Mohammed Affan

Developer · MLOps & AI Infrastructure

• Build AI agents, model integrations, APIs, and workflow automation for the Pollinations platform.
• Extended the MCP server with tools for image batches, video generation, multimodal analysis, transcription, search, and pricing; added dynamic model discovery and API-key authentication.
• Contribute to Polli across Discord, GitHub, and OpenAI-compatible APIs, connecting repository search, session context, caller-scoped tools, model routing, and streamed responses.
• Moved repository embeddings into Cloudflare Vectorize with incremental indexing, batched embedding requests, and removal of vectors for deleted files.
• Replaced per-user database update subprocesses with batched operations and concurrent API validation; isolated Cloudflare shell execution in disposable containers without caller credentials.

Developer · AI Systems & Automation

• Connect AI infrastructure through automations and workflows, connecting models, services, and agent modules across cloud and local environments.

Ouroboros

2026 · Independent researcher & developer · Research in development

• Develop language-model research prototypes in PyTorch under local hardware constraints; retain unpublished architecture and implementation details privately.
• Evaluate mechanisms independently against explicit baselines; document ablations, limitations, and negative findings in a public research notebook.
• Public output is a research log. No published paper or public benchmark result is claimed.

Sylph

2026 · Independent systems developer · Private implementation in development

• Develop a Rust-based AI runtime exploring local inference, task-driven learning, and peer-to-peer exchange of model adapters.
• Separate model backends through an inference contract; implement adapter compatibility and payload-integrity checks in the exchange path.
• Develop adapter-composition checks and adversarial tests, with local and Kubernetes/Helm deployment tooling. Public overview available; implementation remains private.

Memory-Arc

2025 · Independent developer · Public Python implementation

• Built configurable memory infrastructure connecting recent conversation history to persistent vector retrieval, with AI, heuristic, hybrid, and disabled processing modes.
• Separated configuration, JSON persistence, asynchronous memory interfaces, and model-provider adapters.

Repository intelligence

2026 · Independent developer · Private Rust tooling in development

• Develop local repository-analysis tooling using Rust, Tree-sitter, SQLite, and FTS5 for language structure, persistence, and evidence retrieval.
• Build explicit validation context to distinguish stored results from evidence about the current source state.

Agent evaluation environments

2026 · Environment developer · Public OpenEnv hackathon projects

• Built simulation environments for evidence-based investigation, with procedural scenarios, MCP tools, state transitions, and reward components.
• Added adversarial tests for reward shortcuts and evidence gathering; developed an adversary that advances during investigation and adapts to containment actions.

Application engineering

2026 · Application developer · Private web, mobile & 3D implementations

• Built a Flutter records and reporting application with Supabase integration, insights screens, PDF tooling, and automated builds.
• Developed a Next.js presentation builder with research, outline, image-generation routes, streamed results, and editing interfaces.
• Built SceneForge with typed scene descriptions, incremental JSON parsing, and streamed updates to an interactive Three.js scene.

MS Ramaiah Polytechnic