eval: threshold=0.62 vector_candidates=100 lexical_candidates=30 rrf_k=60 recency_boost=0.0007 recency_half_life_days=365 name_hit_bonus=0.005

question: 'How do I deploy gitea?'
  gate: best_cosine=0.8528 fts_hits=38 -> HIGH (answer)
  1. deploy/Deployments/reeseapps/gitea/app/playbook.yaml  cosine=0.7640 fts=1 effective=0.03056 created=2026-10-17  (playbook)
  2. deploy/Deployments/reeseapps/gateway/README.md  cosine=0.7736 fts=1 effective=0.02902 created=2026-10-17  (Proxy Server)
  3. homelab/active/container_gitea/gitea.md  cosine=0.7612 fts=1 effective=0.02561 created=2026-10-17  (Gitea)
  4. homelab/active/kubernetes_gitea/gitea-values.yaml  cosine=0.7232 fts=1 effective=0.02512 created=2026-10-17  (gitea-values)
  5. deploy/Deployments/reeseapps/gitea/app/gitea-postgres.env.j2  cosine=0.7159 fts=1 effective=0.02495 created=2026-10-17  (gitea-postgres.env)
  suggested: 1. deploy/Deployments/reeseapps/gitea/app/playbook.yaml  2. deploy/Deployments/reeseapps/gitea/app/gitea-postgres.env.j2  3. deploy/Deployments/reeseapps/gateway/README.md  4. deploy/Deployments/reeseapps/gitea/README.md  5. deploy/Deployments/reeseapps/gitea/app/gitea-web.env.j2

question: 'How do I deploy forgejo?'
  gate: best_cosine=0.7876 fts_hits=37 -> HIGH (answer)
  1. homelab/templates/container/foobar.md  cosine=0.7876 fts=0 effective=0.01709 created=2026-10-17  (Podman foobar)
  2. deploy/Deployments/reeseapps/forgejo/README.md  cosine=0.0000 fts=1 effective=0.01709 created=2026-10-17  (Reeseapps Forgejo)
  3. deploy/Deployments/reeseapps/README.md  cosine=0.7857 fts=0 effective=0.01683 created=2026-10-17  (Deployments)
  4. deploy/Deployments/reeseapps/forgejo/app/forgejo-app.container  cosine=0.0000 fts=1 effective=0.01683 created=2026-10-17  (forgejo-app)
  5. homelab/active/container_bifrost/bifrost.md  cosine=0.7672 fts=0 effective=0.01657 created=2026-10-17  (Podman bifrost)
  suggested: 1. deploy/Deployments/reeseapps/forgejo/README.md  2. deploy/Deployments/reeseapps/forgejo/app/forgejo-app.container  3. deploy/Deployments/reeseapps/forgejo/app/forgejo-app.env.j2  4. deploy/Deployments/reeseapps/forgejo/app/forgejo-postgres.container  5. deploy/Deployments/reeseapps/forgejo/app/forgejo-postgres.env.j2

question: 'How do I set up the gateway?'
  gate: best_cosine=0.7816 fts_hits=37 -> HIGH (answer)
  1. homelab/active/device_shelly/shelly.md  cosine=0.6940 fts=1 effective=0.02509 created=2026-10-17  (Shelly Devices)
  2. deploy/Deployments/reeseapps/forgejo/app/forgejo.network  cosine=0.6727 fts=1 effective=0.02050 created=2026-10-17  (forgejo)
  3. homelab/active/device_framework_16/framework_16.md  cosine=0.7816 fts=0 effective=0.01709 created=2026-10-17  (Framework Laptop 16)
  4. deploy/Deployments/delta/istio/gateway-metallb.yaml  cosine=0.0000 fts=1 effective=0.01709 created=2026-10-17  (gateway-metallb)
  5. homelab/active/device_home_assistant/home_assistant.md  cosine=0.7752 fts=0 effective=0.01683 created=2026-10-17  (Home Assistant)
  suggested: 1. homelab/active/device_shelly/shelly.md  2. deploy/Deployments/delta/istio/gateway-metallb.yaml  3. deploy/Deployments/delta/istio/test-gateway.yaml  4. deploy/Deployments/reeseapps/gateway/README.md  5. deploy/Deployments/reeseapps/gateway/certbot/playbook.yaml

