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 at Ericsson Global, Bangalore

Research interests span neuromorphic computing, graph-constrained reasoning,
contemplative technology, and Green AI. Building systems where rigour and
unusual perspective meet.

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🚀 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)

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🧩 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 ↔ Transformers: same algorithm, two eras · arXiv 2026 | | 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 · 🤗 HuggingFace | | 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 · 🤗 HuggingFace | | 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 | | dharma-tech | Buddhist AI monorepo · free text finder · sutta verifier · tradition comparator · prasanga engine · lojong bot · ngondro tracker · meditation logger · MCP server · Ollama + FalkorDB · WSL-first | | 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 · 🤗 HuggingFace dataset (https://huggingface.co/datasets/joyboseroy/emptiness-graph) | | indic-concept-graph | Multilingual concept prerequisite graph · NCERT curriculum + Buddhist dharma · IndicTrans2 + FalkorDB · Hindi / Tamil / Sanskrit / Tibetan / Chinese | | happy-money-coach | Ken Honda Happy Money philosophy · Arigato Score · emotional transaction tagging · comparative ethics ontology (Buddhist · Christian · Jewish · Islamic · Stoic) · Happiness ROI · local LLM via Ollama · Streamlit · Indian bank statement analysis | | honeywell-rag | Metadata-first RAG with three-lane retrieval over PDFs, Excel, and live IoT sensor data · Groq/Ollama fallback | | learnopt | LLM-tagged latent skill extraction from exam papers · NEET/JEE Advanced · Bayesian Knowledge Tracing · knowledge graph · CP-SAT study optimizer · KL-divergence regime detection · 🤗 HuggingFace | | india-electoral-data-commons | Booth-level electoral analysis from public ECI Form 20 data · swing calculator · turnout anomaly detection · NOTA analysis · vote-to-seat distortion · Gallagher Index · Python · open civic data | | darshana-graph | Text-grounded knowledge graph of Indian philosophy · 18 commentators across Advaita/Vishishtadvaita/Dvaita/Achintya Bhedabheda · 125K corpus records · 28K typed graph edges · closed-vocabulary LLM tagging · 🤗 HuggingFace| | darshana-temporal-analysis | Attribution bias and temporal sourcing in philosophical knowledge graphs · corpus-frequency vs temporal attribution · structural homology across Buddhist/Hindu/Jain traditions · diachronic sense disambiguation · Mahayana + Theravada graph expansion to 45,155 edges · arXiv:2606.29070 · 🤗 HuggingFace | | buddhist-philosophy-graph | Text-grounded knowledge graph of Buddhist philosophy · 54,320 edges · 9 schools (Theravada, Madhyamaka, Yogacara, Chan, Soto Zen, Nyingma, Kagyu, Pure Land, Mahayana) · Longchenpa · Dogen · Nagarjuna · Gampopa · Shinran · 🤗 HuggingFace | | vada-simulator | Citation-grounded multi-agent philosophical debate engine over darshana-graph · 2-school and N-school (3+) vada · LangGraph · Groq/Llama 3.3 · FalkorDB · fabrication-proof citation validation · cross-school/cross-concept debate framing | | contemplative-neuroscience-graph | Neurophenomenological knowledge graph · six contemplative traditions → EEG/fMRI evidence · 59 nodes · 42 edges · evidence-strength rated (high / moderate / low / theoretical) · Korean Seon + Jōdo Shinshū as provisional extensions · null-result caveat structurally attached to orthogonality claims · FalkorDB · companion IEEE-style paper | | digital-buddhism | Teacher reference network analysis across 12 Buddhist subreddits · betweenness centrality · tradition dominance · AI training bias · NetworkX · PullPush API | | bengal-dharma-corpus | Computational vocabulary analysis across Buddhist Vajrayana, Shakta Tantra and Baul Bengali texts · TF-IDF char n-grams · cosine similarity · Tara to Kali lexical migration · Ramprasad Sen OCR · Charyapada · 48 texts across 6 tradition layers | | sequence-machine-revisited | PhD sequence machine (Manchester 2005) reimplemented · rank-order N-of-M SDM · wheel-model spiking sequence machine · benchmarked vs LSTM/Transformer and RAG · includes Ajwani et al. 2021 Nengo SDM reproduction | | prajna | AI-native programming language prototype · belief types + grounding as typed hallucination guard · contract-driven compiler lowering (rules → distilled head → LLM) · deterministic replay · rank-order N-of-M SDM as LLM semantic cache · hot-path distillation compiles the LLM out of the program | | 3gpp-citation-graph | Clause-level cross-reference graph over 3GPP specs (Rel-11/12/13/14/16) · 130K nodes · 210K typed reference edges · 🤗 HuggingFace | | groundtruth-mi | Ground-truth benchmark protocol for mechanistic interpretability, verified against a Hopfield network and rank-order SDM instance | Python | | karaka-lang | Paninian Sanskrit karaka-based calling convention for logic programming · order-independent semantic-role argument binding · subsumption-derived Sutra rewrite engine · nested-frame arity extension · Prolog + Cypher/FalkorDB codegen · position paper | | telekg-agent | Five-agent LangGraph pipeline for telecom knowledge graph querying · 17-query KPI benchmark |

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📄 Papers & Datasets

arXiv

• arXiv:2607.02967 — sdm-rank-order · Rank-order Sparse Distributed Memory
• arXiv:2606.29070 — darshana-temporal-analysis · Attribution bias and temporal sourcing in philosophical knowledge graphs
• arXiv:2606.18222 — darshana-graph · Parallel commentary corpus for comparative Indian philosophy
• arXiv:2606.15349 — learnopt · Latent cognitive structure of standardized exams via knowledge graphs
• arXiv:2606.01632 — Graph-conditioned Shapley attribution in patent valuation
• arXiv:2605.29367 — attention-asymmetry · Capital vs labour amplification in AI layoff discourse on X
• arXiv:2605.28223 — sati-loop · Reward misspecification in closed-loop EEG and biofeedback systems
• arXiv:2605.22206 — temporal-coding-tbt · Spiking reinterpretation of Thousand Brains Architecture
• arXiv:2605.19346 — imljd · Computational dataset for Indian matrimonial litigation
• arXiv:2605.17364 — newslens · Multi-agent framework for adversarial news bias navigation
• arXiv:2605.16843 — rti-bench · Structured dataset for Indian RTI decision analysis
• arXiv:2605.14665 — falkor-irac · Graph-constrained generation for verified Indian legal reasoning
• arXiv:2605.13311 — ideaforge · KG-grounded multi-agent innovation and patent claim generation
• arXiv:2605.00662 — stsmpaper · Spiking sequence machines and transformers
• arXiv:2504.18599 — htm-drift-detection · HTM + SPRT hybrid drift detection · IJMEMS 2025

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

• apd-prostration-device · OSF · Zenodo
• sati-loop · OSF

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✍️ Writing & Research

• The Hardware Lottery: Why Transformers Won, What Could Replace Them, and How the AI Bubble Could Burst — LinkedIn · stsmpaper context · neuromorphic computing
• [If You Have Ever Wanted to Ask Shankara, Ramanuja, and Madhva the Same Question and Actually Compare Their Answers](https://medium.com/@joyboseroy/if-yo

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