{"input":"self-hostable agent ops platform with task DAG free CPU friendly","target":"agents, multi-agent, self-hosted, orchestration, llmops"}
{"input":"looking for job hunt multi-agent CV citations kanban MIT licensed","target":"agents, rag, career, citations, kanban"}
{"input":"I want portfolio agentic germany nextjs studio systems","target":"nextjs, portfolio, agents, studio, web"}
{"input":"repo that does looking for advanced retrieval lab with contextual chunking and MRR for LLMOps","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build docker compose local RAG lab with hybrid search llmops local docker with evals","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"career agents rag chat citations cloudflare pages","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"portfolio project: mission control for AI coding agents terminal grid for LLMOps","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"browser multi-agent terminal grid for cursor-agent and Codex","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"open source sentence transformers MiniLM for agentic semantic search free CPU friendly","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"hharsha agentic-systems-minilm sentence similarity","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"open source local-first coding agent dashboard dry-run sandbox dashboard local-first sandbox MIT licensed","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"example of retrieval eval space recall@k gradio for LLMOps","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"search: docker compose local RAG lab with hybrid search free CPU friendly","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"show me self-hostable multi-agent operations platform with task DAG and evals open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"retrieval eval space recall@k gradio free CPU friendly","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"open source looking for personal site showcasing agentic AI projects for LLMOps","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"typescript fastapi react rag pgvector evaluation retrievallab","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build studio space landing agentic systems hharsha typescript","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"looking for multi-agent orchestration with MCP and observability for LLMOps","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"I want huggingface \/ space \/ cpu \/ gradio \/ rag \/ demo python","target":"gradio, rag, cpu, huggingface-space, embeddings"}
{"input":"looking for Kubernetes Terraform deploy multi-agent ops platform with docker","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"github project: self-improving sovereign AI agent that pays for its own compute python agents experimental for LLMOps","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"portfolio project: looking for tiny PEFT adapter not full 7B weights peft agents lora MIT licensed","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"peft lora smollm agents rag agentic-rag-lora","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"portfolio llmops studio huggingface-space cpu","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"repo that does job \/ hunt \/ multi-agent \/ CV \/ citations \/ kanban production ready","target":"agents, rag, career, citations, kanban"}
{"input":"how to build looking for multi-agent CV tailoring with evidence citations MIT licensed","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"CareerAgent FastAPI React pgvector company research","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"how to build local-first command center for Cursor Claude Codex agents javascript local-first agents production ready","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"show me sovereign autonomous agent pays for compute with docker","target":"agents, experimental, autonomous, sovereign-ai"}
{"input":"github project: browser multi-agent terminal grid for cursor-agent and Codex developer-tools typescript multi-agent","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"query: gradio cards for agentic systems and RAG python","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"looking for looking for multi-agent orchestration with cost governance and guardrails evals docker llmops MIT licensed","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"I want MiniLM embeddings fine-tuned for agentic RAG docs typescript","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"coding-agents typescript multi-agent mcp developer-tools","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"example of lightweight embeddings not a 7B generative model MIT licensed","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"agents rag portfolio llmops website","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"repo that does agent portfolio Gradio space industrial AI RAG free CPU friendly","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"query: Gradio Space CPU demo RAG chunk embed retrieve free CPU friendly","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"query: hharsha agent portfolio huggingface space portfolio agents gradio for LLMOps","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"I want PEFT LoRA T5 small for github tag generation agents with evals","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"portfolio project: local first coding agent OS dry run sandbox with evals","target":"agents, local-first, coding-agents, sandbox, dry-run"}
{"input":"dashboard for AI coding agents already on the machine","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"looking for browser RAG lab without paid GPU","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"example of looking for multi-agent orchestration with MCP and observability production ready","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"reranking pgvector rag hybrid-search react","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"open source agent for pays compute autonomous sovereign for LLMOps","target":"agents, experimental, autonomous, sovereign-ai"}
{"input":"show me looking for agentic IDE browser terminal grid Cursor lane for LLMOps","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"looking for document QA with ChromaDB and evaluation suite","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"search: hharsha agentic-rag-lora peft smollm peft smollm agents free CPU friendly","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"looking for RetrievalLab FastAPI React pgvector hybrid search with evals","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"hharsha agent portfolio huggingface space","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"hharsha98 portfolio agentic systems studio","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"need a hharsha98 portfolio agentic systems studio react web nextjs for LLMOps","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"retrieval lab demo huggingface space cpu","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"open source upload pdf hybrid retrieval citations space with docker","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"show me agentic IDE with terminal grid and kanban for coding agents developer-tools mcp tauri free CPU friendly","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"looking for local-first agent OS react typescript local-first react typescript with docker","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"search: fastapi react pgvector hybrid search agents with docker","target":"fastapi, react, pgvector, rag, hybrid-search, agents"}
{"input":"vibespace agentic development environment typescript tauri","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"github project: eval harness recall@k faithfulness groundedness RAG python","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"example of local-first coding agent dashboard dry-run sandbox python","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"looking for hybrid search rerank demo huggingface space gradio rag hybrid-search","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"repo that does Control Tower RAG tools evals audit trails for founders MIT licensed","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"query: docker compose local RAG lab with hybrid search","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"search: looking for multi-agent orchestration with MCP and langgraph for sales ops multi-agent evals langgraph with evals","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"need a Kubernetes Terraform deploy multi-agent ops platform llmops devops kubernetes free CPU friendly","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"how to build RetrievalLab Gradio space hybrid search reranking hybrid-search rag reranking python","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"example of multi-agent ops with MCP tools Docker Kubernetes Terraform terraform llmops kubernetes typescript","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"pdf ingestion embeddings retrieval citations streamlit evaluation python chromadb with evals","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"example of docker compose local RAG lab with hybrid search MIT licensed","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"self-replicating agent concept portfolio project","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"search: Agentic Systems Studio Hugging Face space portfolio cards with docker","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"example of public website for RAG LLMOps agent products with evals","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: self-replicating agent concept portfolio project python experimental agents typescript","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"agentic-rag-lora: PEFT LoRA adapter on SmolLM-135M for short agentic\/RAG instruction style. Adapter weights only \u2014 load base SmolLM then attach. Not a 7B chat model.","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"open source AI agents for applications tracker cost metering production ready","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"CareerAgent: Job-hunt multi-agent platform: cited chat over a CV, live company research, CV tailoring anchored to evidence, Kanban application tracker, with cost metering. FastAPI + React + pgvector; deployed on HF Spaces + Cloudflare Pages.","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"open source multi-agent ops platform python fastapi docker python docker fastapi with docker","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"example of career agents rag chat citations cloudflare pages python","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"nextjs portfolio agentic systems studio germany production ready","target":"nextjs, portfolio, agents, studio, web"}
{"input":"open source fastapi react pgvector hybrid search agents MIT licensed","target":"fastapi, react, pgvector, rag, hybrid-search, agents"}
