{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Repo: fw-ai/fireworks_poe_bot","description":"Fireworks AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119","json_url":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119/signal.json","generated_at":"2026-06-11T04:10:32.335066+00:00","org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/fireworks-ai","dossier_json_url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119","signal_json":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119/signal.json","source":"https://github.com/fw-ai/fireworks_poe_bot","lab_dossier":"https://onlylabs.fyi/labs/fireworks-ai","lab_dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/fireworks-ai","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/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":"Fireworks AI published fw-ai/fireworks_poe_bot (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo fw-ai/fireworks_poe_bot · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/fw-ai/fireworks_poe_bot","source_host":"github.com","occurred_at":"2023-11-03T23:24:23+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Fireworks AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"fw-ai/fireworks_poe_bot","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"9","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/fw-ai/fireworks_poe_bot"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:32.335066+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119/signal.json","dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"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.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/fireworks_poe_bot","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/fireworks-ai/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 Fireworks AI's repo signal \"fw-ai/fireworks_poe_bot\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"published repo","object":"fw-ai/fireworks_poe_bot","text":"Fireworks AI published repo fw-ai/fireworks_poe_bot."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"is classified as","object":"repo signal","text":"fw-ai/fireworks_poe_bot is classified as repo signal."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"belongs to","object":"repos desk","text":"fw-ai/fireworks_poe_bot belongs to repos desk."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has context","object":"Python","text":"fw-ai/fireworks_poe_bot has context Python."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/fireworks_poe_bot has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has captured page count","object":"1","text":"fw-ai/fireworks_poe_bot has captured page count 1."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has readable page count","object":"1","text":"fw-ai/fireworks_poe_bot has readable page count 1."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has related signal count","object":"6","text":"fw-ai/fireworks_poe_bot has related signal count 6."},{"subject":"fw-ai/fireworks_poe_bot","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":"fw-ai/fireworks_poe_bot 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":"fw-ai/fireworks_poe_bot","predicate":"has source host","object":"github.com","text":"fw-ai/fireworks_poe_bot has source host github.com."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/fireworks_poe_bot has lab Fireworks AI."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has signal desk","object":"repos","text":"fw-ai/fireworks_poe_bot has signal desk repos."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has source host","object":"github.com","text":"fw-ai/fireworks_poe_bot has source host github.com."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has repository","object":"fw-ai/fireworks_poe_bot","text":"fw-ai/fireworks_poe_bot has repository fw-ai/fireworks_poe_bot."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has language","object":"Python","text":"fw-ai/fireworks_poe_bot has language Python."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has stars","object":"9","text":"fw-ai/fireworks_poe_bot has stars 9."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has watch term","object":"RL environments","text":"fw-ai/fireworks_poe_bot has watch term RL environments."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has watch term","object":"Infrastructure","text":"fw-ai/fireworks_poe_bot has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Fireworks AI published fw-ai/fireworks_poe_bot (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo fw-ai/fireworks_poe_bot · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"published repo","object":"fw-ai/fireworks_poe_bot","text":"Fireworks AI published repo fw-ai/fireworks_poe_bot."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"is classified as","object":"repo signal","text":"fw-ai/fireworks_poe_bot is classified as repo signal."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"belongs to","object":"repos desk","text":"fw-ai/fireworks_poe_bot belongs to repos desk."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has context","object":"Python","text":"fw-ai/fireworks_poe_bot has context Python."