RL Training Overweights Rare Tokens Reinforcement learning for large language models assigns disproportionately large gradients to tokens the model predicts with low probability, causing those rare tokens to dominate parameter updates[1]. The inflated gradients drown out the smaller, essential gradients of high‑probability tokens, limiting the model’s reasoning and overall performance[1]. Researchers observed that this imbalance suppresses learning of common linguistic patterns despite RL’s theoretical advantages[1].

Proposed Reweighting and Isolation Techniques The team introduced Advantage Reweighting, which rescales token advantages to temper the influence of low‑probability tokens[1]. They also developed Low‑Probability Token Isolation (Lopti), a method that isolates and reduces gradients originating from rare tokens[1]. Together, these techniques rebalance gradient contributions across the token probability spectrum, aiming to improve learning stability[1].

Significant Gains on Logic Puzzle Benchmark Applying Advantage Reweighting and Lopti to Group Relative Policy Optimization (GRPO) models produced up to a 46.2% performance increase on the K&K Logic Puzzle reasoning benchmark[1]. The improvement demonstrates that mitigating low‑probability token influence directly enhances logical reasoning capabilities in RL‑trained LLMs[1]. Results suggest broader potential gains for other reasoning‑heavy tasks when similar rebalancing methods are employed[1].

Open‑Source Release Enables Community Replication The implementation of both Advantage Reweighting and Lopti has been released publicly on GitHub, providing full code and documentation for replication[1]. Open‑source availability invites other researchers to validate, extend, and integrate the methods into diverse RL‑LLM pipelines[1]. This transparency aims to accelerate collective progress in addressing token‑gradient imbalances across the field[1].

New Task Separates Static Background From Moving Subjects CineScene defines a cinematic video generation task that decouples static scene context from dynamic subjects, requiring multiple images of a fixed environment as input and producing high‑quality videos where a moving subject follows a user‑specified camera path while the backdrop remains consistent [1]. The system preserves scene geometry during large camera movements and supports arbitrary trajectories defined by the user [1].

VGGT Encoder Supplies Implicit 3‑Dimensional Priors A Visual Geometry Guided Transformer processes the input images to create spatial priors that encode 3‑D structure, which are then concatenated to a pretrained text‑to‑video model [1]. This integration enables camera‑controlled synthesis without explicit 3‑D reconstruction, maintaining coherent scene depth throughout the generated clip [1].

Training Gains Robustness Through Random Image Shuffling During supervised learning, CineScene randomly shuffles the order of scene images, a simple technique that prevents the model from overfitting to a fixed sequence and improves its ability to handle diverse scene configurations [1]. The shuffling strategy contributes to the model’s resilience when encountering novel environments [1].

Unreal Engine 5 Dataset Sets New Benchmark Researchers built a paired dataset in Unreal Engine 5 containing videos of environments with and without dynamic subjects, panoramic static backdrops, and corresponding camera trajectories for supervised training [1]. Experiments show CineScene outperforms prior methods in maintaining scene consistency during extensive camera motions and generalizes across varied environments, establishing a new performance benchmark [1].

Censorship Intensifies Amid War‑Time Pressures The Kremlin accelerated internet control throughout 2025‑2026 as President Vladimir Putin’s confidence in the war waned, using the crackdown to suppress dissent and secure public backing for additional sacrifices [1]. New legal mechanisms force registration of large channels and criminalize searches for “extremist” material, broadening state surveillance powers [1]. The campaign coincides with mounting economic strain, force‑generation challenges, and growing societal discontent [1].

Telegram Throttled and Prosecuted in Early February Roskomnadzor throttled Telegram on Feb 9‑10 2026, accusing the platform of failing to protect users from fraud, extremism, and terrorism [1]. A Moscow city court filed eight cases against Telegram for not deleting prohibited content since the start of 2026 [1]. The actions mark the first large‑scale bandwidth restriction on the service since the 2025‑2026 crackdown began [1].

Feb 11 Blockade Removes Major Foreign Services On Feb 11 2026 the Kremlin ordered blocks on WhatsApp, YouTube, Facebook, Instagram, the Tor browser, BBC, RFE/RL and dozens of other foreign sites, removing them from Russia’s sovereign DNS (RuNet) [1]. Authorities justified the bans by claiming the services failed to comply with Russian law [1]. The move effectively cuts off popular global communication and information channels for millions of Russian users [1].

