{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Fork: NousResearch/llm-abliteration","description":"Nous Research fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782","json_url":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782/signal.json","generated_at":"2026-06-11T02:43:28.343869+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782","signal_json":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782/signal.json","source":"https://github.com/NousResearch/llm-abliteration","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Nous Research forked NousResearch/llm-abliteration (forked from jim-plus/llm-abliteration). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/llm-abliteration · parent jim-plus/llm-abliteration · Routine fork with low traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/NousResearch/llm-abliteration","source_host":"github.com","occurred_at":"2025-11-29T09:00:09+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"forked from jim-plus/llm-abliteration"},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NousResearch/llm-abliteration","source":"source"},{"label":"Parent","value":"jim-plus/llm-abliteration","source":"source"},{"label":"Stars","value":"73","source":"traction"},{"label":"Notability","value":"Routine fork with low traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/NousResearch/llm-abliteration"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:28.343869+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/3f154ca4-5f71-493a-ac15-eacbd66e3782/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/llm-abliteration","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","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 Nous Research's fork signal \"NousResearch/llm-abliteration\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/llm-abliteration","text":"Nous Research forked NousResearch/llm-abliteration."},{"subject":"NousResearch/llm-abliteration","predicate":"is classified as","object":"fork signal","text":"NousResearch/llm-abliteration is classified as fork signal."},{"subject":"NousResearch/llm-abliteration","predicate":"belongs to","object":"forks desk","text":"NousResearch/llm-abliteration belongs to forks desk."},{"subject":"NousResearch/llm-abliteration","predicate":"has context","object":"forked from jim-plus/llm-abliteration","text":"NousResearch/llm-abliteration has context forked from jim-plus/llm-abliteration."},{"subject":"NousResearch/llm-abliteration","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/llm-abliteration has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/llm-abliteration","predicate":"has captured page count","object":"1","text":"NousResearch/llm-abliteration has captured page count 1."},{"subject":"NousResearch/llm-abliteration","predicate":"has readable page count","object":"1","text":"NousResearch/llm-abliteration has readable page count 1."},{"subject":"NousResearch/llm-abliteration","predicate":"has related signal count","object":"6","text":"NousResearch/llm-abliteration has related signal count 6."},{"subject":"NousResearch/llm-abliteration","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":"NousResearch/llm-abliteration 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":"NousResearch/llm-abliteration","predicate":"has source host","object":"github.com","text":"NousResearch/llm-abliteration has source host github.com."},{"subject":"NousResearch/llm-abliteration","predicate":"has lab","object":"Nous Research","text":"NousResearch/llm-abliteration has lab Nous Research."},{"subject":"NousResearch/llm-abliteration","predicate":"has signal desk","object":"forks","text":"NousResearch/llm-abliteration has signal desk forks."},{"subject":"NousResearch/llm-abliteration","predicate":"has source host","object":"github.com","text":"NousResearch/llm-abliteration has source host github.com."},{"subject":"NousResearch/llm-abliteration","predicate":"has repository","object":"NousResearch/llm-abliteration","text":"NousResearch/llm-abliteration has repository NousResearch/llm-abliteration."},{"subject":"NousResearch/llm-abliteration","predicate":"has parent","object":"jim-plus/llm-abliteration","text":"NousResearch/llm-abliteration has parent jim-plus/llm-abliteration."},{"subject":"NousResearch/llm-abliteration","predicate":"has stars","object":"73","text":"NousResearch/llm-abliteration has stars 73."},{"subject":"NousResearch/llm-abliteration","predicate":"has notability","object":"Routine fork with low traction","text":"NousResearch/llm-abliteration has notability Routine fork with low traction."},{"subject":"NousResearch/llm-abliteration","predicate":"has watch term","object":"Eval methodology","text":"NousResearch/llm-abliteration has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Nous Research forked NousResearch/llm-abliteration (forked from jim-plus/llm-abliteration). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/llm-abliteration · parent jim-plus/llm-abliteration · Routine fork with low traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/llm-abliteration","text":"Nous Research forked NousResearch/llm-abliteration."},{"subject":"NousResearch/llm-abliteration","predicate":"is classified as","object":"fork signal","text":"NousResearch/llm-abliteration is classified as fork signal."},{"subject":"NousResearch/llm-abliteration","predicate":"belongs to","object":"forks desk","text":"NousResearch/llm-abliteration belongs to forks desk."},{"subject":"NousResearch/llm-abliteration","predicate":"has context","object":"forked from jim-plus/llm-abliteration","text":"NousResearch/llm-abliteration has context forked from jim-plus/llm-abliteration."