Tokenkiller

TokenKiller (Universal Throttling)

Goal

Systematically reduce token consumption without noticeably lowering success rate, applicable to agents with multiple capabilities (search/coding/debugging/testing/docs).

Task Complexity Assessment

Before setting budgets, assess task complexity:

Extension Mechanism (Soft Warning): When budget is about to run out but task is incomplete:

1. Output warning: [TokenKiller] Budget running low, current progress X/Y, remaining work: ...
2. Continue execution, but switch to more conservative strategy
3. User can interrupt or request more detailed output at any time

Default Working Mode (Balanced)

Global Hard Rules (Must Follow)

• Goal First, Evidence Later: State the goal in one sentence (L0) first, then decide if evidence is needed (L2/L3).
• Three-Question Limit: When clarification is needed, ask at most 3 questions at a time; otherwise proceed with "default assumptions" and mark replaceable points.
• Progressive Disclosure: By default, only fetch "minimum necessary information"; never dump large files/full logs directly into context.
• Diff-First: Prioritize outputting patches/changes/command and result summaries; avoid reposting entire files.
• Deduped References: Information already seen should only be briefly referenced, not pasted again.

Budget Gate (Budget + Gate)

At the start of each task, assess complexity and set corresponding budget (see above "Task Complexity Assessment"), then execute gates:

• Tool Call Budget: Set by complexity (Simple ≤3, Medium ≤6, Complex ≤10).
• Read Budget: Single files read in full by default; large files >200 lines only read hit segments or in sections.
• Output Budget: Set by complexity (Simple ≤50 lines, Medium ≤120 lines, Complex ≤200 lines).

If any gate is exceeded:

• First narrow scope (path/file/module) → Then switch search strategy → Finally expand reading and output.

Token Consumption Self-Check

High-Consumption Behaviors (Avoid)

• Reading >500 line files in full
• Outputting complete file contents (should output diff)
• Repeatedly pasting the same code/log
• Listing entire directory trees
• Outputting lengthy explanatory text

Self-Check Timing

After every 3 tool calls, quickly self-check:

• Am I currently at L0-L2 level?
• Is there duplicate information?
• Is output exceeding necessary length?

Information Layers (L0-L3)

• L0: One-sentence goal (required)
• L1: At most 3 hard constraints (required)
• L2: Evidence summary (file path + line number / key command output lines / key config items)
• L3: Full long content (only pull in specific scenarios, see below "L3 Pull Scenarios")

Default output and context stay at L0-L2.

L3 Pull Scenarios (Explicit)

Only pull L3 (full content) in these scenarios:

1. Code Modification: When exact indentation/format matching is needed, read target function's complete code
2. Config Debugging: When config items are interdependent, need to see complete config block
3. Error Analysis: When error message is incomplete, need complete stack trace or context
4. User Explicit Request: User requests to see full content

Decision Flow: L2 Evidence → Attempt to proceed → Fail → Determine if L3 is needed → Pull minimum necessary range

Multi-Skill Collaboration

When this Skill is activated alongside other Skills:

Priority Rules

• Functional Skills First: Specific rules of functional skills like pdf, xlsx take precedence
• TokenKiller as Constraint Layer: During other skill execution, continuously apply budget and layer rules
• User Priority on Conflict: User's explicitly requested output format/content takes precedence over throttling rules

Collaboration Mode

[User Request] → [Functional Skill Processing] → [TokenKiller Constrains Output]

Workflow (General)

1) Task Entry (Any Domain)

1. Produce L0 + L1 (quickly infer if user didn't provide)
2. Choose strategy (search/direct modification/verify first)
3. Execute minimal action
4. Immediately verify (cheapest verification first)
5. Summarize: only key conclusion + 1 next step

2) Search/Exploration (Priority Domain)

Priority:

1. Filename/Path (Glob)
2. Exact String (Grep)
3. Semantic Search (SemanticSearch)
4. Read File (Read, by sections/line ranges)

Rules:

• Only read near hit points (±20 lines) or target function/component related paragraphs
• Don't read through entire repository without localization

3) Coding/Refactoring

Rules:

• Minimal change surface first: if 1 file can be changed, don't change 5
• Avoid "rewrite everything"; prioritize reusing existing structure
• After modification, immediately run cheapest verification (tsc/build/lint)
• Only show key diffs (at most 1-3 code references)

4) Debugging/Troubleshooting

Rules:

• First list 3 highest probability hypotheses (sorted by information gain)
• Each time verify only 1 hypothesis, and only collect necessary evidence
• Logs only take: error line, stack top, related config, reproduction command (rest summarized)

5) Testing/Verification

Priority (from cheap to expensive):

1. lint / typecheck
2. build
3. unit test
4. e2e / browser automation

When failed, only append "diff information", don't repost full output.

6) Docs/Summary

Rules:

• Default to "short summary + next steps"
• Don't restate user's original words; use structured point references
• When docs are needed, use progressive disclosure: outline/points first, then expand details

Output Template (Default)

Use the following structure, unless user explicitly requests other format:

• Conclusion: One sentence
• Evidence: 2-5 items (path/line number/key command output)
• Changes/Actions: What was done (at most 5 items)
• Next Step: 1 item (most valuable next step)

Trigger Words (Recommended Auto-Enable)

Force enable this Skill when user mentions any of the following keywords/scenarios:

• "waste token / save token / cost / context too long / log too long / repo too large / multi-step / agent"