Joy Bose
@joyboseroy
Hi, I'm Joy Bose
PhD (spiking neural networks, U. Manchester) · LLM (Golden Gate University) · MSc in Psychology and Neuroscience of Mental Health (King's College London) · 15+ years in ML · 20+ patents · Senior Data Scientist (Previously Ericsson Global, Bangalore)
Research interests span neuromorphic computing, graph-constrained reasoning, contemplative technology, and Green AI. Building systems where rigour and unusual perspective meet.
🚀 Core Expertise
- RAG & LLM Systems — NLP-to-SQL, document Q&A, retrieval pipelines
- Agentic AI — MCP-based agents, knowledge graph + LLM orchestration
- Telecom AI — anomaly detection, ticket resolution, financial categorisation
- Edge & Efficient ML — LoRA fine-tuning, TinyLLaMA
- Neuromorphic / spiking neural networks — 20-year thread from PhD to stsmpaper
- Legal AI for Indian judiciary — three repos + two arXiv papers + HuggingFace datasets
- Contemplative / alignment-aware tech — sati-loop, apd-prostration-device with Open hardware (CERN OHL-S licensed, OSF + Zenodo archiving)
- Clinical & cognitive neuroscience AI — neurobiological KG (FalkorDB) · cognitive distortion eval dataset · grounded in KCL MSc peer-reviewed essays (schizophrenia, psychosis, MBSR, Beck model)
🧩 Projects
| Project | What it does |
|---|---|
| legal_chatbot | Local-first RAG-based legal Q&A |
| meditation_recommender_app | LLM-guided mood → recommendation |
| bias_navigation | Bias detection in news articles |
| banglascriptbot | Low-resource Indic NLP |
| HTM + Drift Detection | Real-time anomaly detection · arXiv 2025 |
| pendulum-spiking-model | Pendulum neuron model with STDP · arXiv 2025 |
| stsmpaper | Spiking neurons |
| marxbot | Local RAG chatbot on domain-specific texts · TinyLlama + ChromaDB |
| tinyllama-agent-local | Tool-using agent on a tiny local model · no APIs · edge deployment |
| htm_drift_detection | HTM + SPRT hybrid drift detection · IJMEMS 2025 · arXiv:2504.18599 |
| job_search_agent | AI job search agent · cover letters · interview coach · tracker · Kiro skills + Python |
| kg_test_agent | KG-guided generative test agent · FalkorDB · MCP · TinyLlama |
| publish-or-perish-index | Research timing intelligence · arXiv velocity · Semantic Scholar · OpenAlex trend · Papers With Code · Polymarket · scores each topic on a Publish-or-Perish Index (PPI) |
| ideaforge | KG-grounded multi-methodology innovation agent · TRIZ + Design Thinking + SCAMPER · FalkorDB · MCP · arxiv:2605.13311 |
| falkor-irac | Graph-constrained legal reasoning · IRAC knowledge graph · hard verification · Indian judiciary · FalkorDB · arxiv:2605.14665 |
| NyayaSaar-LoRA | PEFT/QLoRA-based simplification of Indian legal reasoning · IRAC-to-plain-English translation · legal accessibility · Hugging Face LoRA |
| rti-bench | First structured dataset of Indian RTI Commission decisions · 1,516 cases · outcome labels · exemption citations · IRAC components · rule-based pipeline · |
| newslens | Multi-agent adversarial news bias analysis · propaganda detection · Ollama/Mistral · Qwen2.5-3B |
| imljd | 3,613 Indian matrimonial litigation judgments · Supreme Court 2000–2024 · Karnataka HC 2018–2024 · CrPC 482 quashing petitions · outcome labels · knowledge graph · |
| temporal-coding-tbt | Rank-order spike packets for sensorimotor object inference · STDP causal learning · spiking reinterpretation of Thousand Brains Theory · Monty/TBT · NumPy |
| cheapest-solver | Tiered AI task orchestration · regex → lookup → classical ML → SLM → LLM · routes each task to the cheapest correct solver · Green AI · energy-efficient inference |
| apd-prostration-device | Open hardware assistive device for repetitive devotional prostration · passive bi-directional kinetic restoration · five mechanical embodiments · silent monastery-safe design · CERN OHL-S v2 · OSF · Zenodo |
| sati-loop | Alignment-aware contemplative cybernetic platform · closed-loop EEG + HRV + IMU · negative-only feedback · scaffold withdrawal · transfer-first evaluation · no proxy reward · CERN OHL-S v2 · OSF |
| falkor-neuro | Neurobiological knowledge graph · dendritic spine pathology · cannabis/psychosis · schizophrenia nosology · FalkorDB · KCL MSc neuroscience essays |
| stride-pipeline | Structural bottleneck diagnosis for Indian High Courts · Input / Capacity / Output classification · 2.45M writ petition records · DAKSH · stage harmonisation · Semantic Disorder Index · CC BY-NC 4.0 |
| attention-asymmetry | Amplification asymmetry in AI layoff discourse · capital vs labour narrative reach on X · account-based corpus · ANI follower normalisation · Reddit cross-platform replication · 763 tweets · arXiv:2605.29367 · HF Dataset |
| emptiness-graph | Typed philosophical knowledge graph of Buddhist emptiness teachings · 25 concept nodes · 38 hand-authored edges · 1,126 passages · Theravada · Madhyamaka · Yogacara · Prajnaparamita · computational philosophy · |
| indic-concept-graph | Multilingual concept prerequisite graph · NCERT curriculum + Buddhist dharma · IndicTrans2 + FalkorDB · Hindi / Tamil / Sanskrit / Tibetan / Chinese |
📄 Papers & Datasets
arXiv
- arXiv:2605.14665 — falkor-irac · Graph-constrained legal reasoning for Indian judiciary
- arXiv:2605.13311 — ideaforge · KG-grounded multi-methodology innovation
- arXiv:2605.00662 — stsmpaper · Spiking sequence machines and transformers
- arXiv:2504.18599 — HTM + SPRT drift detection · IJMEMS 2025
- arXiv:2605.29367 — attention-asymmetry · AI layoff discourse amplification on X
Datasets
🤗 joyboseroy/inIRAC — Structured Indian legal reasoning in IRAC format🤗 joyboseroy/rti-bench — 1,516 Indian RTI Commission decisions · outcome labels · exemption citations🤗 joyboseroy/imljd — 3,613 Indian matrimonial litigation judgments · SC 2000–2024 · Karnataka HC🤗 joyboseroy/CognitiveDistortion-Eval — 130-row LLM evaluation dataset · Beck cognitive distortions · 6 distortion types · AI/ML, clinical, telecom, and real-world r/conspiracy contexts · alignment and misinformation research
Open Hardware
✍️ Writing & Research
- The AI Career Is Not a Ladder, It Is a Loop — Medium
- Getting AI Right — Medium
- Problems with the Generative AI Stack — Medium
- AI for telecom financial data — Ericsson Blog
- Google Scholar · PhD: Spiking neural sequence learning, U. Manchester
📫 Connect
Personal projects
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About
Pronouns: he/him
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Senior Data Scientist at Ericsson
Bangalore, India
Member since May 31, 2026