},{"subject":"NousResearch/llm-abliteration","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/llm-abliteration has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3f154ca4-5f71-493a-ac15-eacbd66e3782","url":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782","json_url":"https://onlylabs.fyi/signals/3f154ca4-5f71-493a-ac15-eacbd66e3782/signal.json","source_url":"https://github.com/NousResearch/llm-abliteration","title":"NousResearch/llm-abliteration","summary":"Nous Research forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from jim-plus/llm-abliteration","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-11-29T09:00:09+00:00","first_seen_at":"2026-06-06T01:49:37.982614+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/NousResearch/llm-abliteration"]},"facets":{"repo":"NousResearch/llm-abliteration","parent":"jim-plus/llm-abliteration"},"traction":{"github_stars":73,"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/NousResearch/llm-abliteration","final_url":"https://github.com/NousResearch/llm-abliteration","title":"NousResearch/llm-abliteration repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:28.343869+00:00","bytes":27437,"raw_path":"2816e04ea622b61ffef7f97af239a7c769dcb00cbd4e282957cce9ceea3b59f6.json","content_hash":"c25091c754c5746aab672b0abcad9ebc8dac33f533a2eab5a3e1b4511b046930","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/llm-abliteration Description: Make abliterated models with transformers, easy and fast License: GPL-3.0 Stars: 73 Forks: 14 Open issues: 0 Created: 2025-11-29T09:00:09Z Pushed: 2025-11-27T04:15:02Z Default branch: main Fork: yes Parent repository: jim-plus/llm-abliteration Archived: no README: llm-abliteration Make abliterated models using Transformers, easy and fast. Now faster with batch inference. Introduction There exist directions that cause LLMs to refuse users' input. Abliteration is a technique that can approximate the most significant refusal direction by contrasting harmful and harmless prompts, and then remove/ablate the direction from the model. This is a proof-of-concept implementation to explore the removal refusals from an LLM without the use of TransformerLens, although some GPU acceleration has been implemented. The code in various forms has been tested on Llama-3.2, Qwen2.5-Coder, Ministral-8b, Mistral-7B-Instruct-v0.2, gemma-3-27b-it, and Mistral-Nemo-Instruct-2407. VRAM/RAM requirements: This codebase reflects efforts to reduce VRAM usage. You can abliterate whatever any model provided it fits within VRAM. Loading model in 4-bit precision using..."},"evidence_pages":[{"url":"https://github.com/NousResearch/llm-abliteration","final_url":"https://github.com/NousResearch/llm-abliteration","title":"NousResearch/llm-abliteration repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:28.343869+00:00","bytes":27437,"raw_path":"2816e04ea622b61ffef7f97af239a7c769dcb00cbd4e282957cce9ceea3b59f6.json","content_hash":"c25091c754c5746aab672b0abcad9ebc8dac33f533a2eab5a3e1b4511b046930","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/llm-abliteration Description: Make abliterated models with transformers, easy and fast License: GPL-3.0 Stars: 73 Forks: 14 Open issues: 0 Created: 2025-11-29T09:00:09Z Pushed: 2025-11-27T04:15:02Z Default branch: main Fork: yes Parent repository: jim-plus/llm-abliteration Archived: no README: llm-abliteration Make abliterated models using Transformers, easy and fast. Now faster with batch inference. Introduction There exist directions that cause LLMs to refuse users' input. Abliteration is a technique that can approximate the most significant refusal direction by contrasting harmful and harmless prompts, and then remove/ablate the direction from the model. This is a proof-of-concept implementation to explore the removal refusals from an LLM without the use of TransformerLens, although some GPU acceleration has been implemented. The code in various forms has been tested on Llama-3.2, Qwen2.5-Coder, Ministral-8b, Mistral-7B-Instruct-v0.2, gemma-3-27b-it, and Mistral-Nemo-Instruct-2407. VRAM/RAM requirements: This codebase reflects efforts to reduce VRAM usage. You can abliterate whatever any model provided it fits within VRAM. Loading model in 4-bit precision using..."}],"related_signals":[{"id":"007a4fd1-4440-4405-853a-0a96c587ccb2","url":"https://onlylabs.fyi/signals/007a4fd1-4440-4405-853a-0a96c587ccb2","source_url":"https://github.com/NousResearch/Automodel","title":"NousResearch/Automodel","context":"forked from NVIDIA-NeMo/Automodel","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:18:10+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"cded9ac1-e648-4965-8bda-97827b4128d0","url":"https://onlylabs.fyi/signals/cded9ac1-e648-4965-8bda-97827b4128d0","source_url":"https://github.com/NousResearch/Megatron-LM","title":"NousResearch/Megatron-LM","context":"forked from NVIDIA/Megatron-LM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:29+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a66f6267-7e1f-452a-8efd-640d342f9ce6","url":"https://onlylabs.fyi/signals/a66f6267-7e1f-452a-8efd-640d342f9ce6","source_url":"https://github.com/NousResearch/Megatron-Bridge","title":"NousResearch/Megatron-Bridge","context":"forked from NVIDIA-NeMo/Megatron-Bridge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:08+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","url":"https://onlylabs.fyi/signals/8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","source_url":"https://github.com/NousResearch/agent-governance-toolkit","title":"NousResearch/agent-governance-toolkit","context":"forked from microsoft/agent-governance-toolkit","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-10T22:34:18+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"b857381d-51f3-446f-9a61-234abaced3d1","url":"https://onlylabs.fyi/signals/b857381d-51f3-446f-9a61-234abaced3d1","source_url":"https://github.com/NousResearch/Nemotron","title":"NousResearch/Nemotron","context":"forked from NVIDIA-NeMo/Nemotron","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-27T14:08:47+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","url":"https://onlylabs.fyi/signals/a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","source_url":"https://github.com/NousResearch/NemoClaw","title":"NousResearch/NemoClaw","context":"forked from NVIDIA/NemoClaw","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-24T18:35:00+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"}]}