Suprovo Mallick (DYNO) DYNOSuprovo

[01 // DOSSIER] • [02 // ARCHITECTURE] • [03 // SYSTEMS] • [04 // OSS & BADGES] • [05 // ARMORY] • [06 // RESEARCH] • [07 // DSA CORE] • [08 // VAULT] • [09 // TELEMETRY]

`01 // NEURAL_DOSSIER [IDENTITY_MATRIX]`

# ── OPERATOR SPECIFICATION ──────────────────────────────
OPERATOR:       Suprovo Mallick
CALLSIGN:       DYNO
DESIGNATION:    Generative AI & ML Systems Architect
ACADEMICS:      B.Tech in Computer Science @ KIIT (2023 – 2027)
ACCREDITATION:  BS in Data Science (Foundation) @ IIT Madras
COORDINATES:    West Bengal, India [22.5726° N, 88.3639° E]

# ── ENGINEERING MANIFESTO ───────────────────────────────
DIRECTIVE: >
  "Notebook prototypes are child's play. I engineer verifiable,
  evidence-grounded, low-latency AI pipelines and multi-agent
  meshes architected to withstand heavy production concurrency."

⚡ `SUBSYSTEM CAPABILITY GAUGES`

CAPABILITY VECTOR	TELEMETRY LOAD	CORE MECHANISM
Adaptive RAG & Dynamic Pruning	`████████████████` 100%	Cross-Encoder NLI Filtering (`>= 0.70`)
Open Source Runtime Patching	`████████████████` 98%	ComfyUI • LlamaIndex • Haystack • Open-WebUI
Inference Concurrency & APIs	`███████████████░` 95%	Async FastAPI • 4-Bit Quantization • Docker
Multi-Agent State Orchestration	`██████████████░░` 92%	Cyclic LangGraph StateGraphs & MCP
Deterministic Output Grounding	`██████████████░░` 90%	Token-Overlap Heuristic Bypass (`>= 0.72`)

; ── PRODUCTION BENCHMARK TELEMETRY ──
[SYSTEM_METRICS]
END_TO_END_LATENCY   = < 2.0s (Sub-2s)
HALLUCINATION_BOUND  = < 10.0%
CONTEXT_PRUNING      = ~80.0% Redundancy Cut
CITATION_PRECISION   = 100.0% Verifiable
UPSTREAM_PR_VELOCITY = 78 Merged PRs

`02 // ARCHITECTURAL_CORE [EVIDENCE_FIRST_AI]`

"Foundation models are commoditized runtime engines. Real AI engineering begins at query semantics, dynamic NLI pruning, context sanitation, and deterministic output verification."

flowchart LR
    classDef influx fill:#050816,stroke:#00f7ff,stroke-width:2px,color:#00f7ff;
    classDef router fill:#120136,stroke:#7209b7,stroke-width:2px,color:#ffffff;
    classDef filter fill:#240046,stroke:#ff007f,stroke-width:2px,color:#ff70a6;
    classDef mesh fill:#0a192f,stroke:#00ff99,stroke-width:2px,color:#00ff99;
    classDef gate fill:#1f1147,stroke:#ffd166,stroke-width:2px,color:#ffd166;
    classDef out fill:#003566,stroke:#00e5ff,stroke-width:2px,color:#ffffff;

    subgraph S1 ["01 // HYBRID INGESTION"]
        direction TB
        Q["User / Telemetry Influx"]:::influx --> R["Semantic Query Router"]:::router
        R --> S["Hybrid Fetch: ChromaDB + BM25"]:::router
    end

    subgraph S2 ["02 // SANITATION & REASONING"]
        direction TB
        P["Cross-Encoder NLI Pruner (≥ 0.70)"]:::filter --> M["LangGraph Multi-Agent Mesh"]:::mesh
    end

    subgraph S3 ["03 // DETERMINISTIC GATE"]
        direction TB
        V{"Overlap Heuristic ≥ 0.72?"}:::gate
        V -- "Fast-Path Bypass" --> O["Async FastAPI Payload (< 2.0s)"]:::out
        V -- "Ambiguous Claim" --> C["Deterministic Critic Node"]:::filter
        C --> O
    end

    S --> P
    M --> V

LAYER	ENGINE SUBSYSTEM	DETERMINISTIC MECHANISM	QUANTIFIED IMPACT
`L01`	Hybrid Vector-Sparse Indexing	Fuses ChromaDB dense embeddings with BM25 lexical rankers across 5x parallel retrieval workers.	High Multi-Modal Recall
`L02`	Cross-Encoder NLI Pruning	Scores atomic passage entailment (`≥ 0.70`), stripping redundant & contradictory claims pre-synthesis.	`~80%` Token Reduction
`L03`	Stateful Multi-Agent Mesh	LangGraph StateGraph isolating `Router → Extractor → Synthesizer → Critic` with cyclic recovery.	Zero Cascading Loops
`L04`	Deterministic Verification Gate	Token-overlap heuristic (`≥ 0.72`) short-circuits heavy LLM critic calls on verified quote matches.	`< 10%` Hallucinations
`L05`	Low-Latency Runtime Delivery	Containerized multi-worker async FastAPI + two-tier response cache + 4-bit quantized inference.	`< 2.0s` End-to-End