{"input":"query: sentence transformers MiniLM for agentic semantic search","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"search: agentic-systems-studio.com live labs RAG multi-agent nextjs rag web with evals","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"example of Automaton experimental autonomous agent economics python agents experimental free CPU friendly","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"I want llmops multi-agent docker k8s terraform scaffolding with evals","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"I want PEFT LoRA T5 small for github tag generation agents for LLMOps","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"enterprise multi-agent revenue ops platform python","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"query: self-improving sovereign AI agent that pays for its own compute python experimental agents MIT licensed","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"AI engineer portfolio for RAG and multi-agent systems","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"portfolio project: MCP tool registry for multi agent platforms with evals","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"portfolio project: RAG hybrid search recall@k cross-encoder reranking typescript","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"AgentFleet tool-using agents goal DAG production ops","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"I want LLMOps traces evals cost metering guardrails production agents","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"looking for multi-agent orchestration with cost governance and guardrails","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"Agentic Systems Studio: Public studio website for Hanumanthu Harsha Vardhan (Nuremberg): live labs, local-first tools, and shipping products across agents, RAG, and LLMOps on AWS\/GCP.","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"looking for local first coding agent OS dry run sandbox open source","target":"agents, local-first, coding-agents, sandbox, dry-run"}
{"input":"RAG hybrid search recall@k MRR cross-encoder rerank","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"Portable multi-agent operations lab: orchestration, RAG with citations, MCP-style tool registry, traces\/observability, Docker\/Kubernetes and Terraform scaffolding. Separate from AgentFleet; focused on business ops portability.","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"Agentic Systems Studio AWS GCP portfolio","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"industrial-ai rag portfolio gradio agents","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"Agent OS dry-run dashboard sandboxed workspace","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"Kubernetes Terraform deploy multi-agent ops platform for LLMOps","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"how to build Agent OS dry-run dashboard sandboxed workspace typescript javascript local-first python","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"example of industrial AI agent portfolio space for LLMOps","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"I want local \/ first \/ coding \/ agent \/ OS \/ dry \/ run \/ sandbox python","target":"agents, local-first, coding-agents, sandbox, dry-run"}
{"input":"need a lightweight embeddings not a 7B generative model rag embeddings cpu python","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"show me industrial AI agent portfolio space rag portfolio agents typescript","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"show me vibespace agentic development environment typescript tauri python","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"example of self-replicating agent concept portfolio project experimental agents python free CPU friendly","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"I want observability OpenTelemetry traces for agent runs","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"looking for langgraph supervisor worker agents with tool calling with evals","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"portfolio project: simple RAG project python streamlit chromadb chromadb evaluation python with evals","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"side by side coding agents in one browser window","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"example of sentence transformers MiniLM for agentic semantic search minilm semantic-search agents MIT licensed","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"need a run Claude Code and Codex side by side with shared memory","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"pgvector reranking evals retrieval hybrid-search","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"docker compose local RAG lab with hybrid search","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"open source streamlit PDF chat with ChromaDB and citations with evals","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"github project: nextjs portfolio agentic systems studio germany free CPU friendly","target":"nextjs, portfolio, agents, studio, web"}
{"input":"query: Gradio Space CPU demo RAG chunk embed retrieve production ready","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"show me looking for multi-agent orchestration with MCP and observability with evals","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"portfolio project: local \/ first \/ coding \/ agent \/ OS \/ dry \/ run \/ sandbox free CPU friendly","target":"agents, local-first, coding-agents, sandbox, dry-run"}
{"input":"AgentOps Studio RAG citations observability traces mcp terraform llmops typescript","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"agentgrid: BridgeSpace-inspired agentic development environment \u2014 mission control for running multiple AI coding agents side by side in one browser window. Cursor lane, intentionally separate from Vibespace\/vibedeck.","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"portfolio project: langgraph supervisor worker agents with tool calling open source","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"github project: pgvector hybrid retrieval citations for document QA hybrid-search pgvector citations for LLMOps","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"github project: RAG hybrid search recall@k cross-encoder reranking rag pgvector react with evals","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"repo that does local-first coding agent dashboard dry-run sandbox typescript","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"nextjs coding-agents bridgespace terminal multi-agent","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"open source multi-agent ops with MCP tools Docker Kubernetes Terraform production ready","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"looking for MCP tool registry for multi-agent platforms multi-agent registry mcp free CPU friendly","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"search: studio website agents rag llmops nextjs agents nextjs web with evals","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: multi-agent kanban dispatching Claude Code and Codex for LLMOps","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"I want career agents rag chat citations cloudflare pages with docker","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"autonomous agents compute domains experimental python","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"looking for multi-agent CV tailoring with evidence citations","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"looking for personal site showcasing agentic AI projects","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"domain adapted MiniLM for multi-agent project search","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"query: Gradio Space CPU demo RAG chunk embed retrieve cpu embeddings gradio free CPU friendly","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"how to build how to measure retrieval recall@k and MRR in a RAG app react typescript evaluation python","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"I want hharsha agent portfolio huggingface space","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"repo that does docker compose local RAG lab with hybrid search with docker","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"search: huggingface \/ space \/ cpu \/ gradio \/ rag \/ demo MIT licensed","target":"gradio, rag, cpu, huggingface-space, embeddings"}
{"input":"how to build SmolLM LoRA adapter for agentic RAG instructions smollm rag lora open source","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"github project: self-hostable agent fleet with cost governance with docker","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"portfolio project: hharsha agentic-systems-minilm sentence similarity open source","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"example of fastapi react pgvector hybrid search agents with docker","target":"fastapi, react, pgvector, rag, hybrid-search, agents"}
{"input":"I want self-replicating agent concept portfolio project experimental python agents with docker","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"portfolio project: dashboard for AI coding agents already on the machine open source","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"self-hostable multi-agent operations platform with task DAG and evals","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"chat with documents chromadb eval harness","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"I want AI engineer portfolio for RAG and multi-agent systems MIT licensed","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"I want looking for portfolio space of multi-agent projects for LLMOps","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"query: gradio agents portfolio landing page space typescript","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"portfolio project: looking for multi-agent orchestration with MCP and langgraph for sales ops free CPU friendly","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"agentic IDE with terminal grid and kanban for coding agents","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"github project: CareerAgent FastAPI React pgvector company research agents python rag production ready","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"search: observability OpenTelemetry traces for agent runs production ready","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"looking for agentic IDE browser terminal grid Cursor lane","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"need a AgentFleet tool-using agents goal DAG production ops agents docker llmops open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"how to build platform ops DAG self-hostable task agent with","target":"agents, multi-agent, self-hosted, orchestration, llmops"}
{"input":"need a FastAPI Next.js agent backend with Docker Compose MIT licensed","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"RetrievalLab Gradio space hybrid search reranking gradio reranking rag python","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"query: multi-agent ops with MCP tools Docker Kubernetes Terraform agents mcp python typescript","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"looking for zero-cost RAG demo space with citations","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"example of portfolio react typescript live labs RAG agents free CPU friendly","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"search: gradio cards for agentic systems and RAG portfolio gradio agents","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"javascript typescript react agents local-first agent os","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"multi-agent kanban dispatching Claude Code and Codex MIT licensed","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"repo that does fastapi react pgvector hybrid search agents with evals","target":"fastapi, react, pgvector, rag, hybrid-search, agents"}
{"input":"open source RAG hybrid search recall@k MRR cross-encoder rerank evals recall-at-k retrieval with docker","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"repo that does RevenueOps multi-agent control tower supervisor workers production ready","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"query: portfolio react typescript live labs RAG agents free CPU friendly","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"RevenueOps multi-agent control tower supervisor workers","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"example of nextjs portfolio agentic systems studio germany typescript","target":"nextjs, portfolio, agents, studio, web"}
{"input":"how to build langgraph mcp tools traces evals guardrails open source","target":"langgraph, mcp, tools, observability, evals, guardrails"}
