Jobs in India

Lead Firmware Engineer in Bengaluru

304 active opportunities · Updated October 2026

Explore current lead firmware engineer jobs in Bengaluru. Filter by work mode, employment type, experience, department, date posted and distance.

GR
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

InnoPhase Inc., DBA GreenWave Radios™, is at the forefront of innovation in Open RAN digital radios. Our cutting-edge solutions, powered by the Hermes64 RF SoC, are designed to enhance network energy efficiency while dramatically reducing operational expenses, with purpose-built silicon that is the heart of ORAN-based active antenna arrays. Headquartered in San Diego, California, GreenWave Radios™ has established itself as a pioneer in delivering power-efficient digital-to-RF solutions. The company is supported by a talented team of over 100 engineers spread across four global R&D facilities. With an extensive portfolio of more than 120 global patents, GreenWave Radios™ continues to push the boundaries of radio technology and innovation. To learn more about GreenWave Radios™ and hear what our employees have to say, visit the GreenWave™ certification profile at GreatPlacetoWork.com or explore our Home - GreenWave Radios website. InnoPhase Inc., DBA GreenWave™ Radios, is at the forefront of innovation in Open RAN digital radios. Our cutting-edge solutions, powered by the Hermes64 RF SoC, are designed to enhance network energy efficiency while dramatically reducing operational expenses, with purpose-built silicon that is the heart of ORAN-based active antenna arrays.Based in San Diego, California, GreenWave Radios has earned a reputation for delivering power-efficient digital-to-RF solutions. Our commitment to innovation is backed by a robust team of more than 100 talented engineers spread across four R&D facilities worldwide and an extensive portfolio of over 120 global patent filings, underscoring our dedication to pushing the boundaries of radio technology. InnoPhase Inc., DBA GreenWave™ Radios and Synergic Emergence have a co-employment relationship. For over three years, GreenWave Radios has partnered with Synergic Emergence, a professional employment organization provider, to offer our employees the best benefits and services. Thi

PythonGitAgileScrum
MT
📍 Bengaluru, India
✓ Quality checkedCompany trend -100%

Our vision is to transform how the world uses information to enrich life for all . Micron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever. As a Firmware Test Engineer at Micron Technology, Inc., you will build groundbreaking high-performance controller firmware test framework for volatile and non-volatile memory systems. You will assist in the evaluation, creation, build, bench testing, debugging, and failure analyzes of firmware for new high-performance memory controllers and Solid State Drives (SSD) that will improve performance, while reducing power, latency and SoC (System on Chip) complexity for the target sectors. You can expect to partner multi-disciplinary Engineers seek multi-functional product development issues. You will triage failures, file bug reports, and help the development teams with isolating issues. Experience / Skills: 8 to 12 years of experience in managing the test development team within the storage domain. In depth knowledge and extensive experience with embedded firmware development Expertise in the use of scripting languages, programming tools and environments Extensive experience programming in Python Technical Expertise in the storage industry in SSD, HDD, storage systems, or a related technology Understanding of storage interfaces including ideally PCIe/NVMe, SATA, or SAS Experience with NAND flash and other non-volatile storage Ability to work independently with a minimum of day-to-day supervision Experience with team leadership and/or supervising junior engineers and technicians Ability to work in a multi-functional team and under

PythonArtificial IntelligenceAIRecruitment
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE We are seeking a highly technical Lead Release Engineer with a strong engineering foundation to lead the end-to-end release lifecycle of our storage products. You will serve as the bridge between Development, QA, and Product Management — ensuring that complex storage stacks are delivered with high quality and predictable cadences. Unlike traditional project-based release management, this role demands deep hands-on expertise across CI/CD orchestration, codeline management, system-level triaging, fleet operations, and the engineering rigor required for data-critical products. You will own the health of our release pipelines, lead triage war rooms, drive automation initiatives, and participate in on-call rotations to keep CI and test-orchestration infrastructure running reliably. You will also build developer-facing tooling, manage HW test fleet operations, and maintain high-quality integration workflows across our code lines. WHAT YOU'LL DO Release Orchestration: Own the end-to-end release process for storage software and firmware, from development to GA (General Availability). CI/CD Leadership: Design and build optimized pipelines and tools to scale code management and merge operations. Work closely with systems such as Jenkins, test frameworks, Premerge, Orchestrator, and related developer productivity tooling to keep the codeline healthy and actionable. Technical Triaging: Act as the primary technical poin

