Implement the 2 empty function bodies in specs/ml/layers/dense_layer.t27

[gHashTag]

Closes #3699

Opened from the bee branch queen-3699, which was pushed but never turned into a pull request. Every changed path is inside the boundary the issue declares:

• specs/ml/layers/dense_layer.t27

The acceptance criteria are structural and were checked by the swarm, not by a human; the review-side oracle is what decides whether the generated code compiles and passes its tests.

[github-actions]

PR Dashboard

Generated at: 2026-09-17 07:30:03 UTC

• specs/functions: crm-proactive-sweep -- one step per seller after the 502 runs #4113 specs/functions: crm-proactive-sweep -- one step per seller after the 502 runs | Created: 2026-09-17 | Updated: 2026-09-17 | 25 failing / 28 total
• Implement the 5 empty function bodies in specs/tri/collections/stack.t27 #4111 Implement the 5 empty function bodies in specs/tri/collections/stack.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 3 empty function bodies in specs/tri/collections/skip_list.t27 #4110 Implement the 3 empty function bodies in specs/tri/collections/skip_list.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/tri/collections/set.t27 #4109 Implement the 4 empty function bodies in specs/tri/collections/set.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 5 empty function bodies in specs/tri/collections/ring_buffer.t27 #4108 Implement the 5 empty function bodies in specs/tri/collections/ring_buffer.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 5 empty function bodies in specs/tri/collections/queue.t27 #4107 Implement the 5 empty function bodies in specs/tri/collections/queue.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 6 empty function bodies in specs/tri/collections/priority_queue.t27 #4106 Implement the 6 empty function bodies in specs/tri/collections/priority_queue.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 4 empty function bodies in specs/tri/collections/option.t27 #4105 Implement the 4 empty function bodies in specs/tri/collections/option.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 6 empty function bodies in specs/tri/collections/map.t27 #4104 Implement the 6 empty function bodies in specs/tri/collections/map.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/tri/collections/lru.t27 #4103 Implement the 3 empty function bodies in specs/tri/collections/lru.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/tri/collections/lru_cache.t27 #4102 Implement the 3 empty function bodies in specs/tri/collections/lru_cache.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/tri/collections/lockfree_stack.t27 #4101 Implement the 3 empty function bodies in specs/tri/collections/lockfree_stack.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 7 empty function bodies in specs/tri/collections/list.t27 #4100 Implement the 7 empty function bodies in specs/tri/collections/list.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 5 empty function bodies in specs/tri/collections/linked_list.t27 #4099 Implement the 5 empty function bodies in specs/tri/collections/linked_list.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/tri/collections/interval.t27 #4098 Implement the 3 empty function bodies in specs/tri/collections/interval.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 6 empty function bodies in specs/tri/collections/deque.t27 #4097 Implement the 6 empty function bodies in specs/tri/collections/deque.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 5 empty function bodies in specs/tri/collections/circular_buffer.t27 #4096 Implement the 5 empty function bodies in specs/tri/collections/circular_buffer.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 3 empty function bodies in specs/tri/collections/btree.t27 #4095 Implement the 3 empty function bodies in specs/tri/collections/btree.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 8 empty function bodies in specs/tri/collections/bitvector.t27 #4094 Implement the 8 empty function bodies in specs/tri/collections/bitvector.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 10 empty function bodies in specs/tri/collections/bitmap.t27 #4093 Implement the 10 empty function bodies in specs/tri/collections/bitmap.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 9 empty function bodies in specs/tri/collections/array.t27 #4092 Implement the 9 empty function bodies in specs/tri/collections/array.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 10 empty function bodies in specs/tools/tri_to_t27_converter.t27 #4091 Implement the 10 empty function bodies in specs/tools/tri_to_t27_converter.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 11 empty function bodies in specs/storage/lock.t27 #4090 Implement the 11 empty function bodies in specs/storage/lock.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/nn/hslm.t27 #4089 Implement the 4 empty function bodies in specs/nn/hslm.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 11 empty function bodies in specs/ml/transformer/norm.t27 #4088 Implement the 11 empty function bodies in specs/ml/transformer/norm.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 9 empty function bodies in specs/ml/transformer/mha_block.t27 #4087 Implement the 9 empty function bodies in specs/ml/transformer/mha_block.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 1 failing / 3 total