{"input":"sentence transformers MiniLM for agentic semantic search for LLMOps","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"search: looking for zero-cost RAG demo space with citations free CPU friendly","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"query: hharsha agentic-rag-lora peft smollm","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"Retrieval Lab Demo: Free CPU Gradio\/static demo: upload a PDF, chunk, embed with MiniLM (ONNX), retrieve top-k, answer with citations. Companion to RetrievalLab.","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"example of self-hostable agent fleet with cost governance MIT licensed","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"simple RAG project python streamlit chromadb chromadb rag python","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"show me pgvector hybrid retrieval citations for document QA retrieval document-qa pgvector python","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"I want free CPU space showing multi-agent portfolio free CPU friendly","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"agentic-systems-minilm: Sentence embedding model: light domain adaptation of all-MiniLM-L6-v2 for semantic search over agentic \/ RAG \/ LLMOps project docs. Embeddings only \u2014 not a generative 7B demo.","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"Enterprise-style RevenueOps multi-agent AI control tower for founders and COOs. A supervisor agent coordinates specialists for sales, support, customer communication, engineering handoff, risk checks, evals, and audit trails \u2014 with RAG and live tools.","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"agentic IDE with terminal grid and kanban for coding agents typescript agents multi-agent","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"github project: chat with documents chromadb eval harness open source","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"repo that does eval harness recall@k faithfulness groundedness RAG free CPU friendly","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"query: sentence transformers MiniLM for agentic semantic search rag semantic-search agents typescript","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"I want browser multi-agent terminal grid for cursor-agent and Codex typescript agents nextjs with evals","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"portfolio project: portfolio react typescript live labs RAG agents web react typescript typescript","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"query: huggingface space cpu gradio rag demo with docker","target":"gradio, rag, cpu, huggingface-space, embeddings"}
{"input":"how to build streamlit PDF chat with ChromaDB and citations MIT licensed","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"portfolio project: MCP tool registry for multi agent platforms open source","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"looking for streamlit PDF chat with ChromaDB and citations python","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"parameter efficient adapter for agentic text generation","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"I want agents \/ rag \/ llmops \/ mcp \/ observability \/ docker production ready","target":"agents, rag, llmops, mcp, observability, docker"}
{"input":"MCP tool registry for multi-agent platforms","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"show me multi-agent kanban dispatching Claude Code and Codex python","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"github project: looking for local agent control panel with gated machine access javascript local-first react for LLMOps","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"need a multi-agent CV job kanban hunt citations open source","target":"agents, rag, career, citations, kanban"}
{"input":"need a looking for research on agents that fund their own runtime python experimental agents open source","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"query: FastAPI Next.js agent backend with Docker Compose free CPU friendly","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"show me nextjs portfolio agentic systems studio germany MIT licensed","target":"nextjs, portfolio, agents, studio, web"}
{"input":"query: looking for personal site showcasing agentic AI projects for LLMOps","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"llmops multi-agent docker k8s terraform scaffolding","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"repo that does AgentOps Studio RAG citations observability traces with evals","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"how to build fleet of agents with eval harness and cost metering open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"run Claude Code and Codex side by side with shared memory","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"looking for kubernetes terraform multi-agent workforce platform typescript","target":"kubernetes, terraform, agents, multi-agent, llmops"}
{"input":"example of gradio agents portfolio landing page space cpu web agents MIT licensed","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"search: looking for multi-agent orchestration with MCP in a desktop tool developer-tools multi-agent tauri free CPU friendly","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"query: sovereign \/ autonomous \/ agent \/ pays \/ for \/ compute open source","target":"agents, experimental, autonomous, sovereign-ai"}
{"input":"search: looking for document QA with ChromaDB and evaluation suite","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"Next.js portfolio for agentic AI engineer Germany","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"github project: local-first agent OS react typescript agents typescript react with evals","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"repo that does looking for multi-agent orchestration with MCP in a desktop tool mcp developer-tools agents python","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"Agent OS: Local-first command center for coding agents already on the machine (Cursor, Claude, Codex, Hermes). Dry-run by default, sandboxed workspace, gated machine control. React\/TypeScript dashboard.","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"local-first agent OS react typescript","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"need a docker observability agents llmops mcp rag python","target":"agents, rag, llmops, mcp, observability, docker"}
{"input":"embeddings chromadb pdf citations streamlit","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"Automaton experimental autonomous agent economics python agents experimental free CPU friendly","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"open source multi-agent workforce kubernetes terraform platform open source","target":"kubernetes, terraform, agents, multi-agent, llmops"}
{"input":"Public studio website for Hanumanthu Harsha Vardhan (Nuremberg): live labs, local-first tools, and shipping products across agents, RAG, and LLMOps on AWS\/GCP.","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"github project: multi-agent ops platform python fastapi docker multi-agent evals agents open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"dashboard typescript react agents dry-run","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"agentic-systems-studio.com live labs RAG multi-agent","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: fleet of agents with eval harness and cost metering with docker","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"portfolio project: Hugging Face space MiniLM ONNX retrieval lab demo gradio embeddings rag MIT licensed","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"example of hharsha98 portfolio agentic systems studio MIT licensed","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"python fastapi react rag agents pgvector careeragent","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"repo that does agents rag llmops mcp observability docker python","target":"agents, rag, llmops, mcp, observability, docker"}
{"input":"search: simple RAG project python streamlit chromadb rag python evaluation typescript","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"Gradio Space CPU demo RAG chunk embed retrieve","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"MiniLM embeddings fine-tuned for agentic RAG docs embeddings sentence-transformers cpu with docker","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"open source observability OpenTelemetry traces for agent runs free CPU friendly","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"repo that does Gradio Space CPU demo RAG chunk embed retrieve gradio retrieval cpu with evals","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"portfolio react typescript live labs RAG agents","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"I want pgvector hybrid retrieval citations for document QA for LLMOps","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"repo that does RetrievalLab FastAPI React pgvector hybrid search rag react typescript","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"audit supervisor revenue-ops evals rag","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"AgentOps Studio RAG citations observability traces","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"need a looking for studio site agentic systems Nuremberg free CPU friendly","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"RevenueOps Agent Control Tower: Enterprise-style RevenueOps multi-agent AI control tower for founders and COOs. A supervisor agent coordinates specialists for sales, support, customer communication, engineering handoff, risk checks, evals, and audit trails \u2014 with RAG and live tools.","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"repo that does looking for multi-agent orchestration with MCP in a desktop tool mcp agents tauri open source","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"multi-agent ops platform python fastapi docker","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"open source Gradio Space CPU demo retrieval augmented generation chunk embed retrieve for LLMOps","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"portfolio project: browser multi-agent terminal grid for cursor-agent and Codex MIT licensed","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"search: observability mcp llmops agents rag docker with evals","target":"agents, rag, llmops, mcp, observability, docker"}
{"input":"looking for studio site agentic systems Nuremberg","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"open source retrieval augmented generation hybrid search recall@k MRR cross-encoder rerank open source","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"looking for Hugging Face space MiniLM ONNX retrieval lab demo embeddings gradio cpu open source","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"repo that does looking for multi-agent orchestration with MCP and observability typescript","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"query: autonomous agents compute domains experimental python python experimental agents with docker","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"how to measure retrieval recall@k and MRR in a RAG app","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"open source parameter efficient adapter for agentic text generation lora agents peft","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"github project: MCP tool registry for multi-agent platforms","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"need a for compute pays agent sovereign autonomous production ready","target":"agents, experimental, autonomous, sovereign-ai"}
