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Massive Report Writing

massive-report-writing

Context-efficient report synthesis for large research corpora using evidence ledgering and harness-based iteration. **USE WHEN:** - Corpus has ≥8 files OR ≥100K characters - `finalize_research` returns `recommended_mode: EVIDENCE_LEDGER` - Prior runs show Write tool failures or truncation warnin...

SKILL.md

Full skill instructions

Massive Report Writing

Overview

Use evidence ledgering to compress large research corpora into structured, quotable material. For very large corpora, harness iteration handles multi-pass synthesis automatically.

When to Use

ConditionThresholdAction
Medium corpus100-150K chars, 8-15 filesBuild evidence ledger, write in one pass
Large corpus (harness mode)>150K chars, >15 filesLedger → harness restart → write from ledger
Large corpus (non-harness)>150K charsSuggest user enable harness mode

Workflow: Evidence Ledger Mode

1. Build Evidence Ledger

Call build_evidence_ledger(session_dir, topic, task_name) after finalize_research.

The tool extracts from each source:

  • Direct quotes with attribution
  • Specific numbers (percentages, counts, costs)
  • Key dates and timelines
  • Claims and findings

Output: tasks/​{task_name}/​evidence_ledger.md with EVID-XXX entries.

2. Read Only the Ledger

After ledger is built:

  • ✅ Read evidence_ledger.md for synthesis
  • ❌ Do NOT re-read raw corpus files
  • ❌ Do NOT use read_research_files again

This is how you avoid context exhaustion.

3. Write Report from Ledger

Use EVID-XXX references when citing:

According to ISW (EVID-003), Russian forces gained 74 square miles...

Harness Integration

When corpus exceeds safe limits AND harness mode is active:

  1. Iteration 1: finalize → build ledger → ledger saved to disk → context exhaustion
  2. Harness restart: Context cleared, handoff.json injected
  3. Iteration 2: Read ledger from disk → write report

The harness handles multi-pass automatically. You don't need map-reduce orchestration.


Chunked Write Sequence

Use when single Write calls fail or output is >30KB:

1) Write header + CSS + title block
2) Append executive summary
3) Append Section 1 (cite EVID-XXX)
4) Append Section 2
... repeat ...
N) Append references

Use append_to_file for sections 2-N.


Templates

See references/​massive_report_templates.md for:

  • Evidence ledger entry format
  • Section outline template
  • Chunked write sequence

Anti-Summary-of-Summary Rule

  • Every claim in the final report must trace to an EVID-XXX
  • If a point cannot be traced to a ledger item, drop it or re-read the source
  • Batch summaries (if used) are navigation only, not source material

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