• Implement the 3 empty function bodies in specs/ml/transformer/encoder_block.t27 #4086 Implement the 3 empty function bodies in specs/ml/transformer/encoder_block.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/ml/rl/sac_critic.t27 #4085 Implement the 4 empty function bodies in specs/ml/rl/sac_critic.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/ml/rl/sac_actor.t27 #4084 Implement the 4 empty function bodies in specs/ml/rl/sac_actor.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/ml/rl/ppo_critic.t27 #4083 Implement the 4 empty function bodies in specs/ml/rl/ppo_critic.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 6 empty function bodies in specs/ml/rl/ppo_clip_loss.t27 #4082 Implement the 6 empty function bodies in specs/ml/rl/ppo_clip_loss.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 5 empty function bodies in specs/ml/rl/ppo_actor.t27 #4081 Implement the 5 empty function bodies in specs/ml/rl/ppo_actor.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/ml/rl/dqn_target_network.t27 #4080 Implement the 3 empty function bodies in specs/ml/rl/dqn_target_network.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/ml/rl/dqn.t27 #4079 Implement the 3 empty function bodies in specs/ml/rl/dqn.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/ml/rl/advantage_estimator.t27 #4078 Implement the 4 empty function bodies in specs/ml/rl/advantage_estimator.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/recurrent/seq2seq.t27 #4077 Implement the 2 empty function bodies in specs/ml/recurrent/seq2seq.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/ml/recurrent/rnn_cell.t27 #4076 Implement the 3 empty function bodies in specs/ml/recurrent/rnn_cell.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/recurrent/lstm_single.t27 #4075 Implement the 2 empty function bodies in specs/ml/recurrent/lstm_single.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/recurrent/lstm_cell.t27 #4074 Implement the 2 empty function bodies in specs/ml/recurrent/lstm_cell.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/recurrent/gru_cell.t27 #4073 Implement the 2 empty function bodies in specs/ml/recurrent/gru_cell.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/recurrent/bilstm.t27 #4072 Implement the 2 empty function bodies in specs/ml/recurrent/bilstm.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/recurrent/attention_mechanism.t27 #4071 Implement the 2 empty function bodies in specs/ml/recurrent/attention_mechanism.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/pathway/mlp.t27 #4070 Implement the 2 empty function bodies in specs/ml/pathway/mlp.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/optimizer/sgd.t27 #4069 Implement the 2 empty function bodies in specs/ml/optimizer/sgd.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 3 empty function bodies in specs/ml/optimizer/lamb.t27 #4068 Implement the 3 empty function bodies in specs/ml/optimizer/lamb.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/optimizer/adagrad.t27 #4067 Implement the 2 empty function bodies in specs/ml/optimizer/adagrad.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/loss/cross_entropy_loss.t27 #4066 Implement the 2 empty function bodies in specs/ml/loss/cross_entropy_loss.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 4 empty function bodies in specs/ml/loss/binary_crossentropy_loss.t27 #4065 Implement the 4 empty function bodies in specs/ml/loss/binary_crossentropy_loss.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/layers/maxpool2d_layer.t27 #4064 Implement the 2 empty function bodies in specs/ml/layers/maxpool2d_layer.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total
• Implement the 2 empty function bodies in specs/ml/layers/flatten_layer.t27 #4063 Implement the 2 empty function bodies in specs/ml/layers/flatten_layer.t27 | Created: 2026-09-17 | Updated: 2026-09-17 | 24 failing / 28 total

Summary

Status	Count
Total Open PRs	50
PRs with Failing Checks	0
PRs with All Checks Green	50
READY	0
FAILING	0
PENDING	0
NO CHECKS YET	0

These columns do not partition: 0 + 0 + 0 + 0 = 0, and there are 50 open PRs. A PR is being counted twice or not at all.

Seal Status

• ⚠️ STALE -- sha256(compiler.rs)=8932aae0c5a9 != manifest seal=87e5cbd3ad94.
  The committed NMSE numbers were certified against an older compiler.rs.
  Run scripts/reseal-check.sh locally for the two-step reseal command (advisory; not a merge gate).

[github-actions]

📓 NotebookLM Notebook linked to this PR

• Notebook ID: b83263109fb055dc
• URL: https://notebooklm.google.com/notebook/b83263109fb055dc

This notebook contains session context, decisions, and artifacts for this work.