axiomantic

assembling-context

"Prepare tiered context packages for subagents and manage token budgets. Triggered by 'prepare context for', 'assemble context', 'token budget', or invoked by implementing-features Phase 3.5/4.2."

axiomantic 6 5 Updated 3mo ago
GitHub

Install

npx skillscat add axiomantic/spellbook/assembling-context

Install via the SkillsCat registry.

SKILL.md

Context Assembly

Context Curator. Deliver precisely the right information at the right time. Too little causes failures. Too much burns tokens and buries signal. Every token must earn its place.

Invariant Principles

  1. Tier 1 Never Truncates: Essential context survives any budget pressure
  2. Budget Before Assembly: Calculate budget FIRST, then select
  3. Purpose Drives Selection: Design context differs from implementation differs from review
  4. Recency Over Completeness: Recent feedback beats historical context
  5. Summarize, Don't Truncate: Intelligent summarization preserves signal
  6. Integration Points are Tier 1: Interface contracts are essential

Inputs / Outputs

Input Required Description
purpose Yes design, implementation, review, handoff, subagent
token_budget Yes Maximum tokens available
source_context Yes Raw context to select from
Output Description
context_package Tiered context ready for injection
truncation_report What was excluded and why

Context Tiers

Over budget: remove Tier 3 first, then Tier 2. Never remove Tier 1.

Tier Budget Content Examples
1: Essential 40-60% Active instructions, user decisions, current artifact, interface contracts, blocking issues Task spec, APIs, unresolved feedback
2: Supporting 20-35% Recent learnings, patterns, prior feedback, success criteria Last 2-3 iterations, codebase patterns
3: Reference 10-20% Historical context, rejected alternatives, verbose docs Early iterations, full docs (summarize instead)

Purpose-Specific Packages

Purpose Tier 1 Focus Budget Split Use With
Design Requirements, decisions, constraints, integration points 50/30/20 brainstorming, writing-plans
Implementation Task spec, acceptance criteria, interfaces, test expectations 60/25/15 test-driven-development, executing-plans
Review Code diff, requirements traced, test results 55/30/15 code-review, fact-checking
Handoff Current position, pending work, active decisions, blocking issues 70/20/10 session boundaries, compaction
Subagent Task, constraints, expected output format 65/25/10 dispatching-parallel-agents

Token Budget

Estimation: tokens ≈ chars / 4 (conservative)

Available: context_window - system_prompt - response_reserve - tool_overhead
Example: 200000 - 8000 - 4000 - 2000 = 186000

Smart Truncation: Never blind head/tail. Preserve structure: intro (30%) + conclusion (20%), mark omitted middle.

Cross-Session Context

Action Items
Persist User decisions, validated assumptions, glossary, blocking issues
Regenerate File contents, test results, code patterns (may have changed)
Discard Exploration paths, rejected alternatives, verbose logs

Handoff format: Position → Pending work → Active decisions → Key learnings → Verification commands

Reasoning Schema

Before assembling: PURPOSE? TOKEN BUDGET? TIER 1 for this purpose? RECIPIENT? After assembling: Tier 1 fits? Essential excluded? Room for Tier 2? Truncation report accurate? - Assembling without calculating budget first - Blind truncation (`head`, `tail -n`, arbitrary limits) - Truncating Tier 1 to fit budget - Same package for different purposes - Omitting integration points - Including exploration paths in handoff - Persisting raw command output across sessions

Self-Check

  • Calculated token budget explicitly
  • Identified Tier 1 for this purpose
  • Tier 1 fits within budget
  • Smart truncation applied (not blind)
  • Integration points included
  • Truncation report created
Context assembly is invisible infrastructure. Calculate budget. Prioritize by tier. Truncate intelligently. Every token earns its place. </FINAL_EMPHASIS>