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Sumit Saini @AI__anonymous

AI Intern | 20 | writing Code for survival | Building AI Agent's at https://t.co/NxEdJZTSkF | IIT Madras BS'27 Bengaluru Joined August 2021
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Sumit Saini @AI__anonymous

12 hours ago

Cooking something on weekends.. will post here soon..

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Sumit Saini @AI__anonymous

a day ago

Why does my brain force me to post shit on X whenever I see everyone else posting about themselves. 😭

Sumit Saini retweeted
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Sarvam AI @SarvamAI

2 days ago

🚀Introducing Voice + Chat AI Agents on WhatsApp with Sarvam Samvaad Now create rich customer interactions within one seamless thread that includes voice calling + real-time chat. This is powered by: ▪️11 Indian languages across text, voice and widgets ▪️Context-aware,…

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Sumit Saini @AI__anonymous

3 days ago

Voice AI ROI = math, not vibes. >Formula: 80% automation × 50% cost cut × p95 latency <800ms → CSAT↑ cost↓ revenue↑ >Track weekly: autopct handled, AHT, repeat-contact, conv rate. Publish p95s → optimize. #AIROI #EnterpriseAI

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Sumit Saini @AI__anonymous

4 days ago

Great AI knows when to stop. >HITL triggers in Voice AI: >Low ASR confidence >Policy-blocked intents User frustration / repeats >Pass convo state + suggestions to agent → cuts AHT. >HITL isn’t failure, it’s experience insurance. #VoiceAI #nlp

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Sumit Saini @AI__anonymous

5 days ago

Generally the voice bots answer Qs but don’t sell. >My sales agent flow: Qualify → Capture → Recommend → Schedule → Async follow-up → CRM tasks. >Track: lead recycling + multi-product uptake. >Agents should sell like your best rep, daily. #VoiceAI #RevOps

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Sumit Saini @AI__anonymous

5 days ago

New month, new grind next 30 days goals: >3 AI/ML + backend projects in voice/conversational systems that solve real business problems >Daily DSA >Open-source contributions in Voice AI >Document learnings

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Sumit Saini @AI__anonymous

5 days ago

Today I took the Bangalore Yellow Line metro for the very first time after my exam. sach mein, the crowd was so much that people’s faces were literally touching each other 😭.

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Sumit Saini @AI__anonymous

a week ago

What are the best ways to showcase our skills/projects on X?

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Sumit Saini @AI__anonymous

a week ago

“Hello / नमस्ते / வணக்கம்” — same agent, same quality. Multilingual ≠ translation. Auto language-ID Right ASR/TTS per locale Domain lexicon injection Bilingual fallback when confidence dips Respect local speech = real trust. #IndicAI #VoiceAI

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Sumit Saini @AI__anonymous

a week ago

Most AI agents fail quietly. Hallucinations, robotic tone, poor resolutions. My fix = 100% automated QA: Rubric scoring (facts, tone, policy, resolution) LLM-judge + golden refs Auto-replay fails in sandbox QA isn’t optional. It’s the ROI loop. #AI #VoiceAI #NLP

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Sumit Saini @AI__anonymous

2 weeks ago

Compliance ≠ a sticker. In Voice AI, it’s a pipeline: Regex+NER+phonetic = PII redaction Role-segregated logs TTL on transcripts Consent flags + regional storage HITL for risky actions Secure by design > secure by document. #AI #Security

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Sumit Saini @AI__anonymous

2 weeks ago

How to turn a typo into a holiday 🏖️🤣

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Sumit Saini @AI__anonymous

2 weeks ago

AI that only “talks” is half-baked. True power = Conversation → Action. Pattern I use: Intent → ActionResolver → Connector (CRM/ERP/CCaaS). Add retries + DLQ for reliability. Bots that close loops > bots that just chat. #VoiceAI #NLP #SystemsDesign

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Sumit Saini @AI__anonymous

2 weeks ago

Me after annotating antenna on cell towers: Image 69/2000 - already questioning life 😭

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Sumit Saini @AI__anonymous

2 weeks ago

15Y/O me: when I wear a T-shirt in Shop Shopkeeper be like: Herooo, Herooo 😭

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Sumit Saini @AI__anonymous

2 weeks ago

If you can’t measure, you can’t improve. In Voice AI, log per-turn events: 1)latency_asr, latency_policy, latency_tts intents, handoffs, sentiment Roll up p95s + win rates → spot drift early & retrain. Analytics ≠ dashboard. It’s a feedback loop. #MLOps #NLP

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Sumit Saini @AI__anonymous

2 weeks ago

If you can’t measure, you can’t improve. In Voice AI, log per-turn events: 1)latency_asr, latency_policy, latency_tts intents, handoffs, sentiment Roll up p95s + win rates → spot drift early & retrain. Analytics ≠ dashboard. It’s a feedback loop. #MLOps #AI #NLP

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Sumit Saini @AI__anonymous

2 weeks ago

Don’t talk over me”- humans hate it, AI agents too. I use VAD+ASR partials to detect barge-in, cut TTS mid-sentence & hand control to intent. Real convo = LISTEN ↔ SPEAK ↔ INTERRUPTIBLE. Respecting micro-cues makes bots feel human 🤖✨

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Sumit Saini @AI__anonymous

2 weeks ago

Sub-800ms in Voice AI = ASR+Policy+TTS engineered to overlap. 1)ASR: RNN-T/CTC streaming 2)Policy: intent clf + cached LLM 3)TTS: Tacotron/FastSpeech with chunked output: Parallel pipelines + barge-in detection = human-like convo. #VoiceAI #aiEngineer #ai #AgenticAI #NLP

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