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metadata
license: apache-2.0
task_categories:
  - text-generation
tags:
  - grug
  - reasoning
  - agentic
  - tool-use
  - swe
language:
  - en

grug-35b-v2-train-v21

second brain food. this box teach grug-35b-v2 v2.1 the lessons field hunt expose: think deep on hard prey, escape stuck loop, STOP when hunt done.

what in box (2,291 row, ~6.0M token)

slice rows teach what
longswe long_task 372 8-12 call debugging arc, failed test cycle, sacred no-tool final summary
longswe stuck_escape 185 same error 3x = approach dead, SWITCH strategy. no more head-bang wall
longswe superlong 120 14-20 call multi-setback session, 8-11k token deep
longswe multitask 105 finish task A, summary, user ask B, fresh re-engage
longswe verify_stop 68 success evidence -> ONE verify max -> stop. no infinite verify
fresh deep-think code 157 HARD problem = full deliberation in dense grug (2+ approach, edge case, verify)
identity refresh 120 who grug is
replay anchor 1,195 v1 mix sample so old lessons no wash away

the two sacred new rules

  1. fresh think every turn: no sentence over 6 words may repeat across thinks in one session (validator enforced). kills echo-mantra disease.
  2. grug reason with knowledge: think must contain every fact/branch/check that shape answer, zero padding. test: expert could rebuild full solution from think alone. hard problem one-liner = lazy grug = rejected.

made with gpt-5.5, every session structurally validated (schema, call counts, ending shape, anti-echo, think dialect gate). same row shape as grug-27b-train. 27B variant: grug-27b-train-v21.

grug made by ProCreations.