{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Fork: togethercomputer/llm-awq-ttgi","description":"Together AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd","json_url":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd/signal.json","generated_at":"2026-06-11T04:19:28.663997+00:00","org":{"slug":"together-ai","name":"Together AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/together-ai","dossier_json_url":"https://onlylabs.fyi/labs/together-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd","signal_json":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd/signal.json","source":"https://github.com/togethercomputer/llm-awq-ttgi","lab_dossier":"https://onlylabs.fyi/labs/together-ai","lab_dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/together-ai","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Together AI forked togethercomputer/llm-awq-ttgi (forked from mit-han-lab/llm-awq). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/llm-awq-ttgi · parent mit-han-lab/llm-awq. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/togethercomputer/llm-awq-ttgi","source_host":"github.com","occurred_at":"2023-09-08T23:56:44+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","context":"forked from mit-han-lab/llm-awq"},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"togethercomputer/llm-awq-ttgi","source":"source"},{"label":"Parent","value":"mit-han-lab/llm-awq","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Watch term","value":"Data pipeline","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/togethercomputer/llm-awq-ttgi"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:28.663997+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd/signal.json","dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-ai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/llm-awq-ttgi","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/together-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/together-ai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 Together AI's fork signal \"togethercomputer/llm-awq-ttgi\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/llm-awq-ttgi","text":"Together AI forked togethercomputer/llm-awq-ttgi."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"is classified as","object":"fork signal","text":"togethercomputer/llm-awq-ttgi is classified as fork signal."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"belongs to","object":"forks desk","text":"togethercomputer/llm-awq-ttgi belongs to forks desk."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has context","object":"forked from mit-han-lab/llm-awq","text":"togethercomputer/llm-awq-ttgi has context forked from mit-han-lab/llm-awq."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/llm-awq-ttgi has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has captured page count","object":"1","text":"togethercomputer/llm-awq-ttgi has captured page count 1."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has readable page count","object":"1","text":"togethercomputer/llm-awq-ttgi has readable page count 1."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has related signal count","object":"6","text":"togethercomputer/llm-awq-ttgi has related signal count 6."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"togethercomputer/llm-awq-ttgi has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has source host","object":"github.com","text":"togethercomputer/llm-awq-ttgi has source host github.com."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has lab","object":"Together AI","text":"togethercomputer/llm-awq-ttgi has lab Together AI."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has signal desk","object":"forks","text":"togethercomputer/llm-awq-ttgi has signal desk forks."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has source host","object":"github.com","text":"togethercomputer/llm-awq-ttgi has source host github.com."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has repository","object":"togethercomputer/llm-awq-ttgi","text":"togethercomputer/llm-awq-ttgi has repository togethercomputer/llm-awq-ttgi."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has parent","object":"mit-han-lab/llm-awq","text":"togethercomputer/llm-awq-ttgi has parent mit-han-lab/llm-awq."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has stars","object":"1","text":"togethercomputer/llm-awq-ttgi has stars 1."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/llm-awq-ttgi has watch term Data pipeline."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/llm-awq-ttgi has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Together AI forked togethercomputer/llm-awq-ttgi (forked from mit-han-lab/llm-awq). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/llm-awq-ttgi · parent mit-han-lab/llm-awq. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/llm-awq-ttgi","text":"Together AI forked togethercomputer/llm-awq-ttgi."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"is classified as","object":"fork signal","text":"togethercomputer/llm-awq-ttgi is classified as fork signal."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"belongs to","object":"forks desk","text":"togethercomputer/llm-awq-ttgi belongs to forks desk."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has context","object":"forked from mit-han-lab/llm-awq","text":"togethercomputer/llm-awq-ttgi has context forked from mit-han-lab/llm-awq."},{"subject":"togethercomputer/llm-awq-ttgi","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/llm-awq-ttgi has evidence coverage 1 captured evidence page."