{"input":"huggingface-space evals gradio rag retrieval","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"show me eval harness recall@k faithfulness groundedness RAG python","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"portfolio gcp studio agents website","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"multi-agent ops with MCP tools Docker Kubernetes Terraform","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"looking for sentence transformers MiniLM for agentic semantic search free CPU friendly","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"retrieval citations onnx rag embeddings","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"need a Agentic Systems Studio AWS GCP portfolio free CPU friendly","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"need a local-first command center for Cursor Claude Codex agents local-first agents javascript typescript","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"open source eval harness recall@k faithfulness groundedness RAG with evals","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"repo that does fastapi \/ react \/ pgvector \/ hybrid \/ search \/ agents python","target":"fastapi, react, pgvector, rag, hybrid-search, agents"}
{"input":"RAG hybrid search recall@k cross-encoder reranking","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build retrieval lab demo huggingface space cpu onnx gradio rag free CPU friendly","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"Self-hostable multi-agent operations platform: chat with tool-using agents, hand the orchestrator a goal and watch it execute as a live task DAG, with production-grade evals, cost governance, and guardrails.","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"example of Agentic Systems Studio portfolio site nextjs typescript","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"show me industrial AI agent portfolio space for LLMOps","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"how to build local-first command center for Cursor Claude Codex agents with evals","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"I want looking for agentic IDE browser terminal grid Cursor lane production ready","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"looking for looking for multi-agent orchestration with cost governance and guardrails fastapi llmops evals","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"open source Agentic Systems Studio portfolio site nextjs nextjs typescript react","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"BridgeSpace-inspired agentic development environment \u2014 mission control for running multiple AI coding agents side by side in one browser window. Cursor lane, intentionally separate from Vibespace\/vibedeck.","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"query: local-first coding agent dashboard dry-run sandbox open source","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"multi-agent llmops fastapi docker cost-governance","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"Job-hunt multi-agent platform: cited chat over a CV, live company research, CV tailoring anchored to evidence, Kanban application tracker, with cost metering. FastAPI + React + pgvector; deployed on HF Spaces + Cloudflare Pages.","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"repo that does LLMOps traces evals cost metering guardrails production agents python","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"how to build side by side coding agents in one browser window developer-tools multi-agent typescript with evals","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"query: free CPU Gradio RAG demo PDF chunk embed retrieve cite with docker","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"example of enterprise multi-agent revenue ops platform python python","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"need a observability OpenTelemetry traces for agent runs typescript","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"portfolio project: HF space for advanced RAG retrieval metrics","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"need a looking for multi-agent orchestration with model context protocol and observability for LLMOps","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"repo that does self-hostable agent fleet with cost governance production ready","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"search: multi-agent kanban dispatching Claude Code and Codex python","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"hybrid-search evals retrieval reranking huggingface-space","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"nextjs portfolio agentic systems studio germany","target":"nextjs, portfolio, agents, studio, web"}
{"input":"streamlit RAG chat with PDF citations and LLM-as-judge","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"self-improving agents experimental sovereign-ai compute","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"LLMOps traces evals cost metering guardrails production agents evals guardrails llmops with evals","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"query: RAG hybrid search recall@k MRR cross-encoder rerank typescript","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"open source streamlit PDF chat with ChromaDB and citations production ready","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"search: looking for CPU agent demo plan tools answer trace cpu web agents python","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"AgentFleet: Self-hostable multi-agent operations platform: chat with tool-using agents, hand the orchestrator a goal and watch it execute as a live task DAG, with production-grade evals, cost governance, and guardrails.","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"search: upload pdf hybrid retrieval citations space free CPU friendly","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"query: supervisor agent coordinating sales support and risk agents langgraph observability python production ready","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"open source RAG hybrid search recall@k MRR cross-encoder rerank retrieval recall-at-k evals python","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"Agentic Systems Studio portfolio site nextjs","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"example of Kubernetes Terraform deploy multi-agent ops platform free CPU friendly","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"portfolio project: pgvector hybrid retrieval citations for document QA retrieval document-qa rag MIT licensed","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"open source self-hostable agent fleet with cost governance with docker","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"github project: streamlit RAG chat with PDF citations and LLM-as-judge open source","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"open source mission control for AI coding agents terminal grid tauri multi-agent typescript open source","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"github project: run Claude Code and Codex side by side with shared memory python","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"I want AI engineer portfolio for RAG and multi-agent systems react typescript web for LLMOps","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"example of AI agents for applications tracker cost metering rag python pgvector typescript","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"MiniLM embeddings fine-tuned for agentic RAG docs","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"example of MCP tool registry for multi-agent platforms with evals","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"example of self-hostable agent fleet with cost governance with docker","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"example of PEFT LoRA T5 small for github tag generation agents python","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"portfolio project: eval harness recall@k faithfulness groundedness RAG with docker","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"RAG Chat with Documents: Chat with your PDFs: ingestion, embeddings, ChromaDB retrieval with citations, Streamlit UI, and an LLM-as-judge evaluation suite for answer quality.","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"gradio cards for agentic systems and RAG","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"github project: Control Tower RAG tools evals audit trails for founders python langgraph multi-agent typescript","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"multi-agent agents terminal nextjs typescript","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"python agents llmops mcp rag docker kubernetes terraform agentops studio","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"github project: side by side coding agents in one browser window typescript nextjs agents typescript","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"search: demo huggingface space gradio cpu rag production ready","target":"gradio, rag, cpu, huggingface-space, embeddings"}
{"input":"business multi-agent platform with tool registry and traces agents mcp rag with evals","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"search: FastAPI Next.js agent backend with Docker Compose open source","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"I want looking for document QA with ChromaDB and evaluation suite chromadb python rag python","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"example of hharsha agentic-systems-minilm sentence similarity free CPU friendly","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"tauri mcp coding-agents agents kanban","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"show me looking for research on agents that fund their own runtime with docker","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"looking for portable agent workforce platform with IaC","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"agentic-systems-studio.com live labs RAG multi-agent llmops web nextjs production ready","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"docker observability orchestration terraform llmops","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"github project: Agentic Systems Studio AWS GCP portfolio nextjs agents web free CPU friendly","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"supervisor agent coordinating sales support and risk agents","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"example of public website for RAG LLMOps agent products llmops nextjs rag open source","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: studio website agents rag llmops nextjs with evals","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"I want hharsha agentic-rag-lora peft smollm rag lora peft for LLMOps","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"business multi-agent platform with tool registry and traces MIT licensed","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"query: autonomous agents compute domains experimental python for LLMOps","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"example of eval harness recall@k faithfulness groundedness RAG llmops faithfulness evals python","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"open source retrieval lab demo huggingface space cpu gradio rag onnx production ready","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"search: agentic IDE with terminal grid and kanban for coding agents with evals","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"example of retrieval eval space recall@k gradio reranking hybrid-search rag with docker","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"open source pgvector hybrid retrieval citations for document QA with docker","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"need a lightweight embeddings not a 7B generative model open source","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"free CPU space showing multi-agent portfolio","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"Agent