State‑Run Messenger “Max” Becomes Mandatory June 2025 law created a national messenger, and VK launched “Max” in March 2025; the government began pre‑installing it on all phones and tablets sold in Russia in September 2025 [1]. Users must register Max with a Russian or Belarusian SIM card, granting authorities extensive data‑collection powers [1]. The mandate aims to shift public communication onto a state‑controlled platform and reduce reliance on foreign apps [1].

Mobile‑Internet Outages Deployed as Security Pretext Widespread mobile‑internet outages started on May 9 2025, officially framed as protection against Ukrainian drone strikes [1]. Outages surged after Ukraine’s Operation Spiderweb on June 1 2026, yet many cuts occurred in regions without direct drone activity, suggesting a broader control motive [1]. The interruptions further limit access to uncensored information during critical war phases [1].

Legal Tools Expand Criminal Liability for Online Content Since January 2025, Telegram channels with over 10,000 subscribers must register with Roskomnadzor, and a July 2025 law makes searching for extremist material a misdemeanor [1]. Meta has been labeled an “extremist” organization, and a February 2025 Duma bill seeks to punish “distortion of historical truth” [1]. These statutes tighten legal pressure on both domestic and foreign digital actors, reinforcing the censorship infrastructure [1].

Kremlin Ties Elections to Any Peace Deal The Russian government insists that a final peace agreement cannot be signed until Ukraine conducts new presidential elections, while simultaneously claiming the current Kyiv administration lacks legitimacy. This contradictory stance creates a dead‑end condition that prevents a ceasefire capable of enabling voting. Moscow’s demand therefore functions as a strategic tool to delay or derail negotiations [1].

Moscow Misreads Constitution to Discredit Zelensky Russian officials argue that President Volodymyr Zelensky’s 2019 mandate is invalid because Ukraine missed its scheduled 2024 elections, invoking a selective interpretation of constitutional provisions. The claim ignores the fact that no Ukrainian court has challenged Zelensky’s authority and that public opinion polls show strong domestic support for his leadership. The misreading serves to justify Russia’s refusal to negotiate with the incumbent government [1].

Ukrainian Law Bars Elections Under Martial Law Article 19 of Ukraine’s “On the Legal Regime of Martial Law” explicitly prohibits holding elections while martial law remains in effect, and the president cannot lift martial law while the threat of attack persists. Since hostilities continue, any nationwide vote is legally impossible, rendering Russia’s election precondition unattainable. This legal barrier reinforces Kyiv’s position that elections cannot be scheduled before the conflict ends [1].

International Leaders Reject Russian Election Condition UN Secretary‑General Antonio Guterres and U.S. National Security Council spokesperson James Hewitt have both dismissed proposals for UN‑run Ukrainian elections, warning that such a plan would grant Russia de‑facto veto power over the process. Their statements underscore the broader diplomatic consensus that accepting Moscow’s demand would legitimize its narrative of Ukrainian illegitimacy. The rejection highlights the necessity of separating election issues from peace‑building efforts [1].

NMBU Launches High‑Profile ‘Bachelor in Irrelevance’ Campaign The Norwegian University of Life Sciences rolled out metro and bus ads reading “Don’t take a bachelor in irrelevance. Apply to NMBU,” emphasizing natural sciences, biology, technology and economics as future‑proof fields [1][2][3]. The advertisements ran on Oslo T‑ban stations throughout February and on 50 buses in March, with an estimated spend of about 500 000 kr [3]. The campaign aims to reassure prospective students that an NMBU degree leads to a relevant job amid a tightening labour market [1].

Rectors Across Norway Publicly Rebuke the Advertisement University of Bergen rector Margareth Hagen labeled the ad “anti‑intellectual” and likened its tone to “trumpism,” arguing it oversimplifies the value of academic programmes [1]. Peer Jacob Svenkerud, rector of the University of Innlandet, called the message “unnecessary” and criticized its failure to specify which subjects are irrelevant [1]. In contrast, Pia Bing‑Jonsson of the University of South‑East Norway described the ad as a memorable recruitment tool in a competitive student market [1]. Hagen also linked the controversy to MP Peter Frølich’s earlier “tullestudier” remarks, suggesting a politicised backdrop [1].

