# Next Release



* Feature #373: ASR API integration
* Feature #374: TTS API Integration
* Feature #375: KWS API Integration
* Feature #376: Task Management for AX630C
* Feature #377: Optimization and Performance Enhancements
* Task #383: Implement UART interface (115200bps 8N1) [5]
* Task #384: Verify bidirectional UART communication using JSON frames [5]
* Task #385: Implement error handling for serial failures [3]
* Task #386: Implement auto-reconnect for UART communication [3]
* Task #387: Implement system command execution [3]
* Task #388: Implement model information retrieval [3]
* Task #389: Enable TCP and ADB communication [5]
* Task #390: Implement auto IP lookup [3]
* Task #392: Implement lsmode to list available models [3]
* Task #393: Implement hwinfo to retrieve CPU/memory load [3]
* Task #394: Implement reset to reset the module [3]
* Task #395: Implement reboot for system restarts [3]
* Task #396: Implement ping to check system availability [2]
* Task #400: Implement setup for LLM model initialization [5]
* Task #401: Implement dynamic model selection (lsmode) [3]
* Task #402: Implement inference for text-based queries [8]
* Task #403: Handle standard and streaming input processing [5]
* User Story #406: As a developer, I want to initialize the ASR module so that the system can process voice input.
* User Story #407:  As a developer, I want ASR to convert speech to text so that my AI system can process spoken language.
* User Story #408: As a developer, I want to initialize the TTS module so that the system can generate spoken responses.
* User Story #409: As a developer, I want TTS to convert text to speech so that the AI system can communicate verbally.
* User Story #410: As a developer, I want to initialize the KWS module so that the system can detect wake words.
* User Story #411: As a developer, I want KWS to recognize wake words so that I can trigger AI interactions.
* User Story #412: As a developer, I want to track running tasks so that I can manage system operations.
* User Story #413: As a developer, I want to manage task states so that I can optimize resource usage.
* User Story #414: As a developer, I want to optimize system performance so that it runs efficiently on Raspberry Pi Zero 2W.
* Feature #415: Security & Error Handling
* User Story #416: As a developer, I want to ensure robust error handling so that the system can recover from failures.
* User Story #417: As a developer, I want to secure system access so that unauthorized users cannot interfere with AI operations.
* Component #418: SecurityLayer
* Component #419: SystemCore
* Component #420: HardwareOptimization
* Component #421: BasalGanglia
* Component #422: AuditoryCortex 
* Component #423: Broca's Area
* Component #424: Wernicke's Area
* Component #425: PrefrontalCortex
* Component #426: CorpusCallosum
* Component #427: MotorCortex
* Feature #428: Cognitive Task Orchestration
* User Story #429: As a developer, I want a ThinkTask class for managing LLM requests so that the system can initiate, stream, and gracefully terminate LLM-driven thinking processes.
* Task #430: Create ThinkTask class inheriting from NeuralTask
* Task #431: Add streaming support flag in constructo
* Task #432: Implement run() method to send prompt to LLM
* Task #433: Support pause() by temporarily halting streaming
* Task #434: Support stop() to cancel LLM mid-stream
* Task #435: Emit thought as log message [PrefrontalCortex] Thinking: "...response..."
* Task #436: Log execution trace from BasalGanglia during task lifecycle
* User Story #437: As a developer, I want to create a SystemCommandTask class so that commands from SynapticPathways can be modularized, queued, and monitored like any other task.
* Task #438: Create SystemCommandTask inheriting from NeuralTask
* Task #439: Accept command JSON/dict as input
* Task #440: Add run() implementation that sends via SynapticPathways.send_command()
* User Story #441: Capture command result and store output
* Task #442: Add logging: [BasalGanglia] Running SystemCommandTask: <cmd>
* User Story #443: Update SynapticPathways: if BasalGanglia is available, submit commands via task manager