OS dry-run dashboard sandboxed workspace local-first javascript agents MIT licensed","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"search: Cloudflare Pages FastAPI agents job hunt CV RAG for LLMOps","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"gradio portfolio agents cpu llmops","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"open source langgraph supervisor worker agents with tool calling python","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"show me job hunt agents RAG over CV with citations and Kanban fastapi react rag free CPU friendly","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"gradio agents rag portfolio agent portfolio space","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"Agentic Systems Studio Space: Static\/Gradio landing for Agentic Systems Studio: project cards plus a small plan-tools-answer agent trace that runs on free CPU.","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"eval harness recall@k faithfulness groundedness RAG","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"github project: how to measure retrieval recall@k and MRR in a RAG app typescript","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"agents cpu text-generation adapters smollm","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"embeddings streamlit pdf evals chromadb","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"mission control for AI coding agents terminal grid","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"observability OpenTelemetry traces for agent runs","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"I want FastAPI Next.js agent backend with Docker Compose MIT licensed","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"lightweight embeddings not a 7B generative model","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"repo that does Agentic Systems Studio AWS GCP portfolio","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"multi-agent kanban dispatching Claude Code and Codex","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"AgentOps Studio: Portable multi-agent operations lab: orchestration, RAG with citations, MCP-style tool registry, traces\/observability, Docker\/Kubernetes and Terraform scaffolding. Separate from AgentFleet; focused on business ops portability.","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"looking for small CPU embedding model for RAG semantic search sentence-transformers cpu rag python","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"search: LLMOps traces evals cost metering guardrails production agents python","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"how to build chat with documents chromadb eval harness production ready","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"example of local-first coding agent dashboard dry-run sandbox","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"repo that does free CPU Gradio RAG demo PDF chunk embed retrieve cite rag cpu onnx python","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"Hand-built portfolio site for shipped RAG and multi-agent AI systems \u2014 live labs, local-first tools, and products. React\/TypeScript front end for Agentic Systems Studio.","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"portfolio project: self-hostable agent fleet with cost governance open source","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"multi-agent ops platform python fastapi docker for LLMOps","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"gradio rag cpu onnx embeddings retrieval lab demo","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"open source FastAPI Next.js agent backend with Docker Compose docker llmops agents for LLMOps","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"free CPU Gradio RAG demo PDF chunk embed retrieve cite","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"how to build looking for portable agent workforce platform with IaC python terraform llmops MIT licensed","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"langgraph supervisor worker agents with tool calling","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"need a retrieval lab demo huggingface space cpu gradio onnx cpu with evals","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"agentgrid BridgeSpace-inspired coding agent mission control","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"example of FastAPI Next.js agent backend with Docker Compose","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"example of free CPU Gradio RAG demo PDF chunk embed retrieve cite cpu onnx rag open source","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"search: LLMOps traces evals cost metering guardrails production agents production ready","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"open source agentic-systems-studio.com live labs RAG multi-agent for LLMOps","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: job hunt multi-agent CV citations kanban","target":"agents, rag, career, citations, kanban"}
{"input":"search: multi-agent kanban dispatching Claude Code and Codex open source","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"show me self-hostable agent ops platform with task DAG MIT licensed","target":"agents, multi-agent, self-hosted, orchestration, llmops"}
{"input":"query: job \/ hunt \/ multi-agent \/ CV \/ citations \/ kanban python","target":"agents, rag, career, citations, kanban"}
{"input":"show me SmolLM LoRA adapter for agentic RAG instructions peft rag lora free CPU friendly","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"visible RAG pipeline query transformation and eval","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"business multi-agent platform with tool registry and traces","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"portfolio project: fleet of agents with eval harness and cost metering open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"how to build huggingface \/ space \/ cpu \/ gradio \/ rag \/ demo python","target":"gradio, rag, cpu, huggingface-space, embeddings"}
{"input":"query: RetrievalLab FastAPI React pgvector hybrid search evaluation react rag with evals","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build langgraph evals guardrails tools traces mcp python","target":"langgraph, mcp, tools, observability, evals, guardrails"}
{"input":"fleet of agents with eval harness and cost metering","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"show me looking for zero-cost RAG demo space with citations onnx gradio rag with docker","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"how to build vibespace agentic development environment typescript tauri multi-agent mcp developer-tools with docker","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"open source observability OpenTelemetry traces for agent runs production ready","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"sentence-transformers rag minilm semantic-search cpu","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"how to build multi agent kanban dispatching Claude Code and Codex MIT licensed","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"Next.js portfolio for agentic AI engineer Germany agents rag portfolio production ready","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"github project: pdf ingestion embeddings retrieval citations streamlit free CPU friendly","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"Automaton: Experimental sovereign-agent concept: agents that can provision compute, register domains, and fund their own runtime \u2014 exploring self-improving, self-replicating agent economics (research\/portfolio, not a production product).","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"Gradio Space portfolio overview of agentic and RAG projects by hharsha \u2014 cards, links, and short demos for industrial AI \/ LLMOps themes.","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"github project: looking for document QA with ChromaDB and evaluation suite typescript","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"self-improving sovereign AI agent that pays for its own compute","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"search: HF space for advanced RAG retrieval metrics hybrid-search reranking rag MIT licensed","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"repo that does Cloudflare Pages FastAPI agents job hunt CV retrieval augmented generation","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"Cloudflare Pages FastAPI agents job hunt CV RAG","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"search: looking for tiny PEFT adapter not full 7B weights production ready","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"repo that does Gradio Space CPU demo RAG chunk embed retrieve for LLMOps","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"multi-agent developer tools typescript nextjs","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"github project: agent coding sandbox OS local run dry first for LLMOps","target":"agents, local-first, coding-agents, sandbox, dry-run"}
{"input":"search: self-hostable multi-agent operations platform with task DAG and evals agents fastapi evals open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"show me CareerAgent FastAPI React pgvector company research fastapi pgvector python typescript","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"sentence transformers MiniLM for agentic semantic search","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"query: free CPU space showing multi-agent portfolio for LLMOps","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"show me cpu demo space gradio rag huggingface free CPU friendly","target":"gradio, rag, cpu, huggingface-space, embeddings"}
{"input":"Control Tower RAG tools evals audit trails for founders","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"I want streamlit PDF chat with ChromaDB and citations MIT licensed","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"example of multi-agent developer tools typescript nextjs typescript","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"need a llmops multi-agent docker k8s terraform scaffolding for LLMOps","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"FastAPI Next.js agent backend with Docker Compose","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"Agent OS dry-run dashboard sandboxed workspace agents local-first javascript typescript","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"query: Hugging Face space MiniLM ONNX retrieval lab demo with evals","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"how to build RAG hybrid search recall@k MRR cross-encoder rerank","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"need a RetrievalLab Gradio space hybrid search reranking reranking gradio hybrid-search free CPU friendly","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"portfolio project: CPU-friendly LoRA for agents and RAG docs with docker","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"search: kubernetes \/ terraform \/ multi-agent \/ workforce \/ platform with docker","target":"kubernetes, terraform, agents, multi-agent, llmops"}
