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The Evolution of Observability in the AI EraThe market for IT reliability tools has undergone a significant paradigm shift. The industry has moved past the era of simply tracking everything to a focus on controlling complexity and costs. However, the rapid adoption of AI agents within enterprises has introduced a new, critical category of workload that requires specialized monitoring. InsightFinder, a startup grounded in 15 years of academic research, is capitalizing on this shift by leveraging machine learning to proactively identify and fix issues in IT infrastructure.Diagnosing the 'Black Box' of AI FailuresInsightFinder has officially launched its new product, Autonomous Reliability Insights, designed to tackle the root causes of AI model errors. Unlike traditional tools that focus solely on the model itself, this solution integrates data, model, and infrastructure monitoring to provide a holistic view. The company’s CEO, Helen Gu, a computer science professor at North Carolina State University, explains that the biggest misconception is that AI observability is limited to LLM evaluation during development. In reality, a robust platform must support end-to-end feedback loops covering development, evaluation, and production.Real-World Application: InsightFinder recently helped a major U.S. credit card company resolve a fraud-detection model that was drifting. The issue wasn't the AI model itself, but outdated cache in server nodes.Technical Approach: The platform utilizes a combination of unsupervised machine learning, proprietary large and small language models, predictive AI, and causal inference to analyze data streams.Why InsightFinder's $15M Round Signals a Market ShiftThe $15 million Series B round, led by Yu Galaxy, comes at a time when the observability space is crowded with competitors like Datadog, Dynatrace, and Grafana Labs. However, InsightFinder's financial performance indicates a strong market demand for its specific approach. The company reports revenue growth of over threefold in the past year and secured a seven-figure deal with a Fortune 50 company within three months.Funding Allocation: The capital will be used to expand the team (currently under 30 people) and invest in sales and marketing to scale its go-to-market motion.Total Raised: InsightFinder has now raised a total of $35 million in funding.Bridging the Gap Between Data Science and SREThe core value proposition of InsightFinder lies in its ability to bridge the communication gap between data scientists and site reliability engineers (SREs). While data scientists understand the AI but not the system, and SREs understand the system but not the AI, InsightFinder provides the insights that connect these two worlds. Gu argues that this unique combination of expertise and customizability acts as a significant moat against larger competitors.The Future of Autonomous IT OperationsAs enterprises continue to integrate AI agents into their core workflows, the demand for observability tools that can handle the full stack will only increase. InsightFinder's trajectory suggests that the future of IT operations lies in autonomous remediation—systems that not only detect anomalies but also fix them without human intervention. The company's success with Fortune 50 clients indicates that deep, enterprise-grade integration is the key differentiator in this emerging market.