PythonAWSCI/CDGit
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As the Engineering Manager for Drive Qualification, you will lead a high-performing Bangalore team dedicated to validating Everpure-developed SSDs across performance, reliability, and firmware maturity. In this impactful leadership position, you will own the end-to-end validation strategy for hyperscale and datastore programs, establishing a center of excellence for system-level robustness. Partnering closely with cross-functional firmware, hardware, and analytics teams globally, your mission is to deliver comprehensive qualification coverage that ensures our enterprise storage platforms launch with ultimate confidence and quality. WHAT YOU’LL DO Lead and Scale the Team: Coach, mentor, and grow a multi-level validation engineering team, building a culture of ownership, clear domain expertise, and continuous career development. Drive Validation Strategy: Own the execution roadmap for core qualification domains (including PCIe, NVMe/OCP, and power-loss robustness) across critical milestone gates from engineering samples to final product release. Foster Cross-Functional Alignment: Partner with global hardware, firmware, and program management stakeholders to align on test coverage, coordinate issue triage, and deliver clear risk assessments that dictate release readiness. Advance Automation and Infrastructure: Champion the expansion of Python and Linux-based automation frameworks, regression infrastructure, and data

PythonAWSCI/CDLinux
G
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Graphcore Senior Principal AI SoC Validation (Bring-up lead) Graphcore is a globally recognised leader in Artificial Intelligence computing systems. The company designs advanced semiconductors and data centre hardware that provide the specialised processing power needed to drive AI innovation, while delivering the efficiency required to support its broader adoption. As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most transformative technologies. We are opening a new AI Engineering Campus in Bengaluru which will play a central role in Graphcore's work building the future of AI computing. We are developing the next generation of AI compute, a large-scale system-on-chip (SoC) designed to power future high-performance AI systems. As the SoC Validation Lead, you will be responsible for enabling pre-production software to run reliably on new silicon quickly and efficiently, before showing that the silicon meets the highest standards of quality, reliability and functionality, ready for production deployment. You will lead a team delivering post-silicon validation across the full AI SoC, working across silicon, firmware, and platform levels. The role requires a deep technical understanding, strong hands-on debug experience, and the ability to collaborate effectively with hardware, software, and systems engineering teams. Key responsibilities Define and lead post-silicon validation strategy Develop and refine the overall post-silicon validation approach for our AI SoCs, ensuring reliable and timely delivery of validated silicon, architectural correctness, feature robustness, and at-scale system reliability. Drive cross-domain debug and issue resolution Lead investigation and resolution of complex issues spanning silicon, firmware, operating systems, and platform interactions. Ensure that fixes are effective and sustainable. Promote collaboration and shared understanding Work closely with

PythonLinuxAIC++
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As the Engineering Manager for the FlashArray (FA) Foundation Quality Engineering team, you will build and lead a high-performing team of Quality Engineers and Software Test Developers in Bangalore. You will combine people leadership, technical judgment, and execution discipline to drive the quality, test automation, and release readiness of foundational FlashArray capabilities. Working at the intersection of software, hardware, firmware, and cloud infrastructure, you will partner closely with Development, Product Management, Release, and Support teams. Your focus will be translating complex roadmap requirements into modern test strategies, establishing strong shift-left CI/CD signals, and ensuring our products consistently deliver industry-leading reliability to our customers. WHAT YOU’LL DO Build & Lead a High-Performing Team: Hire, mentor, and coach a newly forming team of quality and automation engineers in Bangalore, fostering a culture of technical excellence, continuous learning, and shared ownership. Drive Quality Strategy & Shift-Left Automation: Define and execute the FA Foundation quality roadmap—including risk-based coverage, automated CI/CD pipeline integration, fault injection, and release-readiness criteria across software, firmware, and hardware. Partner Cross-Functionally for Delivery: Collaborate early in the design cycle with Development, Architecture, Product, and Release teams to impro