{"input":"Gradio Space companion for RetrievalLab: experiment with hybrid search, reranking, and retrieval metrics in a browser without PRO GPU.","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"local-first coding agent dashboard dry-run sandbox","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"LLMOps traces evals cost metering guardrails production agents","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"repo that does chat with documents chromadb eval harness with docker","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"portfolio project: career agents rag chat citations cloudflare pages","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"upload pdf hybrid retrieval citations space","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"open source PEFT LoRA T5 small for github tag generation agents agents tags text2text-generation MIT licensed","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"PEFT LoRA T5 small for github tag generation agents with docker","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"query: PEFT LoRA T5 small for github tag generation agents agents text2text-generation t5","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"github project: langgraph supervisor worker agents with tool calling python","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"looking for research on agents that fund their own runtime","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"query: multi-agent developer tools typescript nextjs with docker","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"github project: agent portfolio Gradio space industrial AI RAG production ready","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"portfolio project: AI agents for applications tracker cost metering with docker","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"need a dashboard for AI coding agents already on the machine typescript agents javascript with docker","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"agentgrid BridgeSpace-inspired coding agent mission control MIT licensed","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"looking for RevenueOps multi-agent control tower supervisor workers multi-agent rag evals for LLMOps","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"open source how to measure retrieval recall@k and MRR in a RAG app MIT licensed","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"show me agentgrid BridgeSpace-inspired coding agent mission control free CPU friendly","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"github project: Kubernetes Terraform deploy multi-agent ops platform production ready","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"repo that does local-first coding agent dashboard dry-run sandbox MIT licensed","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"streamlit PDF chat with ChromaDB and citations","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"portfolio project: vibespace agentic development environment typescript tauri for LLMOps","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"looking for self-hostable agent fleet with cost governance open source","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"query: tools traces mcp guardrails langgraph evals open source","target":"langgraph, mcp, tools, observability, evals, guardrails"}
{"input":"python langgraph agents multi-agent rag evals observability revenueops agent control tower","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"query: LLMOps traces evals cost metering guardrails production agents with docker","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"looking for portfolio space of multi-agent projects","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"retrieval eval space recall@k gradio","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"query: domain adapted MiniLM for multi-agent project search sentence-transformers cpu embeddings MIT licensed","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"looking for local agent control panel with gated machine access local-first agents javascript free CPU friendly","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"repo that does free CPU space showing multi-agent portfolio cpu gradio agents production ready","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"show me FastAPI Next.js agent backend with Docker Compose docker fastapi agents","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"looking for tiny PEFT adapter not full 7B weights","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"search: job hunt agents RAG over CV with citations and Kanban python react fastapi typescript","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"search: Kubernetes Terraform deploy multi-agent ops platform open source","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"search: FastAPI Next.js agent backend with Docker Compose typescript","target":"fastapi, nextjs, agents, docker, fullstack, llmops"}
{"input":"Static\/Gradio landing for Agentic Systems Studio: project cards plus a small plan-tools-answer agent trace that runs on free CPU.","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"portfolio project: guardrails evals tools mcp traces langgraph free CPU friendly","target":"langgraph, mcp, tools, observability, evals, guardrails"}
{"input":"github project: studio space landing agentic systems hharsha free CPU friendly","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"rag job-hunt fastapi kanban react","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"query: Agentic Systems Studio Hugging Face space portfolio cards gradio cpu agents python","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"looking for multi-agent orchestration with MCP and langgraph for sales ops python","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"gradio rag hybrid-search reranking retrievallab space","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"show me autonomous agents compute domains experimental python python agents experimental MIT licensed","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"Experimental sovereign-agent concept: agents that can provision compute, register domains, and fund their own runtime \u2014 exploring self-improving, self-replicating agent economics (research\/portfolio, not a production product).","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"open source CPU-friendly LoRA for agents and RAG docs open source","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"show me hybrid search rerank demo huggingface space reranking hybrid-search gradio python","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"repo that does AgentOps Studio RAG citations observability traces open source","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"query: agentgrid BridgeSpace-inspired coding agent mission control free CPU friendly","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"I want Agentic Systems Studio portfolio site nextjs with docker","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"search: sentence transformers MiniLM for agentic semantic search typescript","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"I want supervisor agent coordinating sales support and risk agents evals rag langgraph open source","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"example of looking for multi-agent CV tailoring with evidence citations","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"dry agent coding run sandbox local OS first with evals","target":"agents, local-first, coding-agents, sandbox, dry-run"}
{"input":"github project: platform kubernetes workforce multi-agent terraform for LLMOps","target":"kubernetes, terraform, agents, multi-agent, llmops"}
{"input":"repo that does parameter efficient adapter for agentic text generation for LLMOps","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"how to build compute autonomous pays for sovereign agent with evals","target":"agents, experimental, autonomous, sovereign-ai"}
{"input":"typescript nextjs agents multi-agent developer-tools agentgrid","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"looking for upload pdf hybrid retrieval citations space gradio rag cpu MIT licensed","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"looking for multi-agent orchestration with MCP in a desktop tool","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"repo that does docker compose local RAG lab with hybrid search","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"repo that does Kubernetes Terraform deploy multi-agent ops platform typescript","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"example of pgvector hybrid retrieval citations for document QA","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"query: Cloudflare Pages FastAPI agents job hunt CV retrieval augmented generation typescript","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"PEFT LoRA T5 small for github tag generation agents","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"looking for sovereign agent for autonomous compute pays for LLMOps","target":"agents, experimental, autonomous, sovereign-ai"}
{"input":"I want fastapi react pgvector hybrid search agents open source","target":"fastapi, react, pgvector, rag, hybrid-search, agents"}
{"input":"query: hharsha agent portfolio huggingface space free CPU friendly","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"python fastapi agents multi-agent llmops evals docker agentfleet","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"fastapi agents pgvector react cost-metering","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"simple RAG project python streamlit chromadb","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"Agentic Systems Studio Hugging Face space portfolio cards","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"example of AI engineer portfolio for RAG and multi-agent systems production ready","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"RetrievalLab: Advanced RAG made visible: contextual chunking, hybrid search, cross-encoder reranking, query transformation, and retrieval eval (recall@k, MRR). FastAPI + React + pgvector, designed for \u20ac0\/mo hosting.","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"show me looking for multi agent orchestration with MCP and observability python","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"portfolio project: studio space landing agentic systems hharsha python","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"web nextjs agents rag llmops agentic systems studio","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"repo that does AgentFleet tool-using agents goal DAG production ops","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"python streamlit rag chromadb evaluation rag chat with documents","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"I want CPU-friendly LoRA for agents and RAG docs typescript","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"AI agents for applications tracker cost metering","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"repo that does looking for multi-agent CV tailoring with evidence citations production ready","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"portfolio project: hharsha agentic-systems-minilm sentence similarity embeddings rag sentence-transformers with docker","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"github project: looking for personal site showcasing agentic AI projects with evals","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"I want langgraph supervisor worker agents with tool calling with docker","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"hharsha agentic-rag-lora peft smollm","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"query: looking for browser RAG lab without paid GPU gradio hybrid-search reranking open source","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"I want Control Tower RAG tools evals audit trails for founders observability langgraph agents with evals","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"job hunt agents RAG over CV with citations and Kanban","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"nextjs rag agents studio web","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"supervisor agent coordinating sales support and risk agents open source","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"github project: Next.js portfolio for agentic AI engineer Germany web nextjs agents with evals","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"open source observability OpenTelemetry traces for agent runs with docker","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"llmops docker cost-governance multi-agent orchestration","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"portfolio project: visible RAG pipeline query transformation and eval evaluation fastapi typescript","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"github project: Next.js portfolio for agentic AI engineer Germany with docker","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"how to build docker compose local RAG lab with hybrid search free CPU friendly","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"github project: side by side coding agents in one browser window typescript nextjs developer-tools","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"I want Cloudflare Pages FastAPI agents job hunt CV RAG rag citations agents with docker","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"search: RAG hybrid search recall@k MRR cross-encoder rerank production ready","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"search: PEFT LoRA T5 small for github tag generation agents text2text-generation agents t5 open source","target":"peft, lora, t5, text2text-generation, agents, tags"}