`03 // FLAGSHIP_SYSTEMS [PRODUCTION_NODES]`

🧬 `NODE 01 // ADAPTIVE EVIDENCE RAG`

Self-Evaluating Context-Pruning Retrieval Engine

Latency: < 2.0s • Pruned: ~80% • Hallucination: < 10% • EM: > 75%

Query ─► Expansion ─► 5x Fetch ─► NLI (≥0.70) ─► Qwen-4bit

Hallucination Suppression (< 10%): Enforces NLI contradiction filtering and atomic claim extraction before synthesis.
Context Sanitation: Cross-encoder NLI independence metric strips ~80% of redundant tokens for dense context windows.
Full-Stack Container: Containerized React.js + FastAPI pipeline running a local 4-bit quantized Qwen model.

🌌 `NODE 02 // PLUTO v2`

Multi-Agent Document Intelligence & Verification Mesh

Workers: 8-Thread Pool • Latency Drop: ~80% • Citation: 100%

Doc ─► Router ─► Extractor+Retriever ─► Synthesizer ─► Critic

100% Verifiable Quote Attribution: Cyclic Router → Extractor → Synthesizer → Critic state graph scrubs unbacked claims.
80% Latency Drop: 8-worker thread pool + internal two-tier LLM response cache eliminates redundant inference.
Heuristic Bypass Gate: Token-overlap heuristic (≥ 0.72) bypasses expensive LLM critic calls for direct evidence matches.

🧠 `NODE 03 // INTENT COMPILER`

Autonomous Architecture, Schema & Spec Engine

Engine: LangGraph • Inference: Groq LLaMA-3 LPU • UI: Streamlit

Vision ─► Agent Graph ─► Specs + Blueprints + Schemas + Code

Zero-to-Blueprint Compilation: Transforms natural-language product concepts into full technical specs, DB schemas, and executable pseudocode.
Autonomous Viability Critic: Stateful LangGraph agents audit architectural bottlenecks and validate dependency graphs prior to output.

⚡ `NODE 04 // AWESOME AGENTIC PATTERNS`

Production Agent Architectures, MCP Directory & Rulebooks

Topologies: Supervisor & Evaluator • Tooling: MCP • IDEs: Claude / Cursor

Prompt ─► Orchestrator ─► Subagents ─► MCP Server ─► Verifier

Battle-Tested Agent Blueprints: Curated .cursorrules, CLAUDE.md, and AGENTS.md directives to eliminate token waste and drift.
Model Context Protocol (MCP) Configs: Ready-to-deploy server setups for Filesystem, Git, Postgres, and SQLite tool execution.
Interactive Setup CLI: Python wizard that auto-detects repository stacks and injects agent directives in seconds.

🛰️ `AUXILIARY DEPLOYMENT MATRIX`

SYSTEM NODE	CORE STACK & ARCHITECTURE	KEY PERFORMANCE METRIC	LIVE ENDPOINT
🌾 WHEAT GUARDIAN	Edge CV Crop Pathology (`EfficientNetV2B2 + OpenCV + FastAPI`)	93%+ Accuracy • `~300ms` Latency	DEPLOYED APP
🌍 TRANSLATE-V2	Low-Resource NMT Transformer (`PyTorch + NLLB-200 + FastAPI`)	`-38%` Latency Gain via Batching	HF SPACE
🥗 AAHAR	Dietary RAG Assistant (`LangChain + Gemini + ChromaDB + React`)	Personalized Multi-Turn Memory	WEB APP
💰 AI EXPENSE ADVISOR	Financial Retrieval Engine (`Streamlit + LangChain + Gemini`)	Semantic Spend Classification	GITHUB REPO

`04 // OPEN_SOURCE_OPS [UPSTREAM_ENGINEERING]`

PRODUCTION REPOSITORY	UPSTREAM ENGINEERING IMPACT & PR MISSION	ECOSYSTEM DOMAIN
`Comfy-Org / ComfyUI` (PR #16346 / #16312)	Runtime Reliability: Guarded `prompt_worker` against unhandled execution exceptions, preventing worker thread crashes.	GenAI Core Engine
`open-webui / open-webui` (PR #30047 / #30006)	Routing & Observability: Extended `parse_custom_headers()` to propagate `model_id` alongside user contexts for downstream routing.	LLM Interface
`run-llama / llama_index`	Context Integrity: Implemented header-aware deterministic chunking and post-RAG verification primitives.	Agentic RAG
`deepset-ai / haystack`	Evidence Validation: Engineered factual consistency and hallucination scoring modules against source documents.	Search Pipelines
`MakazhanAlpamys / Soup`	Distributed Training: Patched DeepSpeed empty-param-group guards to properly forward transformer model arguments.	Model Training
`smoothAPI` & `Surgite`	Backend Resilience: Built async retry predicates, backoff logic, and extensible model provider wrappers.	Cloud / APIs