PythonAWSCI/CDLinux
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a Hardware Manufacturing Test Engineer at Everpure, you will spearhead manufacturing test enablement for our next-generation enterprise hardware platforms from New Product Introduction (NPI) through high-volume production ramp. Operating with high autonomy, you will design robust test strategies and collaborate cross-functionally with Firmware, Diagnostics, and global factory teams to deliver market-ready, high-yield hardware infrastructure. Your expertise will directly optimize manufacturing throughput, improve release quality, and accelerate the global deployment of the industry-defining Everpure Platform. WHAT YOU'LL DO Own NPI & Sustaining Test Readiness: Drive end-to-end manufacturing test strategy, test sequence definition, and coverage validation for multiple hardware infrastructure variants to ensure seamless factory execution and build readiness. Lead Debug & Yield Optimization: Independently lead technical triage and resolve complex system-level test fallout during critical build phases, analyzing failure paretos to isolate root causes across hardware, firmware, and test infrastructure. Scale Test Architecture & Frameworks: Enhance and standardize the Design for Manufacturing (DFM) hardware test architecture by deploying reusable automation frameworks and consolidating test execution into shared platforms to minimize factory cycle times. Drive Vendor & Cross-Functional Alignment: Colla

PythonAWSRestAI
G
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About us Graphcore is one of the world’s leading innovators in Artificial Intelligence compute. It is developing hardware, software and systems infrastructure that will unlock the next generation of AI breakthroughs and power the widespread adoption of AI solutions across every industry. As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most transformative technologies. Together, they share a bold vision: to enable Artificial Super Intelligence and ensure its benefits are accessible to everyone. Graphcore’s teams are drawn from diverse backgrounds and bring a broad range of skills and perspectives. A melting pot of AI research specialists, silicon designers, software engineers and systems architects, Graphcore enjoys a culture of continuous learning and constant innovation. Job Summary Reporting to senior leadership within Architecture and Validation, the Debug Validation Lead will drive post-silicon debug and validation activities for next-generation AI compute silicon and systems. The role is responsible for leading teams focused on identifying, reproducing, analysing and resolving complex silicon, firmware and system-level issues during bring-up, characterization and product readiness. This position combines deep technical debugging expertise with strong cross-functional collaboration across multiple engineering disciplines. The role will work closely with architecture, RTL, firmware, software and systems teams to improve debug methodologies, accelerate issue resolution and strengthen validation coverage. The role will work closely with architecture, RTL, firmware, software, systems and platform teams to improve debug methodologies, accelerate issue resolution and strengthen validation coverage. The Team The Post-Silicon Debug and Validation team sits within the Architecture and Validation organisation and is responsible for bring-up, debug and validation of Graphcore silicon and systems. The

PythonGitLinuxAI
S
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

SonicWall is a cybersecurity forerunner with more than 30 years of expertise and is recognized as a leading partner-first company, ensuring our partners and their customers are never alone in the fight against cybercrime. With the ability to build, scale and manage security across the cloud, hybrid and traditional environments in real-time, SonicWall provides relentless security against the most evasive cyberattacks across endless exposure points for increasingly remote, mobile and cloud-enabled users. With its own threat research center, SonicWall can quickly and economically provide purpose-built security solutions to enable any organization—enterprise, government agencies and SMBs—around the world. For more information, visit www.sonicwall.com or follow us on Twitter , LinkedIn , Facebook and Instagram . Role Overview We are seeking a highly skilled and visionary Senior Principal Engineer to lead the architecture, design, and development of our next-generation Enterprise Wireless Access Point (AP) solutions. In this role, you will define the software architecture for state-of-the-art Wi-Fi 6, 6E, and Wi-Fi 7 access points. You will bridge the gap between low-level silicon firmware and high-level cloud management platforms, ensuring our APs deliver enterprise-grade performance, seamless roaming, high security, and cloud-driven scalability. If you have deep expertise in embedded Linux, 802.11 protocols, and cloud-managed networking, we want you on our team. Key Responsibilities Technical Leadership & Architecture End-to-End Architecture: Own the software architecture, design, and delivery of advanced Wi-Fi features from silicon SDK integration up to cloud-managed provisioning systems. Enterprise Wi-Fi Evolution: Design and develop advanced features utilizing Wi-Fi 6, Wi-Fi 6E, and Wi-Fi 7 standards to deliver enterprise-grade performance. Advanced Wireless Feature Design: Architect and implem