},{"subject":"fw-ai/fireworks_poe_bot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/fireworks_poe_bot has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4a75f8a4-74db-4834-afe9-51b6ca015119","url":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119","json_url":"https://onlylabs.fyi/signals/4a75f8a4-74db-4834-afe9-51b6ca015119/signal.json","source_url":"https://github.com/fw-ai/fireworks_poe_bot","title":"fw-ai/fireworks_poe_bot","summary":"Fireworks AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2023-11-03T23:24:23+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/fw-ai/fireworks_poe_bot"]},"facets":{"repo":"fw-ai/fireworks_poe_bot","language":"Python"},"traction":{"github_stars":9,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/fw-ai/fireworks_poe_bot","final_url":"https://github.com/fw-ai/fireworks_poe_bot","title":"fw-ai/fireworks_poe_bot repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:32.335066+00:00","bytes":11635,"raw_path":"be0a3a8c7b0dc5a751d4c1a9db9cc6d88c9a1689fe28e9b6c8c8054df4449239.json","content_hash":"928840605422cbc26a4c325e4297e6b778df54434d93a91a34f6b5b939374e9c","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/fireworks_poe_bot Description: Infrastructure to run a poe.com bot based on Fireworks.ai hosted models Language: Python License: Apache-2.0 Stars: 9 Forks: 6 Open issues: 3 Created: 2023-11-03T23:24:23Z Pushed: 2025-08-09T16:15:09Z Default branch: main Fork: no Archived: no README: Fireworks Poe Bot This codebase is the underlying implementation of the [Mistral-7B](https://poe.com/fw-mistral-7b) on Poe. 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By default this is port 80. * `FIREWORKS_API_BASE`..."},"evidence_pages":[{"url":"https://github.com/fw-ai/fireworks_poe_bot","final_url":"https://github.com/fw-ai/fireworks_poe_bot","title":"fw-ai/fireworks_poe_bot repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:32.335066+00:00","bytes":11635,"raw_path":"be0a3a8c7b0dc5a751d4c1a9db9cc6d88c9a1689fe28e9b6c8c8054df4449239.json","content_hash":"928840605422cbc26a4c325e4297e6b778df54434d93a91a34f6b5b939374e9c","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/fireworks_poe_bot Description: Infrastructure to run a poe.com bot based on Fireworks.ai hosted models Language: Python License: Apache-2.0 Stars: 9 Forks: 6 Open issues: 3 Created: 2023-11-03T23:24:23Z Pushed: 2025-08-09T16:15:09Z Default branch: main Fork: no Archived: no README: Fireworks Poe Bot This codebase is the underlying implementation of the [Mistral-7B](https://poe.com/fw-mistral-7b) on Poe. This implementation calls into the `accounts/fireworks/models/mistral-7b-instruct-4k` model from [fireworks.ai](https://app.fireworks.ai/). However, this bot implementation is fully general and can be used to create bots that call into other Fireworks models. Server Arguments The server has several important arguments: * `FIREWORKS_API_KEY` - This environment variable specifies the API key to use to call into Fireworks. API keys can be retrieved from the [Fireworks console](https://app.fireworks.ai/users?tab=apps). There are several optional arguments that can usually be left as default: * `--host` specifies the hostname to bind to. You usually don't need to set this * `--port` specifies the port for the bot to listen on. By default this is port 80. * `FIREWORKS_API_BASE`..."}],"related_signals":[{"id":"664f73b6-12c5-41f1-89f6-632409f70ee9","url":"https://onlylabs.fyi/signals/664f73b6-12c5-41f1-89f6-632409f70ee9","source_url":"https://github.com/fw-ai/fireconnect","title":"fw-ai/fireconnect","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-05-11T16:16:24+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"2d12f413-6bf4-480f-b4c9-7b4fa566864c","url":"https://onlylabs.fyi/signals/2d12f413-6bf4-480f-b4c9-7b4fa566864c","source_url":"https://github.com/fw-ai/flashinfer","title":"fw-ai/flashinfer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2025-10-21T05:11:02+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"8bb2fabc-6a6f-47a5-8074-e0d18359243d","url":"https://onlylabs.fyi/signals/8bb2fabc-6a6f-47a5-8074-e0d18359243d","source_url":"https://github.com/fw-ai/llm_eval","title":"fw-ai/llm_eval","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-12-09T19:41:29+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"e8a113ca-0e46-4e3f-8c26-510c74395d62","url":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62","source_url":"https://github.com/fw-ai/ai-starter-kits","title":"fw-ai/ai-starter-kits","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-08-12T15:06:41+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"92b275b2-5e90-4bbe-9fa7-2a6e081060c8","url":"https://onlylabs.fyi/signals/92b275b2-5e90-4bbe-9fa7-2a6e081060c8","source_url":"https://github.com/fw-ai/llm_eval_meta","title":"fw-ai/llm_eval_meta","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-08-03T20:48:40+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"d44dd7ad-655f-4b52-a7db-e27f4136a3ca","url":"https://onlylabs.fyi/signals/d44dd7ad-655f-4b52-a7db-e27f4136a3ca","source_url":"https://github.com/fw-ai/.github","title":"fw-ai/.github","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-06-11T22:31:07+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"}]}