{"schema_version":"onlylabs.public_signal.v1","title":"Clarifai Repo: Clarifai/runners-examples","description":"Clarifai repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/58de4659-c6cd-4eca-b172-d4931bca73b4","json_url":"https://onlylabs.fyi/signals/58de4659-c6cd-4eca-b172-d4931bca73b4/signal.json","generated_at":"2026-06-11T04:09:13.347492+00:00","org":{"slug":"clarifai","name":"Clarifai","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/clarifai","dossier_json_url":"https://onlylabs.fyi/labs/clarifai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/58de4659-c6cd-4eca-b172-d4931bca73b4","signal_json":"https://onlylabs.fyi/signals/58de4659-c6cd-4eca-b172-d4931bca73b4/signal.json","source":"https://github.com/Clarifai/runners-examples","lab_dossier":"https://onlylabs.fyi/labs/clarifai","lab_dossier_json":"https://onlylabs.fyi/labs/clarifai/dossier.json","analysis":"https://onlylabs.fyi/analysis/clarifai","analysis_json":"https://onlylabs.fyi/analysis/clarifai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/clarifai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Clarifai published Clarifai/runners-examples (Python). 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for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/58de4659-c6cd-4eca-b172-d4931bca73b4/signal.json","required":true},{"label":"source","url":"https://github.com/Clarifai/runners-examples","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/clarifai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/clarifai/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Clarifai's repo signal \"Clarifai/runners-examples\" for neocloud strategy."},"semantic_triples":[{"subject":"Clarifai","predicate":"published repo","object":"Clarifai/runners-examples","text":"Clarifai published repo Clarifai/runners-examples."},{"subject":"Clarifai/runners-examples","predicate":"is classified as","object":"repo signal","text":"Clarifai/runners-examples is classified as repo signal."},{"subject":"Clarifai/runners-examples","predicate":"belongs to","object":"repos desk","text":"Clarifai/runners-examples belongs to repos desk."},{"subject":"Clarifai/runners-examples","predicate":"has context","object":"Python","text":"Clarifai/runners-examples has context Python."},{"subject":"Clarifai/runners-examples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/runners-examples has evidence coverage 1 captured evidence page."},{"subject":"Clarifai/runners-examples","predicate":"has captured page count","object":"1","text":"Clarifai/runners-examples has captured page count 1."},{"subject":"Clarifai/runners-examples","predicate":"has readable page count","object":"1","text":"Clarifai/runners-examples has readable page count 1."},{"subject":"Clarifai/runners-examples","predicate":"has related signal count","object":"6","text":"Clarifai/runners-examples has related signal count 6."},{"subject":"Clarifai/runners-examples","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"Clarifai/runners-examples has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"Clarifai/runners-examples","predicate":"has source host","object":"github.com","text":"Clarifai/runners-examples has source host github.com."},{"subject":"Clarifai/runners-examples","predicate":"has lab","object":"Clarifai","text":"Clarifai/runners-examples has lab Clarifai."},{"subject":"Clarifai/runners-examples","predicate":"has signal desk","object":"repos","text":"Clarifai/runners-examples has signal desk repos."},{"subject":"Clarifai/runners-examples","predicate":"has source host","object":"github.com","text":"Clarifai/runners-examples has source host github.com."},{"subject":"Clarifai/runners-examples","predicate":"has repository","object":"Clarifai/runners-examples","text":"Clarifai/runners-examples has repository Clarifai/runners-examples."},{"subject":"Clarifai/runners-examples","predicate":"has language","object":"Python","text":"Clarifai/runners-examples has language Python."},{"subject":"Clarifai/runners-examples","predicate":"has stars","object":"1","text":"Clarifai/runners-examples has stars 1."},{"subject":"Clarifai/runners-examples","predicate":"has notability","object":"Routine examples repo, minimal traction","text":"Clarifai/runners-examples has notability Routine examples repo, minimal traction."