Academics Split on Tone, Purpose, and Market Implications Elin Ørjasæter dismissed the ad as “just funny,” viewing it as harmless competition in a declining economy [2]. Sociologist Trond Blindheim praised the focus on STEM, arguing society needs engineers more than “soft study offers” [2]. Professor Morten William Knudsen warned that relevance is fluid, citing Steve Jobs’s dropout and AI’s unpredictable impact on future job markets [2]. Tom Karp framed the campaign as a market‑driven use of business‑style advertising, questioning its moral limits and long‑term relevance [2].

Students and Faculty Call for Respect of All Disciplines University of Oslo master student Anna Luna Wester described the ads as creating a false relevance divide and urged respect for non‑STEM programmes [3]. Professor Frode Helmich Pedersen of the University of Bergen called the approach “immature” and warned it drags higher education into a culture war [3]. NMBU rector Solve Sæbø clarified that the campaign does not label any discipline irrelevant, but merely reassures prospective students about job prospects, noting the debate follows earlier political talk of “tullefag” [3].

Government Allocates 1.3 bn NOK for 2,000 Housing Grants The Ministry of Education announced a 1.3 billion‑kroner programme that funds 2,000 new or renovated student‑housing projects, primarily in Oslo and Bergen. 1,623 grants support new builds or major remodels while 377 (30 %) target rehabilitation of existing dormitories[1][13]. The funding aims to improve affordability and stability for students across Norway[4].

Means‑Testing Reform Removes Compensation Penalties from Stipends The government will revise Lånekassen’s means‑testing so that compensation for serious illness or injury no longer reduces student stipends, with the change applied retroactively[1][11]. Officials say the reform protects vulnerable students from losing financial support during recovery[1]. The policy shift is part of a broader effort to make student aid more equitable[11].

Full‑Time Students Report Significant Pandemic Learning Loss University of Inland/Innlandet survey of 448 students found two‑fifths experienced poorer learning outcomes during COVID‑19, with 70 % of full‑time learners attributing the decline to reduced peer and lecturer contact[1][9]. Part‑time students reported unchanged or improved results, highlighting a disparity between study modes[6]. Researchers Trine Løvold Syversen and Gunhild Wedum emphasized the unexpected magnitude of the loss[12].

Iranian Campuses Host Largest Student Protests Since January Verified BBC footage showed thousands of demonstrators marching at Tehran’s Sharif University and other campuses, marking the biggest anti‑government actions since the January crackdown[1][13]. Protesters honored the thousands killed earlier in the year and confronted regime supporters[5]. The unrest spread across multiple universities, drawing international media attention[10].

Art Prize Winners, Polar Board Membership, and US Shooting Highlight Global Campus News The Association of Norwegian Students Abroad awarded Karsten Krogh‑Hansen (NOK 25 000) and Mina Stokke (NOK 10 000) the 2026 Juvenarte art prizes for projects abroad[1][9]. The Norwegian Polar Institute became a full member of the European Polar Board, gaining an independent vote in European polar research strategy[1][13]. Meanwhile, a shooting at South Carolina State University’s student‑housing building left two dead and one injured, echoing a similar incident in October 2025[3][13].

Ukrainian student enrolments hit historic high in fall 2025 665 full‑time Ukrainian students enrolled, up from 520 in 2024, according to the Directorate for Higher Education and Research [1]. Universities host roughly 500 of them, with the University of Oslo leading (95) and the University of South‑East Norway (USN) following (80) and showing a four‑fold increase since 2022 [1]. The surge reflects the ongoing impact of the war in Ukraine on Norwegian higher education [1].

Universities modify policies and add programmes for Ukrainian refugees The University of Innlandet removed the extra tuition fee for Ukrainians who began studies after the invasion, eliminating a barrier to graduation [1]. USN received a 2022 Ministry of Education grant and now runs Norwegian‑language, English‑testing, and economics courses that have produced nine Ukrainian bachelor economics students [1]. These initiatives aim to accelerate integration and academic progress for displaced scholars [1].

Government adjusts stipend rules and funds a national anti‑fraud centre The Ministry will amend Lånekassen need‑based stipend regulations to exclude compensation for serious illness or injury, protecting students’ financial aid eligibility [1]. NTNU launched the Secure Anti‑Fraud Excellence (SAFE) Centre in Gjøvik with a NOK 50 million investment, a five‑year project backed by Sparebankstiftelsen Hedmark, Sparebank1 Østlandet and Mobai [1][2]. The centre targets digital financial fraud and biometric security, positioning Norway as a leader in anti‑fraud research [1][2].

