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some things i've built, and tools i use that i've fixed.
ragguard
creator · jun 2026
static security scanner for rag pipelines — detects injection, hardcoded secrets, auth gaps, ssrf, and more in python codebases
read the story →achievements
- 11 scanners: filter injection, nosql/sql injection, hardcoded secrets, ssrf, command injection, insecure deserialization, tls, auth gaps, secret logging, resource safety
- published on pypi as ragsec — pip install ragsec
- 400+ downloads in the first weeks, zero promotion
- html + markdown report generation with severity badges and remediation guidance
technologies
mem0 — ai memory layer contributions
contributor · jun 2026 - present
fixing critical bugs across the python and typescript sdks for mem0, an open source ai memory layer with 51k+ stars
achievements
- 36 merged prs across every vector store backend: chromadb, pgvector, pinecone, mongodb, weaviate, milvus, redis, elasticsearch, azure ai search, databricks, neptune, upstash
- llm provider fixes: anthropic, bedrock, litellm, gemini, ollama
- async memory and the server layer, each with targeted regression tests
technologies
ds-agents
creator · apr 2026 - present
multi-agent data science system inspired by google's ds-star research
achievements
- 7 specialized agents: analyzer, planner, coder, verifier, router, debugger, finalyzer
- langgraph orchestration with azure openai + openai dual provider support
- enterprise data format support — excel, sql exports, csvs
technologies
open source contributions — ray, agno, open-webui, opencode
contributor · 2026
fixes and features shipped across the ai infra and tooling i use day to day
achievements
- agno: fix shipped in v2.6.10
- open-webui: merged pr
- ray: serve pr bounding router retry loops (in review)
technologies
argocd-gitops
creator · jun 2026
gitops kubernetes deployment with argocd — app of apps pattern, applicationsets, helm charts on a kind local cluster
achievements
- app of apps pattern with applicationsets for multi-app deployment
- helm chart templating with environment-specific value overrides
- kind local cluster setup with full gitops workflow
technologies
talkwithdoc
creator · apr 2025
rag application — upload pdfs, pptx, images and chat with them using azure ai search + openai
achievements
- full rag pipeline: upload → parse → chunk → embed → index → query → answer
- hybrid search with azure ai search (keyword + semantic + vector)
- ocr fallback for scanned documents and images
technologies
search-playground
creator · apr 2025
side-by-side comparison of 4 search paradigms: lexical, fuzzy, phonetic, and semantic
achievements
- demonstrates why different search types return different results for the same query
- elasticsearch for traditional search + chromadb for semantic search
technologies
win-rectangle
creator · jan 2026
windows window manager — keyboard-driven window snapping, resizing, and multi-monitor support
achievements
- hotkey-driven window management with size cycling
- multi-monitor support with proper win32 interop
- system tray integration with restore history