question: 'Do you have notes on the qwen 3.8 27b model?'
  gate: best_cosine=0.7483 fts_hits=31 -> HIGH (answer)
  1. deploy/Deployments/reeseapps/ai/deployments/epic/quadlets/qwen3.8-27b-epic-vulkan.container  cosine=0.7402 fts=1 effective=0.03322 created=2026-10-17  (qwen3.8-27b-epic-vulkan)
  2. deploy/Deployments/reeseapps/ai/deployments/juggernaut/quadlets/qwen3.8-27b-juggernaut-vulkan.container  cosine=0.7142 fts=1 effective=0.03058 created=2026-10-17  (qwen3.8-27b-juggernaut-vulkan)
  3. homelab/active/container_localai/localai.md  cosine=0.6837 fts=1 effective=0.02570 created=2026-10-17  (Local AI with Anything LLM)
  4. homelab/active/software_ai_stack/ai_stack.md  cosine=0.7029 fts=1 effective=0.02545 created=2026-10-17  (Self Hosted AI Stack)
  5. deploy/Deployments/reeseapps/ai/deployments/turbo/quadlets/qwen3.8-flash-next.container  cosine=0.6675 fts=1 effective=0.02491 created=2026-10-17  (qwen3.8-flash-next)
  suggested: 1. deploy/Deployments/reeseapps/ai/deployments/epic/quadlets/qwen3.8-27b-epic-vulkan.container  2. deploy/Deployments/reeseapps/ai/deployments/juggernaut/quadlets/qwen3.8-27b-juggernaut-vulkan.container  3. deploy/Deployments/reeseapps/ai/deployments/turbo/quadlets/qwen3.8-flash-next.container  4. homelab/active/container_localai/localai.md  5. homelab/active/software_ai_stack/ai_stack.md

question: 'What is the capital of Mongolia?'
  gate: best_cosine=0.6070 fts_hits=5 -> HIGH (answer)
  1. deploy/Deployments/reeseapps/README.md  cosine=0.5588 fts=1 effective=0.02382 created=2026-10-17  (Deployments)
  2. homelab/active/container_nginx/nginx.md  cosine=0.6070 fts=0 effective=0.01709 created=2026-10-17  (Ngnix)
  3. homelab/active/container_localai/localai.md  cosine=0.0000 fts=1 effective=0.01709 created=2026-10-17  (Local AI with Anything LLM)
  4. homelab/active/os_arch/arch-workstation.md  cosine=0.6059 fts=0 effective=0.01683 created=2026-10-17  (Workstation)
  5. homelab/active/software_k3s/k3s.md  cosine=0.0000 fts=1 effective=0.01683 created=2026-10-17  (K3S)
  suggested: 1. deploy/Deployments/reeseapps/README.md  2. homelab/active/container_nginx/nginx.md  3. homelab/active/container_localai/localai.md  4. homelab/active/os_arch/arch-workstation.md  5. homelab/active/software_k3s/k3s.md

question: 'How do I build a Besta?'
  gate: best_cosine=0.7078 fts_hits=33 -> HIGH (answer)
  1. homelab/active/container_bifrost/bifrost.md  cosine=0.7078 fts=0 effective=0.01709 created=2026-10-17  (Podman bifrost)
  2. homelab/active/software_distoolbox/arch-build.sh  cosine=0.0000 fts=1 effective=0.01709 created=2026-10-17  (arch-build)
  3. vibe-bot/README.md  cosine=0.6962 fts=0 effective=0.01683 created=2026-10-17  (Vibe Discord Bot with RAG Chat History)
  4. homepage/build.sh  cosine=0.0000 fts=1 effective=0.01683 created=2026-10-17  (build)
  5. vibe-bot/build.sh  cosine=0.0000 fts=1 effective=0.01657 created=2026-10-17  (build)
  suggested: 1. homelab/active/software_distoolbox/arch-build.sh  2. homepage/build.sh  3. vibe-bot/build.sh  4. homelab/active/container_bifrost/bifrost.md  5. vibe-bot/README.md

question: 'How do I build the BESTÅ?'
  gate: best_cosine=0.6969 fts_hits=33 -> HIGH (answer)
  1. vibe-bot/build.sh  cosine=0.6267 fts=1 effective=0.02519 created=2026-10-17  (build)
  2. homelab/active/container_bifrost/bifrost.md  cosine=0.6969 fts=0 effective=0.01709 created=2026-10-17  (Podman bifrost)
  3. homelab/active/software_distoolbox/arch-build.sh  cosine=0.0000 fts=1 effective=0.01709 created=2026-10-17  (arch-build)
  4. vibe-bot/README.md  cosine=0.6887 fts=0 effective=0.01683 created=2026-10-17  (Vibe Discord Bot with RAG Chat History)
  5. homepage/build.sh  cosine=0.0000 fts=1 effective=0.01683 created=2026-10-17  (build)
  suggested: 1. vibe-bot/build.sh  2. homelab/active/software_distoolbox/arch-build.sh  3. homepage/build.sh  4. homelab/active/container_bifrost/bifrost.md  5. vibe-bot/README.md
EXIT=0