Norway steps in to fund Fulbright scholars blocked by U.S. visa bans After the Trump‑era policy halted Fulbright exchanges and denied visas to 40 % of scholars slated for 2025‑26, the Norwegian government pledged alternative funding [2]. Six of seven affected U.S. scholars, including George Mason professor Supriya Baily, accepted support and now work at USN’s Drammen campus [2]. The mass resignation of the international Fulbright board and warnings of program collapse underscored the crisis, prompting Norway’s rapid response [2].

PhD Candidate Highlights Administrative Role in Research Execution The candidate argues that university administrators make his research possible, providing logistical support for pilot studies, municipal partnerships, and international collaborations. He notes that without this infrastructure, large‑scale projects would stall before data collection begins. This perspective frames administration as a research enabler rather than a bureaucratic obstacle [1].

Complex Projects Depend on Multidisciplinary Administrative Teams Funding applications, according to the candidate, involve research advisors, economists, lawyers, and partnership staff who manage budgets, contracts, and cross‑border agreements. These professionals construct the research infrastructure required for interdisciplinary and sustainability‑focused studies. Their coordination determines which proposals advance to implementation [1].

Debate Persists Over Whether Administrators Constitute “Bullshit Jobs” Kåre Hagen contends that researchers need administrators like himself to sustain research operations, while anthropologist David Graeber classifies administrators as “taskmasters” supervising unnecessary work. Political scientist Benjamin Ginsberg doubts any single administrator’s impact, and veteran researcher Michael Seltzer recalls completing research without administrative oversight. The contrasting views illustrate an ongoing controversy within academia [2].

Calls for Reframing Labor Division Rather Than Eliminating Administration The candidate urges the academic community to discuss how scholarly and administrative roles collaborate, emphasizing that rising expectations—interdisciplinarity, international relevance, ethical regulation, and measurable impact—heighten demand for skilled administrators. He warns that insufficient support forces scholars into non‑research tasks, eroding project quality. The argument shifts focus from questioning admin existence to optimizing labor division [1].

Novo Nordisk Foundation Opens Super‑Stipends to Norwegian Teams The foundation’s Challenge programme now accepts proposals from the Schengen area, Cyprus, the United Kingdom and Ireland, marking the first expansion beyond Denmark [1]. Stipends range from 61 to 113 million NOK over six years for 2‑4‑person projects targeting climate, biology and health challenges [1]. Applications must be submitted by October 2026, with topics to be announced in May 2026 [1]. Science director Lene Oddershede emphasized that Norwegian scientists are “heartily welcome,” while a Norwegian delegation led by Minister Sigrun Aasland and quantum‑cluster head Monika Sandnesmo toured Copenhagen to learn about the foundation’s quantum‑computer plans [1].

Government Plan Positions Research as Core to Future Security The 2024‑2025 Norwegian government plan identifies competitiveness and public‑sector renewal as priority projects, both of which rely on sustained cross‑sector research and innovation [2]. Analysts cite economists Trond Fevolden and Jørn Rattsø urging a dedicated transformation budget to fund the fossil‑to‑green transition, climate resilience, total defence and labour‑market challenges [2]. The EU’s decision to double its research and innovation budget serves as a benchmark that Norway is encouraged to emulate [2]. However, the 2023 long‑term research roadmap lacks binding budget commitments, risking stalled initiatives and reduced global competitiveness [2].

Minister Aasland Demands Politically Guided Research Priorities In a Dagsnytt 18 interview, Minister Sigrun Aasland rejected the “lone‑genius” myth, arguing that breakthroughs such as mRNA vaccines arise from clearly defined problems, skilled teams and allocated time [3]. She asserted that publicly funded research should be steered by societal expectations and that the state has a right to “look at the cards” when setting research agendas [3]. Historical context notes the post‑World‑War II split between basic and applied institutes, later merged in 1994 under the Research Council, which now evaluates institutes on excellence, impact and implementation [3]. Tensions persist as universities chase industry funding while applied institutes pursue academic prestige, and the ministry declined to commission a system report clarifying institutional roles [3].