West Bengal’s electoral rolls have been slashed by over nine million names, representing roughly 12 % of the state’s 76 million registered voters, after the Election Commission of India (ECI) completed its Special Intensive Revision (SIR) earlier this month. The purge has hit the Muslim community hardest. In districts where Muslims form a sizable share of the electorate, deletions total 460,000 in Murshidabad, 330,000 in North 24 Parganas and 240,000 in Malda. Analysts say the pattern suggests a strategic effort to reshape the voter base ahead of the assembly election scheduled for April 23 and April 29, with results due on May 4. One of the most striking cases is that of Nabijan Mondal, 73, who has voted in every national, state and local election for the past five decades. She discovered her name missing from the new list because her voter card bears the nickname “Nabijan” while her Aadhaar and ration cards use the formal name “Nabirul.” Her husband, children and their spouses remain on the roll, leaving her unable to vote. Overall, nearly six million of the removed voters were classified as absent, shifted, dead or duplicate, while the remaining three million must appeal to special tribunals. However, the Supreme Court of India has ruled that those with pending tribunal cases cannot cast ballots in the upcoming election, though it may permit the ECI to issue supplementary lists. West Bengal’s Muslim population stands at about 25 million (27 % of the state’s 106 million residents). The Trinamool Congress (TMC), led by Mamata Banerjee, has governed the state since 2011 and relies heavily on Muslim support to counter the Bharatiya Janata Party (BJP). Banerjee has accused the ECI of partisan bias, claiming the SIR was “selectively applied … to benefit the BJP.” Conversely, the BJP frames the revision as a necessary measure against “illegal infiltrators,” linking the exercise to concerns over cross‑border migration from Bangladesh and Rohingya refugees. Independent research by the Kolkata‑based SABAR Institute supports the allegation of disproportionate impact. In the contested constituencies of Nandigram and Bhabanipur, where the BJP’s Suvendu Adhikari is challenging TMC leaders, over 95 % of the deleted names in Nandigram were Muslims, and 40 % of deletions in Bhabanipur involved Muslim voters, despite Muslims comprising only 25 % and 20 % of the respective populations. Women appear especially vulnerable. Legal scholar Swati Narayan notes that patrilocal customs and frequent name changes after marriage create documentation gaps that the SIR process penalises. Jesmina Khatun, a 31‑year‑old from Gobindapur, lost her name over a minor spelling inconsistency in her father’s surname, illustrating how minor clerical errors can disenfranchise voters. Political commentator Yogendra Yadav warns that the SIR places an “excessive burden” on female voters, who must produce proof from their natal homes while men can rely on documents from their current residence. With tribunals unlikely to clear the backlog before polling day, thousands of eligible citizens risk being excluded from a pivotal election that could reshape the political landscape of India’s most populous state.

Alexandre Ramagem, the former head of Brazil’s intelligence agency, was released from U.S. Immigration and Customs Enforcement (ICE) custody on Wednesday, ending a brief detention that began after a traffic stop in Orlando, Florida.Far‑right Brazilian commentator Paulo Figueiredo confirmed the release in a post on X, stating simply, “Alexandre Ramagem is free.” A source from Brazil’s federal police, cited by Reuters, also verified the news.Ramagem, who was sentenced in September 2025 to 16 years in prison for his involvement in a coup attempt supporting former President Jair Bolsonaro, fled Brazil before beginning his term. He allegedly crossed into Guyana illegally before boarding a flight to the United States.In the United States, he was initially detained for a minor traffic violation in Orlando and subsequently transferred to ICE – a routine procedure in Florida, according to Figueiredo. The former intelligence chief also has a pending asylum application, complicating the legal landscape.The Brazilian government has long sought his return. The Brazilian embassy in Washington, D.C., filed an extradition request with the U.S. Department of State on December 30, 2025. President Luiz Inácio Lula da Silva publicly urged Washington to hand Ramagem over so he can serve his sentence.Despite the extradition request, ICE has not commented on the release, and Ramagem’s name was removed from the agency’s online detention list as of Wednesday.Ramagem’s conviction also led to his removal from Brazil’s Congress in December 2025, underscoring the political fallout of the coup case. The episode highlights ongoing diplomatic friction between Brazil and the United States, especially as the two nations navigate cooperation on security, immigration, and legal cooperation.For context, former President Bolsonaro is currently serving a 27‑year prison term for related offenses, a case that has drawn international attention, including past criticism from former U.S. President Donald Trump.

The Trump administration is formally enlisting foreign governments to support a sweeping reorientation of global development policy, favoring trade over aid. This initiative, set to be introduced at the United Nations later this month, aims to move away from direct aid to poor nations and towards increased trade led by private companies. According to Tommy Pigott, Principal Deputy Spokesperson at the State Department, the initiative rejects what he calls a failed aid model, emphasizing that trade and free market capitalism are the surest paths to prosperity. Pigott also criticized those advocating for 'aid not trade,' suggesting they are supporting a corrupt NGO industrial complex. The initiative's four stated aims include: advancing pro-business reforms in developing economies, facilitating government-to-private sector dialogue to attract investment, highlighting countries that have pursued free-market development, and brokering business partnerships between developing nations and US companies or international organizations. This push comes amid a broader trend of diminishing humanitarian aid globally. OECD preliminary figures show that 26 of 34 donor nations shrank their aid budgets in 2025, with significant cuts in countries like France, Germany, and the United Kingdom. Chatham House estimates that the 17 largest donors are on course to cut more than $60 billion in aid between 2023 and 2026. The UK's commitment to aid is set to decrease to 0.3% of gross national income by 2027, its lowest share since 1999. A study published in The Lancet warns that sustained global aid cuts could result in at least 9.4 million additional deaths by 2030. The Center for Global Development estimates that USAID cuts alone may have already contributed to between 500,000 and a million deaths in 2025. The US mission to the United Nations is expected to host a formal signing event for the declaration before the end of April.

