Open Source Projects
Explore our public repositories. Standardized layouts, clean code structures, and comprehensive documentation to jumpstart your building process.
Tokenizer Visualizer Studio
Interactive workspace for visualizing BPE (Byte Pair Encoding) tokenization, vocabulary mappings, and character offsets.
Master subword tokenization, vocabulary mapping, character offset mapping, and token ID translation.
Subword Tokenization & Character Offset Mapping
Hyperparameter Playground
Interactive settings playground to experiment with Neural Network parameters like temperature, top-p, and penalties.
Understand the visual impact of temperature, top-p, top-k, and frequency/presence penalties on LLM completions.
Temperature, Softmax Projections & Sampling Mechanics
Context Window Dashboard
Diagnostic diagnostics utility to inspect token budget usage, chat history expansion, and memory truncation suggestions.
Inspect token budget allocation, model memory constraints, dynamic chat history truncation, and system prompt overhead.
Context Window Token Budgeting & RAG Trimming
Mini Attention Notebook
A Python-based interactive visual guide to attention matrices, QKV projection layers, causal masking weights, and head dimensions.
Compute QKV matrix projections, dot-product attention scores, and causal masking values from mathematical formulas.
Dot Product Self-Attention Calculations
DevJam Hub Portal
The premium static website representing the DevJam engineering lab, optimized for fast loading and glassmorphic layouts.
Learn Next.js Static Export, tailored CSS token architectures, and responsive glassmorphic layouts.
Next.js Static Export & Tailored CSS Tokens System
Distributed Rate Limiter
Fault-tolerant rate-limiting microservice architecture using Redis Token Bucket and sliding window logs.
Architect a production-ready rate-limiting microservice using Redis and Token Bucket algorithms.
Redis Cache Clusters & Token Bucket Algorithms
Automated Canary Pipeline
Multi-ring deployment orchestrations using virtual containers and warning-free automated compiler test workflows.
Implement advanced containerized CI/CD test actions and multi-ring canary release patterns.
GitHub Actions Workflows & Docker Multi-Stage Deploys
Big-O Complexity Benchmarker
An automated compiler analysis and micro-benchmarking tool that compares custom JS/TS script executions and graphs complexity results.
Profile raw Javascript execution time-steps, identify scale constraints, and build dynamic plots using the Canvas API.
Runtime Profiling & Execution Math Complexity