ImmanuelAI

Immanuel Peter

MTS Intern @ Tensormesh · CS, Physics, Math @ UChicago '28

I'm a Member of Technical Staff Intern at Tensormesh!

Check out my latest work - Vision Tower Bench.

My Hugging Face datasets have a total of 18,072 downloads.

Need a quick crash course on me? Check out my resume.

Immanuel Peter

Experience

Member of Technical Staff Intern

Tensormesh

March 2026 - Present

Foster City, CA

  • Contributed upstream to LMCache, adding a coordinator endpoint for listing pinned cache entries and per-key access tracking in the key directory.
  • Shipped 35 PRs and 100+ commits across 9 company repos spanning various services.
  • Integrated Arize Phoenix into Tensormesh's observability stack, emitting OpenInference LLM traces from the router for all requests, and shipped SDK and CLI tooling for inspecting traces and spans.
  • Reworked the Prometheus metrics for TTFT, throughput, and other rollups that power the serverless observability dashboards.
  • Built an orchestrator microservice that pins prompts in LMCache asynchronously during inference, and exposed pin management through the API, SDK, and CLI.
  • Built a KV cache discovery interface on top of the LMCache Coordinator API to browse cached keys, tokens, and utilization across engines.
  • Led an internal research effort on key weighting for long-context inference, from evals to writeups.

Software Engineer Intern

Quantum Rings

June 2025 - August 2025

Chicago, IL

  • Delivered 19 PRs, 43 contributions, and 15 completed GitHub issues across the internship, adding ~15K LOC and removing ~3.6K LOC while reviewing code and driving schema refactors.
  • Migrated execution data from the user entity to a dedicated relational table with FKs, modularizing schema and ensuring test suite stability with no performance regression.
  • Implemented a telemetry aggregation background worker (AWS SQS + TypeORM) to asynchronously roll up user execution activity, improving scalability and simplifying downstream analytics queries.
  • Designed and deployed queue-driven execution processing to decouple heavy telemetry operations from the API, reducing request latency and enabling horizontal scaling.
  • Built full-stack admin analytics dashboards with NestJS, Next.js, and Recharts, integrating SQL time-bucket aggregation and timezone-safe filtering to track user growth, active usage, and execution volume.

Open Source

LMCache

LMCache/LMCache

Python

  • Added a coordinator endpoint for listing pinned cache entries.
  • Added per-key access tracking to the coordinator key directory.

Brev CLI

brevdev/brev-cli

Go

  • Authored the core rsync-first file-transfer implementation with automatic SCP fallback and unit coverage

Pyrefly

facebook/pyrefly

Rust · Python

  • Submitted an upstream Rust cleanup standardizing the error-summary module and imports from 'summarise' to 'summarize'.

vLLM Production Stack

vllm-project/production-stack

Kubernetes · Helm

  • Landed router volume and mount support for read-only root filesystems and corrected the default NVIDIA runtime class with regenerated CRD manifests.

Projects

Vision Tower Bench

A benchmark that isolates the vision Tower from the rest of a VLM. Probes frozen Towers across recognition, geometry, correspondence, and occlusion, with paired bootstrap intervals and published Tower extracts on Hugging Face.

CompletedPythonPyTorchHugging Faceuv

Postplan

A publishing service for HTML documents built for agents. Each document gets its own subdomain and an append-only version history via a token-authenticated API, with S3-compatible storage and Cloudflared tunneling.

CompletedTypeScriptFastifyDrizzlePostgreSQLS3GarageCloudflared

Hostess

Docker Compose for Production: a declarative stack config is compiled into production K8s, with automated builds, service discovery, managed databases, secrets, Git-native previews, and framework-aware observability.

CompletedGocontroller-runtimeKubernetesCloudNativePGBuildKitDockerPrometheusGrafanaOTelTempoPulumiAzureGCP

Redis Operator

A Kubernetes operator for Redis, inspired by CloudNativePG. Supports standalone, sentinel, and cluster modes with direct pod and PVC management. Implements a fencing-first failover strategy to prevent split-brain scenarios and ensure data consistency during node failures.

CompletedGoKubernetesRedisOperator SDKSentinel

AutoMoE

A modular, multi-task self-driving system based on a Mixture-of-Experts (MoE) architecture. Uses specialized neural networks for specific perception tasks and a gating network to combine their outputs, aiming for a more modular, interpretable, and efficient model for navigating complex environments.

CompletedPythonPyTorchCUDACARLAHugging Face

Grok Review

Turns any public GitHub PR URL into a streaming AI code review powered by Grok 4.5. Paste a PR link, and get instant, line-by-line feedback on logic, style, and potential bugs — streamed in real time.

CompletedNext.jsTypeScriptGrok APIGitHub APIPostgreSQL

Education

University of Chicago Seal

Computer Science

Bachelor of Science

University of Chicago

September 2024 - June 2028

Relevant Courses:
  • Introduction to Computer Science I
  • Introduction to Computer Science II
  • Systems Programming I
  • Systems Programming II
  • Mathematical Foundations of Machine Learning
  • Discrete Mathematics
  • Theory of Algorithms
  • Machine Learning
  • Foundations of Distributed Systems
University of Chicago Seal

Physics

Bachelor of Arts

University of Chicago

September 2024 - June 2028

Relevant Courses:
  • Mechanics
  • Electricity and Magnetism
  • Waves, Optics, and Heat
  • Intermediate Mechanics
  • Quantum Mechanics I
  • Quantum Mechanics II
  • Statistical and Thermal Physics
  • Experimental Physics I
University of Chicago Seal

Mathematics

Bachelor of Arts

University of Chicago

September 2024 - June 2028

Relevant Courses:
  • Introduction to Proofs in Analysis
  • Abstract Linear Algebra
  • Analysis in Rn I
  • Analysis in Rn II
  • Analysis in Rn III
  • Basic Algebra I