{"input":"dry-run dashboard sandbox agents coding-agents","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"need a LLMOps traces evals cost metering guardrails production agents MIT licensed","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"show me observability OpenTelemetry traces for agent runs with docker","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"self-hostable agent fleet with cost governance","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"example of with agent DAG ops platform task self-hostable free CPU friendly","target":"agents, multi-agent, self-hosted, orchestration, llmops"}
{"input":"pdf ingestion embeddings retrieval citations streamlit","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"I want RAG hybrid search recall@k MRR cross-encoder rerank production ready","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"Agent Portfolio Space: Gradio Space portfolio overview of agentic and RAG projects by hharsha \u2014 cards, links, and short demos for industrial AI \/ LLMOps themes.","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"gradio agents portfolio landing page space","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"need a agent portfolio Gradio space industrial AI RAG rag portfolio agents typescript","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"query: llmops multi-agent docker k8s terraform scaffolding agents docker llmops typescript","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"open source visible RAG pipeline query transformation and eval with docker","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"open source Next.js portfolio for agentic AI engineer Germany with evals","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"PEFT LoRA adapter on SmolLM-135M for short agentic\/RAG instruction style. Adapter weights only \u2014 load base SmolLM then attach. Not a 7B chat model.","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"gradio agents cpu web agentic systems studio space","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"looking for advanced retrieval lab with contextual chunking and MRR","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"pgvector hybrid retrieval citations for document QA","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"Open-source agentic development environment: run Claude Code, cursor-agent, Codex and shells side by side in a terminal grid, with a kanban board that dispatches them, shared agent memory, and multi-agent orchestration (TypeScript\/Tauri).","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"agent portfolio Gradio space industrial AI RAG","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"how to build RevenueOps multi-agent control tower supervisor workers python","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"Kubernetes Terraform deploy multi-agent ops platform","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"need a langgraph supervisor worker agents with tool calling free CPU friendly","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"Sentence embedding model: light domain adaptation of all-MiniLM-L6-v2 for semantic search over agentic \/ RAG \/ LLMOps project docs. Embeddings only \u2014 not a generative 7B demo.","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"I want looking for studio site agentic systems Nuremberg llmops nextjs agents MIT licensed","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: looking for multi-agent orchestration with model context protocol and observability for LLMOps","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"Agentic Systems Studio Portfolio: Hand-built portfolio site for shipped RAG and multi-agent AI systems \u2014 live labs, local-first tools, and products. React\/TypeScript front end for Agentic Systems Studio.","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"looking for Gradio Space CPU demo RAG chunk embed retrieve cpu retrieval gradio typescript","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"portfolio project: local-first coding agent dashboard dry-run sandbox MIT licensed","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"typescript react nextjs web agentic systems studio portfolio","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"need a looking for research on agents that fund their own runtime agents python experimental typescript","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"Advanced RAG made visible: contextual chunking, hybrid search, cross-encoder reranking, query transformation, and retrieval eval (recall@k, MRR). FastAPI + React + pgvector, designed for \u20ac0\/mo hosting.","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build looking for multi-agent orchestration with cost governance and guardrails agents python fastapi typescript","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"I want looking for advanced retrieval lab with contextual chunking and MRR pgvector react typescript MIT licensed","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"example of agents \/ rag \/ llmops \/ mcp \/ observability \/ docker for LLMOps","target":"agents, rag, llmops, mcp, observability, docker"}
{"input":"example of looking for browser RAG lab without paid GPU python","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"open source looking for small CPU embedding model for RAG semantic search typescript","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"looking for mission control for AI coding agents terminal grid open source","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"github project: enterprise multi-agent revenue ops platform python python","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"open source looking for portfolio space of multi-agent projects typescript","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"github project: self-improving sovereign AI agent that pays for its own compute experimental agents python free CPU friendly","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"RetrievalLab FastAPI React pgvector hybrid search","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build looking for local agent control panel with gated machine access javascript agents typescript","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"need a eval harness recall@k faithfulness groundedness RAG for LLMOps","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"query: gradio cards for agentic systems and RAG rag agents portfolio python","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"query: run Claude Code and Codex side by side with shared memory mcp multi-agent agents with docker","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"need a eval harness recall@k faithfulness groundedness RAG open source","target":"evals, rag, recall-at-k, faithfulness, groundedness, llmops"}
{"input":"SmolLM LoRA adapter for agentic RAG instructions","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"portfolio project: Kubernetes Terraform deploy multi-agent ops platform with docker","target":"kubernetes, terraform, docker, agents, llmops, devops"}
{"input":"looking for observability OpenTelemetry traces for agent runs python","target":"observability, agents, llmops, traces, opentelemetry, evals"}
{"input":"looking for looking for small CPU embedding model for RAG semantic search embeddings rag cpu python","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"docker compose local retrieval augmented generation lab with hybrid search python","target":"docker, rag, hybrid-search, local, retrieval, llmops"}
{"input":"example of RAG hybrid search recall@k MRR cross-encoder rerank production ready","target":"rag, hybrid-search, reranking, evals, recall-at-k, mrr, retrieval"}
{"input":"Local-first command center for coding agents already on the machine (Cursor, Claude, Codex, Hermes). Dry-run by default, sandboxed workspace, gated machine control. React\/TypeScript dashboard.","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"public website for RAG LLMOps agent products","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"portfolio project: looking for tiny PEFT adapter not full 7B weights","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"looking for multi-agent orchestration with MCP and langgraph for sales ops","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"query: Automaton experimental autonomous agent economics python","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"how to build hharsha98 portfolio agentic systems studio web react nextjs MIT licensed","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"how to build looking for CPU agent demo plan tools answer trace free CPU friendly","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"query: multi-agent platform kubernetes workforce terraform MIT licensed","target":"kubernetes, terraform, agents, multi-agent, llmops"}
{"input":"show me MCP tool registry for multi-agent platforms multi-agent tools agents","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"example of domain adapted MiniLM for multi-agent project search sentence-transformers embeddings cpu free CPU friendly","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"looking for multi-agent developer tools typescript nextjs nextjs agents multi-agent with evals","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"portfolio project: Cloudflare Pages FastAPI agents job hunt CV RAG for LLMOps","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"smollm adapters text-generation peft rag","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"repo that does pdf ingestion embeddings retrieval citations streamlit open source","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"langgraph supervisor worker agents with tool calling tools orchestration supervisor free CPU friendly","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"typescript tauri agents multi-agent mcp developer-tools vibespace","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"repo that does multi-agent kanban dispatching Claude Code and Codex open source","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"how to build CareerAgent FastAPI React pgvector company research rag pgvector python production ready","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"how to build multi agent kanban dispatching Claude Code and Codex production ready","target":"agents, multi-agent, kanban, coding-agents, developer-tools, orchestration"}
{"input":"github project: streamlit RAG chat with PDF citations and LLM-as-judge chromadb rag streamlit free CPU friendly","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"repo that does self-hostable agent fleet with cost governance free CPU friendly","target":"agents, multi-agent, self-hosted, cost-governance, llmops, docker"}
