Production progress

Layer Redundancy and Depth Utilization in Deep LLMs: An Evidence Ledger

Current stage: Finalize · complete · step 8/8

manifest=workspace/cs-ai/deep-llm-layer-redundancy/production_run.json

8 of 8 steps complete

100%

✓Select direction
✓Discover papers
✓Produce abstract evidence
✓Produce claim table
✓Score correctness
✓Write paper
✓Build site
✓Finalize

✓

Step 1/8 · 12%

Select direction

Layer Redundancy and Depth Utilization in Deep LLMs: An Evidence Ledger

complete

✓

Step 2/8 · 25%

Discover papers

stored metadata and triage for top 5

complete

✓

Step 3/8 · 38%

Produce abstract evidence

generated_or_updated=5

complete

✓

Step 4/8 · 50%

Produce claim table

claim_rows=5

complete

✓

Step 5/8 · 62%

Score correctness

score=0.145 (quote_in_pdf=0.0, claim_support=0.483, locator=0.0); rows_scored=5, pdfs_missing=5

complete

✓

Step 6/8 · 75%

Write paper

workspace/cs-ai/deep-llm-layer-redundancy/paper/main.md; audit=needs work

complete

✓

Step 7/8 · 88%

Build site

public

complete

✓

Step 8/8 · 100%

Finalize

manifest=workspace/cs-ai/deep-llm-layer-redundancy/production_run.json

complete

Show raw progress ledger

Production Progress: Layer Redundancy and Depth Utilization in Deep LLMs: An Evidence Ledger

Direction: auto-deep-llms-layer
Scope: cs-ai/deep-llm-layer-redundancy
Updated: 2026-05-21T03:20:20+00:00

Step	Progress	Status	Detail
1/8 Select direction	12%	complete	Layer Redundancy and Depth Utilization in Deep LLMs: An Evidence Ledger
2/8 Discover papers	25%	running	max_results=12, sort_by=relevance
2/8 Discover papers	25%	complete	stored metadata and triage for top 5
3/8 Produce abstract evidence	38%	running	seeding evidence_matrix.csv
3/8 Produce abstract evidence	38%	complete	generated_or_updated=5
4/8 Produce claim table	50%	running	updating brief.md
4/8 Produce claim table	50%	complete	claim_rows=5
5/8 Validate claims	62%	running	checking paper IDs and evidence rows
5/8 Validate claims	62%	pass	filled_evidence_rows=5
5/8 Score novelty	62%	complete	score=0.974 (paper=1.0, claim=0.936); novel=5/5 papers; duplicates_with_prior=0
5/8 Score correctness	62%	complete	score=0.145 (quote_in_pdf=0.0, claim_support=0.483, locator=0.0); rows_scored=5, pdfs_missing=5
6/8 Write paper	75%	running	Layer Redundancy and Depth Utilization in Deep LLMs: An Evidence Ledger
6/8 Write paper	75%	complete	workspace/cs-ai/deep-llm-layer-redundancy/paper/main.md; audit=needs work
7/8 Build site	88%	running	public
7/8 Build site	88%	complete	public
8/8 Finalize	100%	running	writing manifest
8/8 Finalize	100%	complete	manifest=workspace/cs-ai/deep-llm-layer-redundancy/production_run.json