● SYS_STATUS: NOMINAL // AUTH: ED25519 // 10 SOLO SYSTEMS // 13 AUTOMATIONS // LOC: HYDERABAD [17.3850° N, 78.4867° E] // LATENCY: 12ms // ⌘K CONSOLE
$ whoami --role // maithresh.sh
Final-year B.Tech CSE @ KMIT Hyderabad (CGPA 7.96/10) · building agentic RAG that works offline and survives production
No inflated claims — every line here is something I can defend in an interview. Final-year B.Tech CSE @ KMIT Hyderabad (CGPA 7.96/10), building agentic RAG outside class: hybrid retrieval, MCP tool orchestration, LangGraph recovery loops. Now hardening TrustRAG verification + pushing CareerOS-Pro to Docker prod.
$ ls stack/ --grouped — full stack detail
- llm.sh — LangChain · LangGraph (self-healing loops, multi-provider routing) · CrewAI · MCP server + client (JSON-RPC 2.0, Composio) · RAG (dense + BM25 + RRF) · cross-encoder rerank · NLI verify · Qdrant · ChromaDB · ONNX · bge-small/base, mpnet · Gemini · NVIDIA NIM · Ollama · llama.cpp · MLX · ReAct/Plan-Execute · memory/checkpointing · LoRA/RLHF. Method: directed AI-orchestrated engineering — architecture owned, implementation delegated.
- automation.sh — n8n ×10 · Make.com · Automation Anywhere (RPA) · Webhooks · REST · Telegram Bot API · Groq Whisper · Redis.
- backend.sh — Python · Java (OOP) · C++ · JS (ES6) · SQL · FastAPI · Granian · Flask · httpx · Pydantic · SQLAlchemy · Node/Express · MongoDB · MySQL · SQLite · Redis · Pandas/NumPy. 26 LeetCode SQL.
- cloud.sh — Docker/Compose · AWS (labs) · Render · Cloudflare Pages · K8s · Jenkins · TF/Keras · sklearn · YOLO · Git · pytest/Vitest/Playwright/k6/Bandit/Trivy. Frontend (supporting): React 19, Framer Motion, Gradio, Bootstrap · Figma.
TrustRAG — AI Reliability Workbench · flagship · FastAPI · React 18 · Qdrant · LangGraph · ONNX · MCP · Docker
route → hybrid retrieve → grounded generate → claim decompose + NLI (one fused call, −62% verify latency) → SHA-256 audit → score vs τ ≥ 0.75 → bounded recover (≤2) → answer / ABSTAIN
- Offline by default: Ollama/llama.cpp/MLX + ONNX
bge-small+ int8 rerank. No API keys. Optional Gemini/NVIDIA NIM. - Perf work: KV-cache quant, flash attention, prompt caching, speculative decoding, adaptive top-k. JWT-HS256 + JTI denylist, SSRF-hardened URLs, Prometheus, A/B framework, MCP server.
- 111 pytest + 15 Vitest + 2 Playwright E2E · k6 p95 < 300 ms · Bandit + Trivy CI gates.
| Build | One line |
|---|---|
| DocuChat | Agentic PDF-RAG (CLI + Gradio): Gemini/Ollama/llama.cpp, Composio MCP routing, SQLite memory. Killed the 3-agent swarm → single agent: 6.8 s → 1.9 s, −68% tokens. |
| CareerOS-Pro | 5 job APIs + async career-page scraper · deterministic normalize, 2-stage dedup (−74% redundant posts) · LangGraph fallback chain · HEAD+Firecrawl verify · /agents/health · Docker. |
| Resume Crew | CrewAI resume↔JD matcher, evidence-only report (zero invented skills), 8-workflow Gradio + CLI, offline Ollama default, telemetry off. |
| Game Dev Crew | Designer→Dev→QA pipeline, idea → playable WASM game (pygbag + ngrok). Fixed launcher-overwrite + async-loop freeze. |
$ run workbench --select-system→ live pipeline simulators + interview defenses on maithresh.sh.
$ ls agents/more/ — SkillMap · SalaryInsights · Inbox Summarizer · Blog Crew · CourseFinder
- SkillMap — live India job search (Tavily+JSearch), checkpointed follow-ups.
- SalaryInsights — Glassdoor/AmbitionBox/PayScale/Levels.fyi via Firecrawl MCP, sourced answers.
- Inbox Summarizer — Gmail URGENT/NEEDS REPLY/FYI triage; drafts only, never sends.
- Blog Crew / CourseFinder — topic→edited post; Tavily+YouTube learning paths, grounded only.
Ai-Workflow-Automations — 10 n8n (agentic Shopping Assistant w/ voice + Redis memory · Learning-Path→Docs+Calendar · Internship Applier · Job Tracker · digests) · 2 Make.com (Sheets→Gemini social pipeline · Telegram resume agent) · 1 Automation Anywhere RPA reminder bot (Try-Catch row safety).
PodEase Pro ● LIVE — Lovable → n8n webhook → Gemini script → Murf TTS, idea-to-audio.
- CrimeSleuth (4) — trained 14-class crime-scene classifier (Colab,
.pth) + YOLO Flask inference → Gemini reports. · SignatureSense (4) — integrated pre-trained Keras.h5verifier + preprocessing/tests. - KMIT B.Tech CSE 2023–2027 · DSA · OS · DBMS · Networks · SE · Cloud (AWS) · Cyber Security. Extras: F5-TTS Kaggle voice-clone · FoodMunch Bootstrap page.
StudyComrade Data Analytics (EDA on Amazon dataset) · Outskill AI Mastermind (assistants/GPTs, Claude Artifacts, generative media, AI-built sites).
Pac-Man regenerates daily via .github/workflows/pacman.yml → output branch (abozanona/pacman-contribution-graph) — grid recolored post-generate to the maithresh.sh cyan ramp. Trigger once manually in Actions after push.
📫 maithresh.sh · LinkedIn · maithreshvaddi16@gmail.com — open to AI/ML, GenAI, Agentic AI, Automation internships. Hyderabad / remote.