}]},"signal":{"id":"22990ebe-2bba-4036-bc75-eb6d4ab777dd","url":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd","json_url":"https://onlylabs.fyi/signals/22990ebe-2bba-4036-bc75-eb6d4ab777dd/signal.json","source_url":"https://github.com/togethercomputer/llm-awq-ttgi","title":"togethercomputer/llm-awq-ttgi","summary":"Together AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from mit-han-lab/llm-awq","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2023-09-08T23:56:44+00:00","first_seen_at":"2026-06-05T22:32:10.100906+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/togethercomputer/llm-awq-ttgi"]},"facets":{"repo":"togethercomputer/llm-awq-ttgi","parent":"mit-han-lab/llm-awq"},"traction":{"github_stars":1,"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/togethercomputer/llm-awq-ttgi","final_url":"https://github.com/togethercomputer/llm-awq-ttgi","title":"togethercomputer/llm-awq-ttgi repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:28.663997+00:00","bytes":27329,"raw_path":"55bd080478c5df55e06a0a1dc3c307ec2a43c60f8d7a171a77fcfd8ca4b1f6bd.json","content_hash":"9cf330d92546e461e549ce8c6f6e534194701a7d784be80364fe5ea4f69c354a","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/llm-awq-ttgi Description: AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration Language: Python License: MIT Stars: 1 Forks: 1 Open issues: 0 Created: 2023-09-08T23:56:44Z Pushed: 2023-09-08T23:57:53Z Default branch: main Fork: yes Parent repository: mit-han-lab/llm-awq Archived: no README: AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration [[Paper](https://arxiv.org/abs/2306.00978)] **Efficient and accurate** low-bit weight quantization (INT3/4) for LLMs, supporting **instruction-tuned** models and **multi-modal** LMs. ![overview](figures/overview.png) The current release supports: - AWQ search for accurate quantization. - Pre-computed AWQ model zoo for LLMs (LLaMA-1&2, OPT, Vicuna, LLaVA; load to generate quantized weights). - Memory-efficient 4-bit Linear in PyTorch. - Efficient CUDA kernel implementation for fast inference (support context and decoding stage). - Examples on 4-bit inference of an instruction-tuned model (Vicuna) and multi-modal LM (LLaVA). ![TinyChat on Orin: W4A16 is 3.2x faster than FP16](./tinychat/figures/orin_example.gif) Check out [TinyChat](tinychat), which delievers **30..."},"evidence_pages":[{"url":"https://github.com/togethercomputer/llm-awq-ttgi","final_url":"https://github.com/togethercomputer/llm-awq-ttgi","title":"togethercomputer/llm-awq-ttgi repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:28.663997+00:00","bytes":27329,"raw_path":"55bd080478c5df55e06a0a1dc3c307ec2a43c60f8d7a171a77fcfd8ca4b1f6bd.json","content_hash":"9cf330d92546e461e549ce8c6f6e534194701a7d784be80364fe5ea4f69c354a","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/llm-awq-ttgi Description: AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration Language: Python License: MIT Stars: 1 Forks: 1 Open issues: 0 Created: 2023-09-08T23:56:44Z Pushed: 2023-09-08T23:57:53Z Default branch: main Fork: yes Parent repository: mit-han-lab/llm-awq Archived: no README: AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration [[Paper](https://arxiv.org/abs/2306.00978)] **Efficient and accurate** low-bit weight quantization (INT3/4) for LLMs, supporting **instruction-tuned** models and **multi-modal** LMs. ![overview](figures/overview.png) The current release supports: - AWQ search for accurate quantization. - Pre-computed AWQ model zoo for LLMs (LLaMA-1&2, OPT, Vicuna, LLaVA; load to generate quantized weights). - Memory-efficient 4-bit Linear in PyTorch. - Efficient CUDA kernel implementation for fast inference (support context and decoding stage). - Examples on 4-bit inference of an instruction-tuned model (Vicuna) and multi-modal LM (LLaVA). ![TinyChat on Orin: W4A16 is 3.2x faster than FP16](./tinychat/figures/orin_example.gif) Check out [TinyChat](tinychat), which delievers **30..."}],"related_signals":[{"id":"6367550f-bd25-4483-8fda-eba8b039b892","url":"https://onlylabs.fyi/signals/6367550f-bd25-4483-8fda-eba8b039b892","source_url":"https://github.com/togethercomputer/tinker-cookbook","title":"togethercomputer/tinker-cookbook","context":"forked from thinking-machines-lab/tinker-cookbook","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-01T08:29:09+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"e6175547-cf8b-4774-9c10-ad0876c3f14e","url":"https://onlylabs.fyi/signals/e6175547-cf8b-4774-9c10-ad0876c3f14e","source_url":"https://github.com/togethercomputer/k8s-netperf","title":"togethercomputer/k8s-netperf","context":"forked from cloud-bulldozer/k8s-netperf","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-27T23:08:39+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"e1ad880b-e8c2-4eed-96b9-9286706c6932","url":"https://onlylabs.fyi/signals/e1ad880b-e8c2-4eed-96b9-9286706c6932","source_url":"https://github.com/togethercomputer/DeepGEMM","title":"togethercomputer/DeepGEMM","context":"forked from deepseek-ai/DeepGEMM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-24T20:40:07+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"8cd07691-5f2d-4997-abfe-64a635021377","url":"https://onlylabs.fyi/signals/8cd07691-5f2d-4997-abfe-64a635021377","source_url":"https://github.com/togethercomputer/sglang-mla-rotation","title":"togethercomputer/sglang-mla-rotation","context":"forked from sgl-project/sglang","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-08T00:10:20+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"f3addf6d-624e-4096-a3f3-7fb62dbfb766","url":"https://onlylabs.fyi/signals/f3addf6d-624e-4096-a3f3-7fb62dbfb766","source_url":"https://github.com/togethercomputer/Mooncake","title":"togethercomputer/Mooncake","context":"forked from kvcache-ai/Mooncake","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-19T17:53:41+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"48657822-5db2-498c-9a30-dfd49e1da6a6","url":"https://onlylabs.fyi/signals/48657822-5db2-498c-9a30-dfd49e1da6a6","source_url":"https://github.com/togethercomputer/ssd","title":"togethercomputer/ssd","context":"forked from tanishqkumar/ssd","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-18T16:20:10+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"}]}