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somuai/README.md

Profile Overview

AI Systems Engineer focused on foundation model infrastructure, agentic runtimes, and distributed systems. Active contributor to Tier-1 open-source machine learning frameworks including Hugging Face Transformers, Google DeepMind Optax, Google ADK, and Anthropic Model Context Protocol.

  • Focus Areas: Rotary Position Embeddings (RoPE), Optimizer Numerical Stability, Multi-Agent Orchestration, High-Throughput Inference.
  • Engineering Philosophy: Deterministic guardrails, zero-allocation memory paths, clean architectural modularity.
  • Current Work: Autonomous developer agents, AST-based self-healing pipelines, and real-time LLM gateways.
Soumyajit Ghosh
Soumyajit Ghosh
B.Tech, KIIT University

Tier-1 Open Source Provenance

Organization / Repository Focus Area Contribution Highlights Pull Request Status
Hugging Face (transformers) Architecture & Modeling Validated RoPE odd head_dim parity across models & checkpoints #48524 Merged
vLLM (vllm) Speculative Decoding Resolved n_predict from text_config for Qwen3.5 multimodal MTP wrapper checkpoints #55369 Merged
vLLM (vllm) Speculative Decoding Default num_speculative_tokens from draft config and defer multi-token warnings #55362 Approved
vLLM (vllm) Responses API Ordered in-flight tool call chunks to prevent stream boundary collapse #55371 Approved
PyTorch (torchtune) Config & Recipes Raise informative InstantiationError with CLI remediation on unexpected kwargs #2996 In Review
PyTorch (torchtune) LLM Post-Training & Eval Support configurable generation budget and harness-requested overrides in eleuther_eval #2992 In Review
PyTorch (ao) Quantization Config Prevent IndexError in _fqn_to_config_handler when multiple parameter FQNs are None #4901 In Review
PyTorch (ao) Quantization & Compiler Handled aten.abs and amax-path ops in Float8TrainingTensor dispatch under HOP retrace #4870 In Review
Hugging Face (transformers) Trainer & Token Alignment Prevented bos_token_id erasure in align_special_tokens for Qwen and Falcon configs #48598 In Review
OpenTelemetry (opentelemetry-python) SDK Reliability Guard against unhandled span processor exceptions in MultiSpanProcessor #5626 Validated
Google DeepMind (optax) Numerical Optimization Prevented NaN divergence in Adam/Adamax optimizers under float16 zero-gradients #1768 Resolved
Show More Open-Source Contributions (Expand 18 Additional Tier-1 & Core Infrastructure PRs)
Organization / Repository Focus Area Contribution Highlights Pull Request Status
OpenTelemetry (opentelemetry-python-contrib) gRPC Server Interceptor Prevent duplicate exception events on server spans via record_exception=False #5078 In Review
OpenTelemetry (opentelemetry-python) GenAI Observability Support GenAI token count and provider attributes in trace spans #5673 In Review
Weights & Biases (wandb) Artifact Subsystem Bounded auto-generated internal artifact names to 128 chars with middle truncation #12755 CI Passed
OpenTelemetry (opentelemetry-python-genai) GenAI Observability Architected event emission decoupling (#619); aligned on long-term logging conventions #622 Concluded
OpenContainers (runc) Container Runtimes Engineered kernel VFS /proc fallback in FchmodFile for custom Linux 5.10 kernels #5447 Concluded
Keras (keras) Core API & Ops Exported random submodule and operations under public keras.ops namespace #23580 Closed
Containerd (containerd) Container Engines Implemented direct upload fallback on cross-repo mount 403 Forbidden responses #14118 In Review
SGLang (sglang) AI Inference Added multimodal embedding zero-padding guard preventing server SIGQUIT crashes #38155 In Review
Google DeepMind (optax) Numerical Optimization Prevented NaN in scale_by_adamax on float16 zero-gradient steps #1769 Resolved
Anthropic / MCP (servers) Agent Tooling Protocol Corrected readOnlyHint and idempotentHint annotations for sequential thinking server #4747 CI Passed
OpenTelemetry (opentelemetry-python) Distributed Tracing Built order-independent metric conflict detection on default-view fallback streams #5632 In Review
Google (adk-go) Agent Runtime Clone Tools and Toolsets slices in constructor to prevent backing array aliasing #1493 In Review
Google (adk-go) Agent Runtime Added misspell linter, US spelling sweep, and HTTP cassette isolation #1465 In Review
Google (adk-go) Agent Runtime Recurse task_completed injection and rebind Agent in Run and RunLive #1510 Merged
Dokploy (dokploy) Security & Auth Enforced server-side SSO boundary across passkey, email, and social sign-in #5291 Merged
Dokploy (dokploy) Cloud Infrastructure Allowed + and @ in readValidDirectory safe path validation #5190 Merged
Comet ML (opik) LLM Evaluation Platform Unit test coverage for IsJson metric evaluation #8001 Merged
First Contributions (first-contributions) Community Infrastructure Contributor record and directory onboarding #124195 Merged

Merged Open-Source Contributions (Live Dynamic Feed)