LinuxAIC++Go
T
📍 Bengaluru, India
✓ Quality checkedCompany trend -75%

About us: Working at Target means helping all families discover the joy of everyday life. About Target As a Fortune 50 company with more than 400,000 team members worldwide, Target is an iconic brand and one of America's leading retailers. Joining Target means promoting a culture of mutual care and respect and striving to make the most meaningful and positive impact. At Target, we have a timeless purpose and a proven strategy. Some of the best minds from different backgrounds come together to redefine retail in an inclusive learning environment that values people and delivers world-class outcomes. Target in India operates as a fully integrated part of Target's global team and supports the company's global strategy and operations. About the team The IT Data Platform (ITDP) team enables data-driven management of Target's technology ecosystem by bringing together trusted data and insights across technology assets, software delivery, infrastructure, reliability, security, engineering effectiveness, and technology operations. The Analytics team within ITDP transforms this data into metrics, analytical products, dashboards, predictive insights, and decision-support capabilities that help technology teams understand what is happening, why it is happening, where risk may be emerging, and where action is needed. The team is building towards an analytics capability that progresses from descriptive and diagnostic analytics to predictive and prescriptive insights, using statistical methods, applied data science, and GenAI where each approach is appropriate. <p style="color:!im

PythonSQLGCPGit
A
📍 Bengaluru, India
✓ High-confidence listingCompany trend -69.6%
Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join The Analytics Centre of Excellence (ACOE) at Airbnb, based in India, is a hub of knowledge and expertise that aims to provide data-driven decision-making, enabling Airbnb's business goals. The ACOE's vision is to build a world-class analytics organization that provides scalable analytics. We work with various business functions such as payments, trust, digital, customer support, hosting, sales,social, compliance, risk, platforms and partnership & economics. The ACOE's delivery framework is designed to provide relevant and contextual insights for data-driven decisions. This includes a one-stop solution for metrics, dashboards driving actionable insights, optimization of performance, experimentation, measuring pre/post feature impact, sizing the ROI of opportunities, prioritization of opportunities, anomaly-driven alerting mechanisms, root cause analysis of metric deviation, and exploratory hypothesis testing. The Difference You Will Make ACOE is seeking a Lead, Advanced Analytics, Marketplace to help Airbnb enable travel for millions of guests and hosts on our platform. This individual will play a pivotal role in supporting strategic business and product initiatives through detailed data analysis, metrics creation, statistical modeling, and the development of reporting tools and metrics. The individual will be instrumental in driving business and product decisions across topic areas across the company. A Typical Day Design and build metrics / dimensions to monitor product and business performance. Build sophisticated reporting, analytical tools, and dashboards that emp

PythonSQLAITableau
M
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About the team Meesho is on a mission to enable 100 million businesses to succeed online. With your help, we can go beyond!As Lead Product Designer, you will be part of a team solving a unique problem, one that’s mostly untouched by other e-commerce players. We are making eCommerce accessible for Tier-2+ markets who are new to eCommerce and have almost never transacted online before. Our Design team is as diverse as our users. Today, the team comprises about 50 Designers -- including Product , Visual & Motion Designers. But wait, there’s more! We’re individuals who are obsessed with our users. We empathise. We solve at grassroot levels. We are breaking all the barriers -- be it language, literacy, culture, or technology. About the role If you love designing, keeping users first, getting deep into data and enhancing user experiences, you may be our next Lead Product Designer!As a Lead Product Designer, you will be responsible for driving design across key charters, and mentoring/managing juniors working on these charters. You’ll collaborate closely with Product, Business, Data, and Engineering teams to identify problems and craft experiences that are both impactful and delightful. Alongside taking ownership of complex individual contributor work, you will also mentor and manage a small team of designers—helping them grow while driving quality across the board. What you will do Be the primary owner of multiple charters Be able to lead design and mentor/guide peers in framework thinking and conducting deep research which leads to actionable outcomes Design and validate new experiences via mockups, wireframes, flow diagrams, sketches, and other UX artefacts Conduct quick rounds of usability testing Individually contribute to the design decisions and mentor senior and junior Designers for holistic growth Effectively use quantitative and qualitative data to drive decisions and measure success Collaborate with th

