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Davuri124/README.md

Hey, I'm Agnes Teresa Davuri 👋

By day: B.Tech CSE @ NIT Warangal, building things with RL, quantum computing, causal ML, and NLP. By night: writing seven-book sagas and pretending my characters aren't emotionally healthier than me.

Basically — half my brain runs on PyTorch, the other half runs on plot twists. Both halves are fully documented and slightly overengineered.

🔬 The lab side:

  • 🔀 RLHIL — teaching an AI when to shut up and ask for help
  • 🌌 QuLit & HERMES — quantum-flavored literary interpretation across 6 languages (yes, the poetry and the physics are in the same repo, I don't make the rules)
  • ☀️ SOLAR — seven agents gang up on misinformation, F1 = 0.983
  • 🌳 CALF — causal ML that isn't afraid to admit when it doesn't work
  • ⚛️ Grover Noise Fingerprinting — proved quantum hardware wrong about its own optimal settings

📖 The other side: Seven original story worlds — romance, fantasy, military drama, and one tragedy I refuse to apologize for. (Wattpad-based, currently getting the anime-scene treatment for YouTube.)

🤝 Open to:

  • Collabs on ML/quantum/NLP research — bring data, bring bugs, bring existential dread about your loss curve
  • Story/adaptation collabs — worldbuilding, scripts, or just yelling about plot together
  • If you're bored and technical → let's go on a completely unnecessary side-quest build
  • If you're overwhelmed and technical → send me the bug, I find debugging weirdly therapeutic

📫 agnesteresa001@gmail.com · LinkedIn

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  1. CALF CALF Public

    CALF is a tree-structured, cross-attention causal AI architecture for Individual Treatment Effect estimation, embedded in an 8-layer agentic data fabric for auditable decisions. The project extends…

    Python

  2. Grover-Algorithm-on-NISQ-devices Grover-Algorithm-on-NISQ-devices Public

    Noise-Optimal Grover studies the optimal iteration count for Grover’s algorithm on noisy NISQ devices, deriving a formal noise-optimality theorem, Grover Noise Fingerprinting (GNF), and the Grover …

    Jupyter Notebook

  3. HERMES HERMES Public

    HERMES is a reader-conditioned multilingual literary interpretation system built on QuLit. It models culture, emotion, and historical context to study how meaning changes across readers, using neur…

    Jupyter Notebook

  4. Human_Intervention_Points Human_Intervention_Points Public

    RL framework for adaptive human oversight in AI pipelines. Trains a PPO agent on real model-derived uncertainty (not heuristics) to learn when to intervene. Includes curriculum learning, cost-aware…

    Python

  5. osmotic-attention osmotic-attention Public

    Osmotic Attention & OCAM: an entropy-based information-density term added to attention logits, tested in BERT self-attention, a from-scratch pointer network and a cross-modal image-text variant. An…

    Python