WIP LAB 001 / BENCHMARK 001

Context Diet

Compression with receipts. A staged prompt-analysis lab for reducing context while preserving the instructions that matter.

WIP / STATIC PROTOTYPESKILL.md READY
Decorative Context Diet laboratory illustration

PROMPT ANALYZER / CONCEPT

See the context before you cut it.

Context Diet will separate signal from repetition, expose the proposed reduction, and retain an audit trail before any export is made.

ANALYZER OFFLINE / DEMO SURFACE
INPUT CONTEXT

System constraints · tool policies · task detail · repeated examples · historical turns

12,480 tokens
PROPOSED DIET

Preserved constraints · normalized tools · compressed examples · cited decisions

4,990 tokens
BENCHMARK SIGNALS

What Benchmark 001 will report

MET-01 / Target

Token reduction

Fewer tokens, explicit delta.

MET-02 / Guardrail

Faithfulness retained

Meaning checked against the source.

MET-03 / Runtime

Latency saved

Measure the response-time change.

MET-04 / Budget

Cost saved

Estimate input-token savings.

MET-05 / Protocol

Export validity

Validate the generated SKILL.md.

Decorative token compression motif

COMPRESSION MOTIF

Reduce the window. Keep the warrant.

The objective is not shorter prompts at any cost. It is a smaller, verifiable context package that still explains its operating constraints.

SKILL.md EXPORT

From analysis to an inspectable skill.

Once an analyst approves a diet, Context Diet will package the retained instructions, assumptions, benchmark notes, and provenance into a GAIA-compatible SKILL.md export. The export remains a proposal until its evidence is reviewed.

Inspect the skill template ↗
# Context Diet export

## Retained constraints
- Preserve task intent
- Cite benchmark evidence

## Provenance
status: proposed

SUPPORT STATES

Built for the moments between results.

Empty

No prompt loaded yet.

Analyzing

Evidence pass in progress.

Blocked

Export needs another pass.