},{"subject":"Clarifai/runners-examples","predicate":"has watch term","object":"Infrastructure","text":"Clarifai/runners-examples has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Clarifai published Clarifai/runners-examples (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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This guide walks you through deploying models on Clarifai — from scaffolding a project to running predictions in production. Quick Start Three commands to go from zero to a deployed model: ```bash pip install -U clarifai 1. Authenticate clarifai login 2. Scaffold a model (auto-selects GPU based on model size) clarifai model init --toolkit vllm --model-name Qwen/Qwen3-0.6B 3. Deploy to production (auto-creates all infrastructure) clarifai model deploy ./Qwen3-0.6B ``` The CLI handles compute cluster creation, nodepool setup, image building, and deployment automatically. When it finishes you'll see: ``` ── Ready ────────────────────────────────────────────── Model deployed successfully! Model: https://clarifai.com/you/main/models/qwen3-0-6b Deployment: deploy-qwen3-0-6b-abc123..."},"evidence_pages":[{"url":"https://github.com/Clarifai/runners-examples","final_url":"https://github.com/Clarifai/runners-examples","title":"Clarifai/runners-examples repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:13.347492+00:00","bytes":33451,"raw_path":"49a95db0d05e50d9e771ac7df6e4e79ef78b8a5b2ead226b00dc6c0d7aa43dbd.json","content_hash":"af3c803f2b5d499d08dbd6588bae3302cc2d4a56bf74c57de5932fbfdd7e9e65","excerpt_chars":1200,"truncated":true,"excerpt":"Clarifai/runners-examples Language: Python Stars: 1 Forks: 1 Open issues: 33 Created: 2025-03-28T14:53:32Z Pushed: 2026-05-20T09:22:09Z Default branch: main Fork: no Archived: no README: ![image](https://github.com/user-attachments/assets/b22c9807-f5e7-49eb-b00d-598e400781af) Clarifai Model Deployment [Clarifai](https://www.clarifai.com/) provides an easy-to-use platform to serve AI/ML models in production. This guide walks you through deploying models on Clarifai — from scaffolding a project to running predictions in production. Quick Start Three commands to go from zero to a deployed model: ```bash pip install -U clarifai 1. Authenticate clarifai login 2. Scaffold a model (auto-selects GPU based on model size) clarifai model init --toolkit vllm --model-name Qwen/Qwen3-0.6B 3. Deploy to production (auto-creates all infrastructure) clarifai model deploy ./Qwen3-0.6B ``` The CLI handles compute cluster creation, nodepool setup, image building, and deployment automatically. When it finishes you'll see: ``` ── Ready ────────────────────────────────────────────── Model deployed successfully! Model: https://clarifai.com/you/main/models/qwen3-0-6b Deployment: deploy-qwen3-0-6b-abc123..."}],"related_signals":[{"id":"f59750d7-149f-4d5e-a7da-d34882a27500","url":"https://onlylabs.fyi/signals/f59750d7-149f-4d5e-a7da-d34882a27500","source_url":"https://github.com/Clarifai/skills","title":"Clarifai/skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2026-03-26T20:46:06+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"c4ee3dd1-14cf-4aae-afa0-16d3877c0379","url":"https://onlylabs.fyi/signals/c4ee3dd1-14cf-4aae-afa0-16d3877c0379","source_url":"https://github.com/Clarifai/pipeline-examples","title":"Clarifai/pipeline-examples","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2026-01-15T15:46:39+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"2f25f002-0ddb-4005-81e7-8c13a4a65733","url":"https://onlylabs.fyi/signals/2f25f002-0ddb-4005-81e7-8c13a4a65733","source_url":"https://github.com/Clarifai/pipeline-engine","title":"Clarifai/pipeline-engine","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-07-15T19:15:16+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"c7b16a2b-418d-4ef5-8c03-a52084485fca","url":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca","source_url":"https://github.com/Clarifai/langchain_clarifai","title":"Clarifai/langchain_clarifai","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-06-24T13:59:27+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"f9f513a1-a61b-44d1-8828-1311f67619cd","url":"https://onlylabs.fyi/signals/f9f513a1-a61b-44d1-8828-1311f67619cd","source_url":"https://github.com/Clarifai/clarifai-mcp-server-local","title":"Clarifai/clarifai-mcp-server-local","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-04-08T20:26:44+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"95ec5963-7c52-40d0-b36a-d3c4aa8d7d0f","url":"https://onlylabs.fyi/signals/95ec5963-7c52-40d0-b36a-d3c4aa8d7d0f","source_url":"https://github.com/Clarifai/clarifai-model-utils","title":"Clarifai/clarifai-model-utils","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2024-02-22T17:29:01+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"}]}