New Delhi, Sep 2: US-based technology giant Meta has introduced its first real‑time audio‑perception model — Muse Voice Transcribe — which offers native support for five major Indian languages and advanced streaming features.

Muse Voice Transcribe — developed by Meta Superintelligence Labs — delivers streaming transcription, speaker separation across over 20 voices in hour‑plus recordings, native code‑switching and diarisation from a single model with no post‑processing step, the company said in a statement.

Muse Voice Transcribe is trained across over 70 languages spoken in multiple countries with 25 validated at launch.

“It ranks first on the Artificial Analysis streaming speech-to-text leaderboard as of September 1, 2026,” the statement added.

Available via the Meta Model API and already running dictation in Meta AI for Mac and Muse Code, Muse Voice Transcribe delivers real‑time automatic speech recognition, diarisation with over 20 speakers and endpointing.

It is multilingual with seamless code-switching and improves accuracy with language, keyword, and context biasing.

“The longer the model waits to predict, the more accurate the transcript, but the higher the latency. Muse Voice Transcribe has “adaptive delay,” dynamically changing delay for each word based on difficulty,” the statement noted.

This is enabled with reinforcement learning (RL), where word error rate (WER) reward and a delay reward are combined multiplicatively.

“Muse Voice Transcribe is an autoregressive multimodal model from the Muse Spark family,” Meta said.

It explained that the audio is processed in 80 ms chunks (12.5 Hz), each of which is transformed into a single soft token. At each audio chunk, the model decides to either continue listening to the next audio chunk or emit a text token.

With adaptive delay, Muse Voice Transcribe achieves the Pareto front on speed-accuracy trade-off measured by time to final transcription, the company said.

Mumbai/Thane, Sep 1: Maharashtra Chief Minister Devendra Fadnavis and Deputy Chief Minister Eknath Shinde on Tuesday hailed India as it registered a real GDP growth rate of 7.8 per cent in the first quarter of the 2026–27 financial year (Q1 FY27, April–June 2026) under the leadership of Prime Minister Narendra Modi reflecting the country’s progress.

Chief Minister Fadnavis in his post on social media platform X said, “Yehi hai right choice, Bharat! Let’s keep going the same way, same direction. 7.8 per cent growth in such times prove our potential and possibilities as a Nation with PM @narendramodi’s leadership! Congratulations Bharat!”

On the other hand, Deputy Chief Minister Eknath Shinde said that India’s economy continues to demonstrate strong growth with a 7.8 per cent GDP expansion at a time when several nations globally are grappling with conflict and economic fallout.

“This reflects economic progress and stability, this marks another key step toward achieving the vision of ‘Viksit Bharat 2047’,” The Deputy Chief Minister added.

Speaking to reporters on the country’s economic outlook, Deputy CM Shinde expressed confidence that under the leadership of Prime Minister Narendra Modi, India is moving steadily toward becoming an economic superpower and achieving its target of a $5 trillion economy.

He assured that the Maharashtra government will contribute significantly to this journey.

Highlighting the adverse global backdrop, the Deputy Chief Minister noted that ongoing wars and geopolitical conflicts have impacted multiple world economies.

“In contrast, India’s 7.8 per cent growth rate presents a highly promising picture and signals the nation’s rising economic strength.”

Deputy CM Shinde emphasised that every citizen should take pride in the nation’s strengthening economy.

However, he criticised the opposition parties for taking a negative stance on national progress due to political bias against PM Modi.

He remarked that appeals made by the Prime Minister are always aimed at national interest, upliftment, and growth, but are often viewed through a narrow political lens by his critics.

“Instead of questioning progress, everyone should contribute toward accelerating development,” Deputy Chief Minister Shinde added.

Reaffirming the state’s commitment, the Deputy CM said that Maharashtra will fully cooperate with the Central government to reach the $5 trillion target and realise the ‘Viksit Bharat 2047’ roadmap.

He asserted that India’s economic strides are a matter of pride for all 140 crore citizens, adding that the public will appropriately respond to those opposing the country’s growth.

New Delhi, Sep 1: Indian Railways has approved a proposal for the provision of modern Electronic Interlocking (EI) at 21 stations of Samastipur Division (Bihar) of East Central Railway with an investment of Rs 233 crore, according to an official statement issued on Tuesday.

The approved work involves the replacement of existing panel interlocking with electronic interlocking at these stations in Bihar. The electronic system will strengthen railway signalling infrastructure across the division and facilitate the implementation of Kavach, the indigenous Automatic Train Protection system, to enhance safety.

Electronic interlocking is a modern signalling technology that replaces ageing relay-based systems with computer-based interlocking, ensuring higher reliability, faster fault diagnosis, easier maintenance and enhanced operational flexibility.

The initiative is part of Indian Railways’ continued efforts towards modernisation of signalling systems, strengthening railway safety and enhancing operational efficiency across its network, the statement said.

Indian Railways has also sanctioned the Bhavnagar Para (BVP) Yard Remodelling project in Gujarat at a cost of around Rs 125 crore. The project will strengthen rail infrastructure in Bhavnagar by creating additional operational capacity at Bhavnagar Para and improving facilities for passengers.

The project will help decongest Bhavnagar Terminus by shifting stabling and other operational activities to Bhavnagar Para. This will enable smoother train operations, reduce rake detention and help improve punctuality. The additional infrastructure at Bhavnagar Para will facilitate better management of train movements and provide greater operational flexibility.

The remodelling work includes four loop lines, one engine reversal line, ART and ARME siding, relocation of the Station and EI building, one high-level passenger platform, widening of the existing platform, extension of the existing Foot Over Bridge (FOB) and construction of one new FOB. The project will also include two Road Under Bridges (RUBs), including one new RUB and extension of an existing RUB, along with service buildings and associated electrical and signalling works.

Passenger convenience will be enhanced through a new high-level island platform, widening of Platform No. 2 and improved FOB connectivity at Bhavnagar Para station. These facilities will provide easier movement and access for passengers, the statement added.