Github Repo: https://
github.com/machinepulse-a
i/world2agent
… (don't forget to star )
@sumanth_077
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world2agent GitHub repository for AI agents development
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World2Agent: Open Protocol Standardizes AI Agent Perception
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Open protocol for AI agent perception! World2Agent (W2A) standardizes how AI agents perceive the real world. Install a sensor, your agent gets structured, real-time data. Swap sensors freely – they all speak the same schema. The problem: Every agent has its own way of watching
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Optimize Claude Code Review Token Costs Efficiently
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Stop letting Claude Code read files that have nothing to do with your task! Every time you ask Claude Code to review a change, it scans your entire codebase. Most of those files are irrelevant. You are paying for tokens that add no value. code-review-graph fixes this by
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New Model 86% Cheaper Than Opus 4.6 With Identical Performance
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the biggest thing is, it's 86% cheaper than Opus 4.6 at nearly identical performance.
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DeepSeek V4 Pro: Advanced Open-Weights Language Model Released
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Paper: https://
huggingface.co/deepseek-ai/De
epSeek-V4-Pro/blob/main/DeepSeek_V4.pdf
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DeepSeek V4: Largest Open-Source MoE Model Released
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DeepSeek just dropped V4! Two open-source MoE models with 1M context windows under MIT license. DeepSeek-V4-Pro: 1.6T total parameters (49B active per token), pre-trained on 33T tokens. This makes it the largest open-source model available – bigger than Kimi K2.6 (1.1T) and
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Real-time synthesis latency optimization through streaming preprocessing
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Right, preprocessing breaks streaming latency, doing it during synthesis keeps it real-time
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Generated Speech Examples Showcase Real AI Voice Technology
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You can even hear and compare real generated speech examples here:
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Text Normalization for Production Voice AI Agents
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Inline text normalization for Voice AI agents! Real-time TTS models still struggle with non-standard text. Numbers, dates, currencies, abbreviations – the structured text that shows up in every production voice agent. "$42.50" should sound like "forty-two dollars and fifty
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Harness Tools and Memory Enable Effective AI Agent Function
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Right, harness adds the tools and memory that make it actually work