🏆 `GITHUB ACHIEVEMENTS & MILESTONE LEDGER`

BADGE	MILESTONE	TIER / STATUS	VERIFICATION & EVIDENCE
🧑‍🤝‍🧑 Pair Extraordinaire	Co-authored commits on merged PRs	Silver 🥈 ✅ (Gold 🥇 Ready)	78 Merged PRs (`aws-powertools`, `openinference`, `anyio`, `Agronaut` + 70 Showcase)
🧠 Galaxy Brain	Accepted answers in technical discussions	Bronze 🥉 ✅ (Silver 🥈 12/16)	12 Verified Accepted Answers (4 away from Silver Tier)
🌟 Starstruck	Repository community star traction	In Flight 🚀	`awesome-agentic-patterns` (Production AI Agent Playbook)
🦈 Pull Shark	Merged pull requests across public repos	Silver 🥈 ✅	Sustained upstream PR merges across AI & Python infrastructure
🎯 YOLO	Merged pull request without review	Unlocked ✅	Verified repository workflow execution
⚡ Quickdraw	Closed issue or PR within 5 minutes	Unlocked ✅	Verified rapid maintainer triage response

`05 // TACTICAL_ARMORY [FULL_SPECTRUM_STACK]`

`06 // INDUSTRY_LOG [EXPERIENCE_&_RESEARCH]`

🧪 `ROLE // AI CHATBOT & GENAI BACKEND DEVELOPER`

FED Society • 2024 — PRESENT

Client ─► [FastAPI Gateway] ─► [Vector RAG] ─► [Memory] ─► Output

Modular FastAPI Microservices: Engineered scalable backends integrating persistent vector stores with multi-turn session memory.
30% Latency Reduction: Accelerated end-to-end pipelines via embedding matrix pooling and selective cross-encoder reranking.
Resilient Inference Endpoints: Built fallback-enabled LLM routing powering high-availability conversational workflows.

📚 `PUBLICATION // RAAHI (PIC-2026)`

Real-Time Transport Tracking in Low-Connectivity Cities
Proceedings of the 15th Project Innovation Contest (PIC-2026)
Satellite Event of ICDCIT-2026, KIIT

status: Peer-Reviewed & Published
rank: Top 40 out of 160 global submissions
focus: [Distributed Systems, Edge Routing, Telemetry Sync]

Formulated a fault-tolerant telemetry synchronization protocol preserving positional continuity across packet-loss-heavy cellular networks.

`07 // ALGORITHMIC_CORE [PROBLEM_SOLVING]`

ALGORITHMIC DOMAIN	DEPTH	CORE HEURISTICS & PATTERNS
Sliding Window & Two Pointers	`████████████████` 96%	Dynamic Subarrays, Monotonic Queues, Stream Optimization
Trees, Heaps & Tries	`██████████████░░` 90%	Binary Lifting LCA, Prefix Search Trees, Priority Caching
Dynamic Programming & Graphs	`██████████████░░` 88%	State Compression, Topological Sort, Dijkstra, Memoization
Asymptotic & Memory Bounds	`█████████████░░░` 85%	Space-Complexity Guards, Bit Manipulation, Cache Locality

`08 // CREDENTIALS_VAULT [CERTIFICATIONS]`

ISSUING AUTHORITY	SPECIALIZATION / CREDENTIAL	VERIFICATION
Udemy	AI Engineer Agentic Track: Complete Agent & MCP Architecture
IBM / Coursera	IBM RAG and Agentic AI Professional Specialization
AWS / Coursera	AWS Generative AI Applications Specialization
AWS / Coursera	AWS Fundamentals Specialization
Microsoft / LinkedIn	Career Essentials in Generative AI
IIT Madras	Foundation Level Certificate, BS in Data Science & Applications

`09 // TELEMETRY_STREAM [REPO_METRICS]`

`10 // COMM_LINK [TRANSMISSION_PORT]`

; ── OPEN TRANSMISSION PROTOCOL ─────────────────────────
[SYSTEM_TRANSMISSION]
STATUS   = "LISTENING_ON_ALL_PORTS"
CHANNELS = ["Agentic RAG Architectures", "Multi-Agent System Graphs", "Deterministic AI Verification", "High-Throughput ML Backends"]
QUOTE    = "Logic over guesswork. Evidence over hallucinations. Deployed systems over notebooks."

