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Compression & Token Budgeting

Bonsai stores every page in two variants so you can trade detail for tokens without re-fetching:

  • compressed (default): trimmed to fit a tight context window.
  • detailed: the full semantic content for when exact wording matters.

Choose one with --format (-f):

bash
npx @taurgis/bonsai https://nodejs.org/api/url.html --format detailed

Both variants are cached together, and the stored token_estimate records the size of each ({ compressed, detailed }) so an agent can pick the variant that fits its budget.

See the agent research benchmark for measured session token usage across Codex, Cursor, Antigravity, and Claude Code — including how built-in fetch drops or refuses content that Bonsai keeps on disk.

What compression does

Compression runs in layers and is deterministic: there is no LLM in the loop.

  1. Structural: strip images, simplify links, and collapse blank lines.
  2. Extractive: condense prose by selecting representative sentences, while always preserving headings, code blocks, tables, and lists. The shape of the document survives; only the verbose prose is trimmed.
  3. Safety: if the compressed result would be invalid or barely smaller than the detailed text, Bonsai falls back to a structural-only or detailed result rather than emitting something broken.

The guarantee that matters: the parts an agent reasons over most (code, tables, and structure) are never thrown away.

Summary aggressiveness

When structural compression alone leaves the compressed variant close in size to detailed, the summary setting controls how hard the prose is condensed:

ValueBehavior
conservative (default)Minimal prose condensing; safest fidelity.
balancedModerate condensing.
aggressiveMaximum prose condensing for the tightest budgets.

Set it persistently or per run:

bash
# Persisted default
npx @taurgis/bonsai config set summary balanced

# Per invocation (environment override)
BONSAI_SUMMARY=aggressive npx @taurgis/bonsai https://example.com/long-guide

See Configuration for precedence rules.

When to use which

  • compressed for routine research, broad surveys, and anything where the agent needs the gist and the structure. It is the default for a reason.
  • detailed when you need exact API signatures, full prose, or are about to quote the source verbatim.

Pruned and shaped with care.