Iran has deployed small surface vessels to lay mines in parts of the Strait of Hormuz, a critical waterway for global shipping. The exact number of mines laid is unknown, but Iran has left a path open to ships that are prepared to pay a toll.According to US officials, Iran has indicated that it cannot locate all of the mines that it has laid and lacks the capability to remove them. The mines are part of an array of offensive options available to Iran in the strait, including cheap drones, anti-ship missiles, and fast-attack small vessels.Iran is thought to have deployed two main types of mine: the Maham 3 and the Maham 7. The Maham 3 is an anchored, 300kg mine that can be used in waters as deep as 100 meters, while the Maham 7 is a bottom-resting 220kg mine for use in shallower waters.The US plans to use uncrewed marine mine-hunting vehicles, such as the Knifefish undersea mine hunter, to clear the mines. The US could also deploy the AN/ASQ-235 (Archerfish) airborne mine neutralization system from an MH 60S helicopter.The global economy's reliance on maritime trade gives countries deploying mines an outsized leverage compared with the relatively low cost of laying the mines. It takes only a small number of mines to close sea lanes, not least because some mines can be set to detonate after a certain number of ships have passed over, creating uncertainty.

Comedian Phil Ellis has taken a unique approach with his new show 'Bath Mat', embracing his midlife failures and inviting the audience to join in on the laughter. The show features a hype-man, played by fellow comedian Tom Short, who sets the tone with a list of Ellis's non-achievements. Ellis' recent move back in with his parents and his struggles with singleness, balding, and financial struggles are all fair game for comedy. The show is a raucous laugh-along, with Ellis straw-polling his observations with the audience and laughing throughout. While the show has its moments, it lacks the concentrated hits of Ellis' previous work. The structure is loose, with barely related routines and more emphasis on standup than antics. Sections like the chat about roadkill and luxury pet treatment feel more like 'all-in-it-together bants' than precision-focused comedy. However, Ellis' ability to find humor in his own failures and celebrate the ramshackle is part of his charm. Fans of his chaotic kids' show 'Funz and Gamez' will appreciate his skill in creating a diffuse but entertaining show. The titular routine, where Ellis canvasses the crowd about bath mats, is a highlight, triggering a lively and entertaining response. The show's humor is rooted in Ellis' willingness to poke fun at himself, sharing amusing snaps from his childhood photo album and tales of duff gigs. While not all routines earn the hype-man's exclamation points, that's part of the point – Ellis glories in the ramshackle and finds humor in his own crapness.

Rebuilding opens on a bleak, charred horizon, introducing Dusty (Josh O’Connor), a Colorado rancher whose ancestral land has been reduced to ash by a recent wildfire. A bank official’s blunt refusal to extend a loan underscores the decade‑long bleak outlook for the barren property.Stripped of his home, Dusty relocates to a spartan, government‑funded trailer camp and takes a humbling highway‑maintenance job. The film deepens his personal stakes through interactions with his ex‑wife Ruby (Meghann Fahy), their ten‑year‑old daughter Callie‑Rose (Lily LaTorre), and his ailing mother‑in‑law Bess, portrayed by Oscar‑winner Amy Madigan. A poignant scene shows Dusty ferrying Callie‑Rose to the local library, where they share a shaky Wi‑Fi connection for her schoolwork.Amid the trailer community, Dusty forms a tentative bond with the resilient Mali (Kali Reis), hinting at a potential romance beyond mere friendship. Their collective moments around a campfire evoke the tone of Chloé Zhao’s Nomadland, positioning the film within a growing genre of American stories about displacement and survival.Notably, the narrative avoids direct references to climate change or governmental responsibility, presenting the wildfire as an isolated tragedy rather than a symptom of a broader environmental crisis. This omission mirrors a recurring pattern in U.S. cinema, where the focus remains on personal resilience rather than systemic solutions.O’Connor delivers a nuanced performance, channeling the restrained British sensibility of his earlier work into Dusty’s quiet strength and vulnerability. His portrayal anchors the film’s emotional core, while the supporting cast—particularly Madigan’s compassionate Bess and Reis’s tough‑yet‑tender Mali—adds depth to the community portrait.Rebuilding arrives in UK cinemas on 17 April, offering audiences a contemplative look at loss, renewal, and the fragile ties that bind families and strangers alike.