Funding Gaps Undermine Norway’s 2026 Knowledge Preparedness Goals The government declared 2026 the Year of Total Preparedness, yet no dedicated plan or baseline financing exists for the knowledge‑preparedness function [5]. Real growth in the research sector remains flat while operating costs rise, and core university funding has been cut by roughly 3.1 billion NOK since efficiency measures began under former Prime Minister Erna Solberg [5]. Researchers now spend about 13 percent of their time on grant applications, up from 3‑4 percent a decade ago, diverting effort from core research activities [5]. A 5 percent carry‑over rule forces universities into short‑term budgeting, contradicting the long‑term preparedness narrative [5].

Defence Research Portfolio Gains Multi‑Year Financial Commitment The Research Council approved an annual 132 million NOK allocation for defence, security and preparedness research for at least five years, with potential three‑year extensions [7]. An additional 400 million NOK will fund new defence research centres launching in 2027, each receiving 60–80 million NOK over five years [7]. The Defence Ministry earmarked 81.8 million NOK for data‑driven projects that leverage large‑scale sensor and logistics data, and 11.5 million NOK will support industry‑linked and public‑sector PhD schemes in 2026 [7]. The Norwegian Polar Institute also gained full voting membership of the European Polar Board, enhancing Norway’s influence in polar research coordination [7].

Record‑High Unused Allocations Signal Tightened Spending Controls At the start of 2026 Norwegian state universities and colleges reported a historic 5.3 billion NOK in unspent funds, up 1.5 billion NOK from the previous year and the highest level since 2014 [2][3]. The surge reflects stricter budgeting, delayed projects and a ministry‑mandated reserve‑building policy. Sixteen of the twenty‑one institutions increased their balances, while three posted modest declines [3].

Ministry Defends “Natural” Rise Amid 5 % Cap and Staffing Shortages The Ministry of Education and Research attributes the rise to ongoing restructuring and a shortage of qualified staff, calling it a temporary and expected development [2]. A statutory 5 % ceiling limits how much of the grant can be spent on routine expenses, forcing excess to be returned to the state [3]. NTNU director Bjørn Haugstad criticised the rule as poorly informed and restrictive for university financial flexibility [2].

Universities Warn Capital‑Element Proposal Could Undermine Renovations The government’s draft reform would shift the financial risk of capital projects from the state to individual institutions, prompting university leaders to argue it would pressure them to cut upfront costs [1]. They cite the recent renovation of the protected Eilert Sundts House (August 2021‑December 2022), which was completed on budget, improved climate and accessibility, and delivered long‑term operating savings thanks to flexible funding [1]. Researchers Ragnhild Hennum and Johannes Falk Paulsen contend that replacing the current model threatens sustainability, heritage preservation and the sector’s capacity for major transitions [1].

Reserve Profiles Highlight Divergent Institutional Strategies NTNU holds the largest absolute reserve at 1.3 billion NOK, with 919.7 million earmarked for pending investments, while UiS grew its balance to 225.3 million NOK, meeting its 2022 cost‑cut target ahead of schedule [3]. Conversely, NHH reduced its unused balance to 138 thousand NOK for “other purposes” after aggressive spending on property, IT and infrastructure [3]. NMBU, UiA and OsloMet also reported sizable unused funds linked to specific rehabilitation projects and property sales [2].

Whistleblowing Complaint Filed by Two NHH Professors Two professors, Guttorm Schjelderup and Petter Bjerksund, lodged a formal “varsel” on 16 February 2026 against two colleagues at the Norwegian School of Economics, alleging breaches of research ethics and workplace conduct after a public debate on their 2021 wealth‑tax model [1][2]. They claim the colleagues conflated model assumptions with reality and circulated undocumented accusations that damaged reputations. The professors seek an institutional review of NHH’s ethical policy rather than censorship of scholarly debate.

Origin of the Dispute Traced to September 2025 DN Op‑Ed The controversy began with a Dagens Næringsliv op‑ed published in September 2025 that alleged a specific calculation error in the International Tax and Public Finance article, asserting the mistake altered key results for Norway’s tax system [1]. The op‑ed offered no supporting documentation, prompting the authors to defend their work. On 5 January 2026, DN finance editor Terje Erikstad confirmed that no such calculation error existed, effectively clearing the authors of the technical accusation [1].

Social‑Media Attack Prompted Ethics Review Request Following the op‑ed, LinkedIn posts labeled the research “completely meaningless” and an “unrealistic desk‑model,” breaching NHH’s values and workplace‑health regulations [1]. Schjelderup and Bjerksund argue that personal attacks violate the Norwegian National Research Ethics Committee’s guidelines, which require factual disputes to be handled through journal comments. They request a principled determination of NHH’s rules on collegial conduct and clarification of the school’s ethical policy.