{"input":"search: visible RAG pipeline query transformation and eval rag pgvector evaluation for LLMOps","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"gradio agents portfolio llmops huggingface-space","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"sentence-transformers embeddings rag cpu agentic-systems-minilm","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"repo that does looking for zero-cost RAG demo space with citations rag onnx cpu with docker","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"repo that does looking for studio site agentic systems Nuremberg web llmops nextjs production ready","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"search: HF space for advanced RAG retrieval metrics open source","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"show me self-hostable DAG with task platform agent ops typescript","target":"agents, multi-agent, self-hosted, orchestration, llmops"}
{"input":"search: streamlit PDF chat with ChromaDB and citations with docker","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"I want pgvector hybrid retrieval citations for document QA free CPU friendly","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"search: job hunt multi-agent CV citations kanban with docker","target":"agents, rag, career, citations, kanban"}
{"input":"RetrievalLab Space: Gradio Space companion for RetrievalLab: experiment with hybrid search, reranking, and retrieval metrics in a browser without PRO GPU.","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"looking for small CPU embedding model for RAG semantic search","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"repo that does job hunt agents RAG over CV with citations and Kanban agents python fastapi with evals","target":"agents, rag, fastapi, react, pgvector, career, job-hunt, citations, kanban, cost-metering"}
{"input":"example of gradio agents portfolio landing page space with evals","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"I want LLMOps traces evals cost metering guardrails production agents observability guardrails cost-governance open source","target":"llmops, evals, observability, cost-governance, guardrails, agents"}
{"input":"repo that does streamlit RAG chat with PDF citations and LLM-as-judge evaluation python streamlit open source","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"portfolio project: Cloudflare Pages FastAPI agents job hunt CV RAG typescript","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"RetrievalLab Gradio space hybrid search reranking","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"looking for CPU agent demo plan tools answer trace","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"repo that does looking for portable agent workforce platform with IaC kubernetes llmops docker","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"repo that does tools evals traces langgraph mcp guardrails","target":"langgraph, mcp, tools, observability, evals, guardrails"}
{"input":"CPU-friendly LoRA for agents and RAG docs","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"open source hybrid search rerank demo huggingface space reranking hybrid-search gradio production ready","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"looking for multi-agent orchestration with MCP and observability","target":"agents, multi-agent, mcp, observability, orchestration, llmops"}
{"input":"github project: looking for browser RAG lab without paid GPU for LLMOps","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"query: multi-agent platform kubernetes workforce terraform with docker","target":"kubernetes, terraform, agents, multi-agent, llmops"}
{"input":"hybrid search rerank demo huggingface space","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"github project: MiniLM embeddings fine-tuned for agentic RAG docs with evals","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"portfolio project: self-hostable multi-agent operations platform with task DAG and evals open source","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"studio space landing agentic systems hharsha","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"show me looking for portable agent workforce platform with IaC with docker","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"show me looking for advanced retrieval lab with contextual chunking and MRR typescript pgvector fastapi for LLMOps","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"query: langgraph supervisor worker agents with tool calling with evals","target":"agents, multi-agent, langgraph, tools, orchestration, supervisor"}
{"input":"Chat with your PDFs: ingestion, embeddings, ChromaDB retrieval with citations, Streamlit UI, and an LLM-as-judge evaluation suite for answer quality.","target":"rag, streamlit, chromadb, citations, evals, pdf, embeddings, document-qa"}
{"input":"how to build docker agents rag observability llmops mcp typescript","target":"agents, rag, llmops, mcp, observability, docker"}
{"input":"repo that does sentence transformers MiniLM for agentic semantic search MIT licensed","target":"embeddings, sentence-transformers, minilm, rag, semantic-search, agents"}
{"input":"example of MCP tool registry for multi-agent platforms MIT licensed","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"I want mcp langgraph guardrails tools traces evals","target":"langgraph, mcp, tools, observability, evals, guardrails"}
{"input":"python agents experimental automaton","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"Automaton experimental autonomous agent economics","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"industrial AI agent portfolio space","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"local-first command center for Cursor Claude Codex agents","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"github project: pgvector hybrid retrieval citations for document QA python","target":"rag, pgvector, citations, hybrid-search, document-qa, retrieval"}
{"input":"need a Agentic Systems Studio Hugging Face space portfolio cards typescript","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"need a SmolLM LoRA adapter for agentic RAG instructions with evals","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"Hugging Face space MiniLM ONNX retrieval lab demo","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"search: parameter efficient adapter for agentic text generation smollm peft agents MIT licensed","target":"peft, lora, smollm, agents, rag, adapters, text-generation, cpu"}
{"input":"query: enterprise multi-agent revenue ops platform python rag langgraph python MIT licensed","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"portfolio project: looking for agentic IDE browser terminal grid Cursor lane typescript","target":"agents, multi-agent, typescript, nextjs, developer-tools, terminal, coding-agents, bridgespace"}
{"input":"terraform llmops mcp kubernetes observability","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"portfolio project: MCP tool registry for multi agent platforms production ready","target":"mcp, agents, multi-agent, tools, registry, llmops"}
{"input":"self-improving agents experimental autonomous compute","target":"agents, experimental, autonomous, self-improving, compute, sovereign-ai"}
{"input":"need a looking for CPU agent demo plan tools answer trace free CPU friendly","target":"agents, gradio, cpu, portfolio, huggingface-space, llmops, studio"}
{"input":"Free CPU Gradio\/static demo: upload a PDF, chunk, embed with MiniLM (ONNX), retrieve top-k, answer with citations. Companion to RetrievalLab.","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"github project: business multi-agent platform with tool registry and traces kubernetes python rag for LLMOps","target":"agents, multi-agent, llmops, mcp, rag, observability, docker, kubernetes, terraform, orchestration"}
{"input":"how to build self-hostable \/ agent \/ ops \/ platform \/ with \/ task \/ DAG free CPU friendly","target":"agents, multi-agent, self-hosted, orchestration, llmops"}
{"input":"query: public website for RAG LLMOps agent products nextjs rag agents MIT licensed","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"audit observability supervisor rag evals","target":"agents, multi-agent, langgraph, rag, evals, observability, supervisor, revenue-ops, audit"}
{"input":"query: Gradio Space CPU demo retrieval augmented generation chunk embed retrieve free CPU friendly","target":"gradio, rag, cpu, embeddings, huggingface-space, retrieval"}
{"input":"looking for streamlit PDF chat with ChromaDB and citations citations streamlit chromadb open source","target":"rag, streamlit, chromadb, citations, pdf, document-qa"}
{"input":"agents nextjs portfolio web react","target":"portfolio, nextjs, react, typescript, agents, rag, web, studio"}
{"input":"looking for Next.js portfolio for agentic AI engineer Germany python","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"looking for local agent control panel with gated machine access","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"example of studio website agents rag llmops nextjs open source","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"semantic-search agents sentence-transformers rag cpu","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"onnx cpu embeddings gradio huggingface-space","target":"rag, gradio, cpu, onnx, embeddings, citations, huggingface-space, retrieval"}
{"input":"query: AgentFleet tool-using agents goal DAG production ops fastapi docker agents production ready","target":"agents, multi-agent, llmops, evals, fastapi, docker, orchestration, guardrails, cost-governance"}
{"input":"studio website agents rag llmops nextjs","target":"portfolio, website, agents, rag, llmops, nextjs, studio, aws, gcp"}
{"input":"HF space for advanced RAG retrieval metrics","target":"rag, gradio, hybrid-search, reranking, evals, huggingface-space, retrieval"}
{"input":"I want Cloudflare Pages FastAPI agents job hunt CV RAG MIT licensed","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"open source Cloudflare Pages FastAPI agents job hunt CV RAG MIT licensed","target":"agents, rag, fastapi, career, cloudflare, citations"}
{"input":"I want local-first agent OS react typescript typescript","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"search: Next.js portfolio for agentic AI engineer Germany with docker","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"repo that does looking for portfolio space of multi-agent projects typescript","target":"agents, rag, gradio, portfolio, huggingface-space, llmops, industrial-ai"}
{"input":"open source dashboard for AI coding agents already on the machine agents typescript javascript","target":"agents, local-first, react, typescript, dashboard, coding-agents, sandbox, dry-run"}
{"input":"Vibespace: Open-source agentic development environment: run Claude Code, cursor-agent, Codex and shells side by side in a terminal grid, with a kanban board that dispatches them, shared agent memory, and multi-agent orchestration (TypeScript\/Tauri).","target":"agents, multi-agent, mcp, typescript, tauri, terminal, developer-tools, kanban, coding-agents"}
{"input":"show me RAG hybrid search recall@k cross-encoder reranking with evals","target":"rag, hybrid-search, reranking, evals, fastapi, react, pgvector, recall-at-k, mrr, retrieval"}
{"input":"how to build domain adapted MiniLM for multi-agent project search production ready","target":"embeddings, sentence-transformers, minilm, rag, agents, semantic-search, cpu"}
{"input":"query: local-first coding agent dashboard dry-run sandbox","target":"agents, local-first, dashboard, sandbox, coding-agents, dry-run"}
{"input":"looking for Next.js portfolio for agentic AI engineer Germany portfolio studio agents","target":"portfolio, nextjs, agents, rag, web, studio"}
{"input":"search: Next.js portfolio for agentic AI engineer Germany MIT licensed","target":"portfolio, nextjs, agents, rag, web, studio"}