CI
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Couchbase, the operational data platform for AI, empowers businesses to succeed by bringing data to life in new ways. Major market-leading companies rely on Couchbase for mission critical operational, analytical, mobile and AI workloads. Built to replace legacy infrastructure and fragmented data services, Couchbase empowers enterprises with a unified platform architected for performance, flexibility and global scale. With Couchbase, organizations bring their data to life, launching game‑changing customer experiences, exploring the limitless potential of AI, and seamlessly extending applications from the cloud to the edge and beyond. Couchbase’s AI‑ready technology and enterprise partnership model eliminate complexity and reduce total cost of ownership, enabling teams to stay agile, innovative and secure. Couchbase believes data should never slow you down, but act as the foundation for your next breakthrough. Discover why Couchbase is trusted to help the world’s biggest players scale, move fast and stay resilient, no matter what’s next on their roadmap. Visit couchbase.com and follow us on LinkedIn and X. Want to be part of our story? Apply today! Lead Software Engineer - Storage As a key contributing member of the storage development team, you will be responsible for enhancing the highly scalable and performant storage engines used by both Couchbase Server and Couchbase Capella. You will be developing a highly-available and concurrent enterprise-grade system software. Most of all, you will be able to celebrate the wins by experiencing the direct result of your hard work from our customers’ success stories. The ideal candidate will have a strong technical background, excellent communication skills, and proactive problem-solving skills. The innovative work storage team does has been widely recognized by the industry. The following publications in VLDB conferences reflect the storage work at Couchbase Nitro: A Fast, Scalable In-Memory Storage Engine for NoS

JavaSQLAWSAzure
GR
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

InnoPhase Inc., DBA GreenWave Radios™, is at the forefront of innovation in Open RAN digital radios. Our cutting-edge solutions, powered by the Hermes64 RF SoC, are designed to enhance network energy efficiency while dramatically reducing operational expenses, with purpose-built silicon that is the heart of ORAN-based active antenna arrays. Headquartered in San Diego, California, GreenWave Radios™ has established itself as a pioneer in delivering power-efficient digital-to-RF solutions. The company is supported by a talented team of over 100 engineers spread across four global R&D facilities. With an extensive portfolio of more than 120 global patents, GreenWave Radios™ continues to push the boundaries of radio technology and innovation. To learn more about GreenWave Radios™ and hear what our employees have to say, visit the GreenWave™ certification profile at GreatPlacetoWork.com or explore our Home - GreenWave Radios website. InnoPhase Inc., DBA GreenWave™ Radios and Synergic Emergence have a co-employment relationship. For over three years, GreenWave Radios has partnered with Synergic Emergence, a professional employment organization provider, to offer our employees the best benefits and services. This arrangement means that Synergic Emergence provides employee pay checks and benefits, and GreenWave Radios will provide employment, evaluation, and advancement. By outsourcing some HR functions, GreenWave Radios can focus on what we do best – developing and implementing highly innovative SOC cellular radio integrated circuit products. Job Description InnoPhase Inc., DBA GreenWave™ Radios Bangalore is looking for a Lead Engineer – SQA Automation to join our fast-paced and motivated team to drive excellence in our 5G products. This role is an excellent opportunity for someone that enjoys driving the critical path and making a significant impact in launching products into the market and winning! Key Responsibilities • Design,

PythonCI/CDGitAI
S
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Who We Are Simpplr is the AI-powered intranet for unifying the digital workplace. It brings people, trusted knowledge, apps, and agents into a coherent digital experience. Powered by a proprietary EX Knowledge Graph, Simpplr synthesizes signals and context across connected systems to deliver personalized information and actions. The platform serves as a digital hub supporting communications, engagement, employee services, and work. With low-code extensibility and enterprise-grade security and governance, Simpplr enables confident operation at scale. More than 1,000 organizations — including AAA, the NHS, Penske, and Moderna — trust Simpplr to keep their workforce informed, aligned, and productive. Learn more at simpplr.com . About the role We are looking for a Lead Voice AI Engineer to build production-grade Voice Agents for frontline heavy verticals like healthcare, manufacturing, warehousing, retail, hospitality focusing on employee support, procurement, collections, logistics, ordering etc. You will lead the design of low-latency, real-time voice systems combining ASR, TTS, LLMs, conversational AI, enterprise workflows, knowledge retrieval, compliance, and human handoff. This is a hands-on technical leadership role for someone who can take Voice AI from architecture to production. Responsibilities Design and build the real-time voice runtime for live conversations. Build and optimize streaming ASR, TTS, VAD, endpointing, turn-taking, and barge-in. Build adaptive voice pipelines for high-noise frontline environments (60-112 dB), hospitals, factory floors, warehouses, including server-side noise cancellation, echo suppression, and dynamic ASR/TTS optimization for PSTN and mobile phone audio quality. Architect multi-provider speech routing across a broad multilingual matrix, including code-switching (e.g., Spanglish, Hinglish), where no single ASR or TTS provider covers all languages, and language detection, provider selection, and fallback chains must operate

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