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Suprovo Mallick (DYNO) DYNOSuprovo

Achievements

Achievements

Highlights

Block or report DYNOSuprovo

`01 // NEURAL_DOSSIER [IDENTITY_MATRIX]`

⚡ `SUBSYSTEM CAPABILITY GAUGES`

`02 // ARCHITECTURAL_CORE [EVIDENCE_FIRST_AI]`

`03 // FLAGSHIP_SYSTEMS [PRODUCTION_NODES]`

🧬 `NODE 01 // ADAPTIVE EVIDENCE RAG`

🌌 `NODE 02 // PLUTO v2`

🧠 `NODE 03 // INTENT COMPILER`

⚡ `NODE 04 // AWESOME AGENTIC PATTERNS`

🛰️ `AUXILIARY DEPLOYMENT MATRIX`

`04 // OPEN_SOURCE_OPS [UPSTREAM_ENGINEERING]`

🏆 `GITHUB ACHIEVEMENTS & MILESTONE LEDGER`

`05 // TACTICAL_ARMORY [FULL_SPECTRUM_STACK]`

`06 // INDUSTRY_LOG [EXPERIENCE_&_RESEARCH]`

🧪 `ROLE // AI CHATBOT & GENAI BACKEND DEVELOPER`

📚 `PUBLICATION // RAAHI (PIC-2026)`

`07 // ALGORITHMIC_CORE [PROBLEM_SOLVING]`

`08 // CREDENTIALS_VAULT [CERTIFICATIONS]`

`09 // TELEMETRY_STREAM [REPO_METRICS]`

`10 // COMM_LINK [TRANSMISSION_PORT]`

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Suprovo Mallick (DYNO) DYNOSuprovo

Achievements

Achievements

Highlights

01 // NEURAL_DOSSIER [IDENTITY_MATRIX]

⚡ SUBSYSTEM CAPABILITY GAUGES

02 // ARCHITECTURAL_CORE [EVIDENCE_FIRST_AI]

03 // FLAGSHIP_SYSTEMS [PRODUCTION_NODES]

🧬 NODE 01 // ADAPTIVE EVIDENCE RAG

🌌 NODE 02 // PLUTO v2

🧠 NODE 03 // INTENT COMPILER

⚡ NODE 04 // AWESOME AGENTIC PATTERNS

🛰️ AUXILIARY DEPLOYMENT MATRIX

04 // OPEN_SOURCE_OPS [UPSTREAM_ENGINEERING]

🏆 GITHUB ACHIEVEMENTS & MILESTONE LEDGER

05 // TACTICAL_ARMORY [FULL_SPECTRUM_STACK]

06 // INDUSTRY_LOG [EXPERIENCE_&_RESEARCH]

🧪 ROLE // AI CHATBOT & GENAI BACKEND DEVELOPER

📚 PUBLICATION // RAAHI (PIC-2026)

07 // ALGORITHMIC_CORE [PROBLEM_SOLVING]

08 // CREDENTIALS_VAULT [CERTIFICATIONS]

09 // TELEMETRY_STREAM [REPO_METRICS]

10 // COMM_LINK [TRANSMISSION_PORT]

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`01 // NEURAL_DOSSIER [IDENTITY_MATRIX]`

⚡ `SUBSYSTEM CAPABILITY GAUGES`

`02 // ARCHITECTURAL_CORE [EVIDENCE_FIRST_AI]`

`03 // FLAGSHIP_SYSTEMS [PRODUCTION_NODES]`

🧬 `NODE 01 // ADAPTIVE EVIDENCE RAG`

🌌 `NODE 02 // PLUTO v2`

🧠 `NODE 03 // INTENT COMPILER`

⚡ `NODE 04 // AWESOME AGENTIC PATTERNS`

🛰️ `AUXILIARY DEPLOYMENT MATRIX`

`04 // OPEN_SOURCE_OPS [UPSTREAM_ENGINEERING]`

🏆 `GITHUB ACHIEVEMENTS & MILESTONE LEDGER`

`05 // TACTICAL_ARMORY [FULL_SPECTRUM_STACK]`

`06 // INDUSTRY_LOG [EXPERIENCE_&_RESEARCH]`

🧪 `ROLE // AI CHATBOT & GENAI BACKEND DEVELOPER`

📚 `PUBLICATION // RAAHI (PIC-2026)`

`07 // ALGORITHMIC_CORE [PROBLEM_SOLVING]`

`08 // CREDENTIALS_VAULT [CERTIFICATIONS]`

`09 // TELEMETRY_STREAM [REPO_METRICS]`

`10 // COMM_LINK [TRANSMISSION_PORT]`