{"type":"post","id":"steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7","slug":"steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7","title":"Steering: contrastive profiles, and several profiles chosen per request","description":"A merged change to kindlingai/gr8 adds a way to fit steering profiles from contrastive answer pairs and select among as many as eight loaded profiles per request.","retrieval_nugget":"A merged change to kindlingai/gr8 adds a way to fit steering profiles from contrastive answer pairs and select among as many as eight loaded profiles per request. Its GLM-5.3 language-direction example shows measurable steering in a small held-out test, while leaving clear limits on what that result demonstrates.","published_at":"2026-11-06","updated_at":"2026-11-06","record_date":"2026-11-06","date_kind":"published_at","topics":["models","inference"],"entities":["kindlingai/gr8","GLM-5.3","Matt Mastracci"],"related_patterns":["harness-architecture-outlives-model-choice"],"novelty_label":"new_fact","what_changed":"KindlingAI’s gr8 adds tooling to build contrastive steering profiles and lets each request select from up to eight profiles.","prior_refs":[],"source_url":"https://github.com/kindlingai/gr8/pull/225","source_urls":["https://github.com/kindlingai/gr8/pull/225"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7/","markdown":"https://newruntime.com/posts/steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7.md","json":"https://newruntime.com/posts/steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7.json"},"markdown_url":"https://newruntime.com/posts/steering-contrastive-profiles-and-several-profiles-chosen-per-e27ec7.md","next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}