For the first time in Hollywood history, an authorized generative‑AI version of a major star headlines a feature film. The western As Deep As the Grave showcases a digitally recreated Val Kilmer, whose voice was synthesized by UK‑based firm Sonantic using archival recordings. The project, delayed by Kilmer’s death in April 2025, received full cooperation from his estate and his daughter Mercedes, who helped craft the visual deep‑fake of the actor. Mercedes Kilmer confirmed that her father embraced emerging technologies as a storytelling tool, a sentiment the filmmakers say they honored throughout production. At Wednesday’s CinemaCon trade show in Las Vegas, the trailer revealed that Kilmer’s character, Father Fintan—a Catholic priest and Native American spiritualist—appears for roughly one hour of screen time. The footage shows the priest at different ages, including a spectral elder who advises a child, “Don’t fear the dead and don’t fear me.” Writer‑director Coerte Voorhees explained that the narrative was built around Kilmer’s heritage and his love of the Southwest. He added that the production adhered to SAG‑AFTRA guidelines and that the estate was financially compensated for the use of archival material. The film also stars Tom Felton, Abigail Breslin and Abigail Lawrie. In a March interview with Variety, Voorhees noted that Kilmer’s family repeatedly emphasized the project’s importance to the late actor. The Kilmer case follows a growing trend of AI‑generated performances. In 2022, Bruce Willis consented to a digital twin after a dementia diagnosis, while actors such as Matthew McConaughey and Michael Caine have licensed their voices to AI firms for approved uses. Estates of legends like Laurence Olivier, Judy Garland and James Dean have similarly partnered with the marketplace ElevenLabs. Beyond film, celebrities are exploring AI for digital meet‑and‑greets; Paris Hilton and Kendall Jenner have reportedly signed deals with Meta for AI‑powered appearances on Instagram, and users can even query an AI version of Deepak Chopra for advice on a range of topics. Nevertheless, some stars remain cautious. Morgan Freeman, Tom Hanks and Scarlett Johansson have publicly expressed skepticism about deep‑fake replicas of their likenesses.

Massive Attack has returned with their first single in a decade, 'Boots on the Ground', featuring the iconic voice of Tom Waits. The song is a seven-minute track that showcases the band's signature dark and experimental sound.The song's release marks a significant event in the music world, especially given Massive Attack's influential history in shaping the trip-hop genre with their debut album Blue Lines in the 90s. The band's music has since evolved to incorporate more abstract and disquieting elements, as evident in 'Boots on the Ground'.The track features a haunting intro and coda with Tom Waits's labored breathing, creating an unsettling atmosphere. Waits's vocals are unmistakable, and his presence elevates the song to a new level of intensity. The lyrics are surreal and disturbing, tackling themes of violence and authority.The song's accompanying video features the work of a documentary photographer, showcasing powerful images of Black Lives Matter protests, ICE raids, and homeless veterans. This visual component adds to the song's impact, making it a thought-provoking and timely release.'Boots on the Ground' is a fitting addition to Massive Attack's discography, reflecting the band's continued ability to push boundaries and create music that resonates with the current times. The song's dark and ominous tone, combined with Tom Waits's haunting vocals, makes it a standout track in the band's oeuvre.