Broader Implications for Academic Culture Highlighted The February 18 2026 article frames the grievance as a symptom of a deeper crisis in academic culture, criticizing opaque peer‑review practices that may suppress open criticism and foster reciprocal pressure among scholars [2]. While the piece also notes unrelated events—such as Iranian student protests, a new NTNU anti‑fraud center, and a shooting at South Carolina State University—it emphasizes that filing a formal complaint over scholarly disagreement is a red flag for the norms of open debate in the “house of knowledge.”

Commission and February Release of Rapid Review The Norwegian Research Council tasked the Arbeidsforskningsinstituttet (AFI) with mapping societal‑security research from 2015‑2025, and the rapid report was launched on 11 February 2026 [2]. The commission aimed to deliver a systematic, transparent snapshot within a compressed schedule. The council’s brief explicitly required a focus on studies that directly address societal security, preparedness, or closely related concepts.

Methodology Focused on Explicit Security Terms The authors limited inclusion to works that used explicit security terminology, screening over 5,000 candidates and retaining more than 500 for analysis [1]. They employed rapid‑review standards modeled on WHO and Cochrane, using a narrow set of databases, precise search strings, and reduced full‑text appraisal to meet the deadline. This trade‑off between breadth and speed was presented as a deliberate methodological choice rather than a flaw.

Critics Highlight Omitted Disciplines and Funding Risks Scholars such as Bakken, Magnussen and Torgersen argue the report largely excludes education, psychology, sociology, philosophy and related professional networks [2]. They warn that omitting research on pedagogy, organisational studies and child‑welfare narrows public perception and could skew future funding decisions toward traditional defence and police fields. The criticism stresses that interdisciplinary knowledge is essential for comprehensive preparedness strategies.

Authors Defend Approach and Propose Future Expansion The AFI team counters that the rapid review’s “prisverdig ambisjon” (priceless ambition) lies in delivering a timely overview despite resource constraints [1]. They acknowledge that a more extensive, interdisciplinary mapping would be valuable but requires a separate project with different resources and design. The authors welcome a broader follow‑up review to capture the full spectrum of societal‑security research.

Budget Boost Powers National CCUS Initiative The Union Budget 2026 earmarks ₹20,000 crore for a carbon capture, utilisation and storage (CCUS) scheme and the Ministry of Petroleum and Natural Gas releases a 2030 roadmap outlining target projects, aiming to help India, the world’s third‑largest CO₂ emitter, meet its 2070 net‑zero commitment [1]. The funding is intended to accelerate deployment in hard‑to‑abate sectors such as power, cement, steel and chemicals [1]. The roadmap identifies priority clusters and incentives to stimulate private investment [1].

Private Sector Pilots Target Hard‑to‑Abate Industries Ambuja Cements, part of the Adani Group, partners with IIT Bombay on an Indo‑Swedish pilot that converts captured CO₂ into fuels and material feedstocks [1]. JK Cement tests CO₂ utilisation in lightweight concrete blocks and olefin production, while Organic Recycling Systems Limited operates India’s first pilot‑scale bio‑CCU platform turning biogas‑derived CO₂ into bio‑alcohols and specialty chemicals [1]. These pilots demonstrate early commercial pathways for emissions‑intensive industries [1].

International Frameworks Provide Scaling Models The EU Bioeconomy Strategy and Circular Economy Action Plan explicitly endorse CCU as a sustainable feedstock, offering policy templates for India [1]. Projects such as Europe’s ArcelorMittal‑D‑CRBN hub, U.S. tax credits for CO₂‑derived fuels, and the UAE’s Al Reyada CO₂‑to‑chemicals hub illustrate market mechanisms that could be adapted domestically [1]. International collaboration is highlighted as a lever to overcome technology and financing gaps [1].

Cost and Infrastructure Barriers Remain Significant Capturing, purifying and converting CO₂ remains energy‑intensive and expensive, limiting competitiveness of CCU products against fossil‑based alternatives without subsidies [1]. India faces uneven CO₂ transport networks, insufficient industrial clustering, and a lack of clear certification standards, creating investor uncertainty [1]. Addressing these gaps is identified as essential for scaling beyond pilot projects [1].