Repository Contribution Highlight Pull Request Merged Date Status
huggingface/transformers Fix odd head_dim validation for RoPE configurations #48524 2026-09-24 Merged
google/adk-go fix(sequentialagent): recurse task_completed injection and rebind Agent in Run and RunLive #1510 2026-09-13 Merged
vllm-project/vllm [Bugfix][Spec Decode] Resolve n_predict from text_config for Qwen3.5 multimodal MTP #55369 2026-09-07 Merged
Dokploy/dokploy fix(auth): enforce SSO on server-side sign-in endpoints #5291 2026-09-04 Merged
Syknapse/Contribute-To-This-Project Add Soumyajit Ghosh card #4736 2026-09-01 Merged
Show More Merged Contributions (Expand 8 Additional Merged PRs)
Repository Contribution Highlight Pull Request Merged Date Status
firstcontributions/first-contributions docs: add Soumyajit Ghosh to contributors list #124195 2026-09-01 Merged
Dokploy/dokploy fix(server): allow '+' and '@' in readValidDirectory path validation #5190 2026-08-26 Merged
comet-ml/opik test(python-sdk): add unit test coverage for IsJson metric #8001 2026-08-26 Merged
lingdojo/kana-dojo content: add new japan fact #29154 2026-08-25 Merged
lingdojo/kana-dojo content: add new japanese proverb #29155 2026-08-25 Merged
firstcontributions/first-contributions Add Soumyajit Ghosh portfolio to Contributors list #123556 2026-08-20 Merged
Syknapse/Contribute-To-This-Project Add contributor card for Soumyajit Ghosh #4717 2026-08-20 Merged
firstcontributions/first-contributions Add Soumyajit Ghosh to Contributors list #123511 2026-08-19 Merged

Tier-1 Technical Solutions & Accepted Answers

Organization / Repository Domain & Architecture Problem / Discussion Highlight Solution / Discussion Status
Supabase (supabase) Infra & Disk IO Throttling Project unhealthy with HTTP 522 on /network-bans/retrieve & Disk IO exhaustion runbook #50871 Accepted Answer
Ray (ray) Distributed Data Processing Float truncation in split_proportionately & Hamilton-Hare stratified allocation #66472 Solution Delivered
Supabase (supabase) Auth & Management API RBAC Scoped-token auth_config_read policy mismatch & GoTrue runtime provider recovery #50819 Solution Delivered
Supabase (supabase) Connection Pooler (Supavisor) Managed Shared Pooler custom role rejection post-SCRAM verification (SecretChecker cache propagation window) #50553 Accepted Answer
Supabase (supabase) Storage API & Postgres RLS Storage API returns 503 on authenticated operations (PostgreSQL 42P17 infinite recursion mapping & SECURITY DEFINER fix) #50753 Solution Delivered
Supabase (supabase) Storage RLS Security Upload rejected with RLS violation that no policy can satisfy (objects schema check & policy scope) #50714 Accepted Answer
Supabase (supabase) Auth & GoTrue Runtime Cloudflare Turnstile captcha validation failure on mobile & service_role bypass #50758 Solution Verified
Supabase (supabase) Connection Pooler (Supavisor) Persistent Session Pooler auth failure after database password reset (ETS cache eviction runbook) #50800 Runbook Provided
Supabase (supabase) PostgreSQL & Supavisor TLS Managed Shared Pooler to Postgres encryption model, internal VPC loopback & pg_stat_ssl #50379 Architectural Review
GitHub Community (community) Git Core & macOS Transport macOS upgrade network handshake failure & keychain credential resolution #208386 Accepted Answer
GitHub Community (community) Git Provenance & Caching Sidebar contributor list caching desync with Git Insights graph #208456 Accepted Answer

Accepted Community Solutions (Live Dynamic Feed)

Repository Technical Discussion Accepted Solution Solved Date Status
supabase/supabase Disk IO issue #50871 2026-09-25 Accepted Answer
supabase/supabase Storage: upload rejected with RLS violation that no policy can satisfy (TO public also fails) #50714 2026-09-22 Accepted Answer
community/community Sidebar contributor list shows cached contributor though Insights graph is clean #208456 2026-09-21 Accepted Answer
community/community macOS 27 upgrade and now I can't fetch #208386 2026-09-20 Accepted Answer
supabase/supabase Managed Shared Supavisor rejects valid custom role credentials after SCRAM verification passes #50553 2026-09-20 Accepted Answer

Tech Stack & Tooling

Languages & Core Runtimes

Languages

Machine Learning & AI Engineering

ML Frameworks

Infrastructure, Databases & Cloud

Infrastructure

Frontend & Full-Stack Systems

Frontend

Contribution Analytics

GitHub Contribution Streak

Flagship Projects & Systems

  • codexmap: Real-time self-healing multi-agent cockpit for code generation, AST dependency mapping, and context drift prevention.
  • clura-v2: Self-hosted OAuth 2.0 and OpenID Connect identity provider built with Bun, Express, Next.js, and PostgreSQL.
  • Saathi: AI grief companion architecture featuring low-latency multimodal video and real-time session recovery.
  • parity: Automated financial reconciliation engine detecting transactional anomalies across frozen bank statements and internal ledgers.

Contact & Collaboration

Pinned Loading

  1. cable-rfp-automation cable-rfp-automation Public

    Autonomous Multi-Agent AI System for B2B government cable RFP discovery, technical SKU specification matching, BOQ pricing, and automated bid generation.

    Python 1

  2. codexmap codexmap Public

    Real-time self-healing multi-agent cockpit for code generation, AST dependency mapping, and context drift prevention.

    JavaScript 1

  3. Prava-Restock Prava-Restock Public

    Autonomous Restock & SaaS Renewal Agent powered by Prava Session API, predictive depletion modeling, and deterministic financial guardrails.

    Python 1

  4. SynthDoc SynthDoc Public

    Multi-modal AI framework for detecting synthetic & forged Indian identity documents (PAN, Aadhaar, Passport, UPI QR).

    Python 1