a virtual currency at a 1:1 exchange rate than in pounds, and participants showed mo …

    ney-illusion distortions.[83] The European step it cites was not a legislative proposal: on 21 March 2025 the Consumer Protection Cooperation (CPC) Network, coordinated by the Commission, published key principles on in-game virtual currencies under existing consumer law, including clear pricing and no forced currency purchases, and opened an action against Star Stable Entertainment.[185]

    as of 2026-05
22. Those principles reached enforcement on 30 September 2026, when the CPC Network launched EU-level coordinated actions concerning nine games companies.[183] Ireland's CCPC names Crytek, InnoGames, King, Mojang, Plarium, PLR Worldwide Sales, Riot Games, Supercell and Ubisoft, with titles including Candy Crush Saga, Minecraft, Valorant and Clash of Clans. …

    The issues are price transparency for virtual currencies, hidden costs, pressure to spend, pre-purchase information, withdrawal rights, fair terms, and protection of children and vulnerable users.[184]

    as of 2026-09-30

Coming soon

The 'locational' sustainability of talent concentration is the issue here. AI engineers cluster in a few hubs, India's GCCs disperse while leasing record floorspace, and Japan's shortfall and datacenter investment concentrate in Tokyo. Growing training compute and sovereign compute tie research output to power demand, making efficiency research an agenda. At the largest operators employment shifts from R&D toward running infrastructure, and NSF is funding the dispersal of compute. Staffing and facility siting and power constraints present as one problem.

1. 🇮🇳

   India's GCCs are diversifying about 40% of hiring into Tier-2/Tier-3 cities, easing the real-estate and commute load of metro concentration — a model of a geographically dispersed talent base, though senior supply in those cities is thin and top-tier roles still concentrate in the metros.[7] At the same time, aggregating talent translates directly into real-estate and infrastructure demand: India's GCCs leased a record 9 million sq ft in early 2026 alone while scaling to 2,117 centers across 3,728 units. …

   Expanding an offshore talent base carries a physical load in rent, commuting and power demand, making the sustainability of site selection a question in its own right.[28]

   as of 2026-03
2. 🇯🇵 Japan's digital-talent shortfall concentrates in Tokyo — about 430,000 short by 2026 — making single-metro location-cost pressure acute, while Microsoft's ~$10B AI/datacenter investment further reinforces metro concentration; distributed, remote-first hiring design therefore shapes the sustainability of both location cost and infrastructure load.[34][35] as of 2026-04
3. 🇦🇺 Australian game development consolidated a remote-work culture after COVID, reducing single-city concentration across Melbourne, Brisbane and Sydney. MASS (Collingwood) plans to reuse the historic Foy & Gibson building — adaptive reuse of existing stock is locationally efficient — but as of August 2026 it has not opened, so the effect is untested.[16][17][55] as of 2026-08
4. Rapidly growing training compute and dataset sizes (tracked year over year by the AI Index) lift research's energy and compute footprint, making small/efficient models and 'Green AI' a central research agenda.[53][57] That efficiency work is approaching deployable know-how: a 2025 UNESCO/UCL report finds that small operational changes — smaller models, shorter responses, quantization — can cut LLM energy use by up to ~90%.[101] Ultra-low-precision models such as 1-bit LLMs (BitNet), small language models, inference-time energy optimization and standardized power benchmarks (e.g. …

   MLPerf 'Power' results) are maturing too, turning the performance-plus-efficiency tradeoff into a comparable research metric and a norm for measuring and reporting efficiency.[102]

   as of 2026-04
5. 🇺🇸

   A shift in the center of gravity of employment, from research and development toward operating physical infrastructure, is visible in primary filings. Microsoft's Form 10-K (filed July 2026) shows that as of 30 June 2026 operations roles - datacenter operations, product support, consulting, manufacturing and distribution - held flat at 89,000 and became the company's largest employment category, while product R&D fell 3,000 to 77,000. …

   Company-wide headcount fell 5,000 to 223,000, the first annual decline since 2016.[137] Part of the employment that AI expansion creates is tied to running facilities that consume power, cooling and land, so questions about where people sit cannot be separated from siting, energy and property constraints.

   as of 2026-06
6. 🇯🇵

   Japan's AI compute base is thickening from both public infrastructure and foreign investment. On 3 April 2026 Microsoft committed $10 billion through the end of 2029 to AI infrastructure, cybersecurity and workforce development in Japan, covering its own in-country datacenters, expansion of AI infrastructure with d …

   omestic partners, and training more than one million people by 2030.[35][138] On the public side, Fugaku and ABCI 3.0 are joined by RIKEN's RIKYU (400 nodes of NVIDIA GB200 NVL4, 1,600 Blackwell GPUs).[112][65] Added compute brings demand for power, cooling and land, placing talent clusters and facility siting under the same constraints, so work on small and efficient models and efficient training carries cost, environmental and sovereignty value at once.[101][102]

   as of 2026-06
7. 🇺🇸

   Access to compute is itself geographically uneven, and public money has begun to address that. On 4 August 2026 NSF announced $100 million for State and Regional AI Infrastructure Hubs, stating plainly that 'access to AI infrastructure remains highly uneven across the nation.' Initially up to 10 awards, one per sta …

   te or region, the program pools resources from research institutions, philanthropies, state and local government and the private sector to build and operate scientific compute, and funds the infrastructure professionals and faculty training that go with it.[147] Against a structure in which people concentrate where the compute is - about 65% of US AI engineers in San Francisco and New York[13] - this places money on dispersing the compute instead. Because the awards build and run facilities, though, the demand for power, cooling and land does not disappear; it moves to the dispersed sites. In the same month NSF spread more than $290 million for eight quantum institutes across 36 universities in 19 states,[148] so the geographic dispersal of research talent and the physical load of facilities are two sides of one design choice.

   as of 2026-08
8. 🇺🇸

   AI talent remains concentrated, though the figure depends on the measure. SignalFire's 2025 edition put over 65% of AI engineers in San Francisco and New York; its 2026 edition gives no geographic split.[13][52] On CBRE's broader count of AI-specialty tech talent (751,000 across the US and Canada by mid-2026), the Bay Area, New York, Seattle and Washington, D.C. …

   hold 37% of the US total, and the Bay Area alone holds one-sixth and has drawn 80% of US AI venture funding since 2020. The annual labor and office cost of a typical 500-person tech company ranges from $36 million in Quebec City to $91 million in the Bay Area.[189]

   as of 2026-06

Coming soon