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Execution Mode

Community
jmagly
execution-mode

Set or report the reproducibility mode governing how AIWG workflows execute, from standard to fully auditable

Overview

Publisherjmagly
Repositoryaiwg
Skill nameexecution-mode
Stars
225
Forks
34
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by jmagly on GitHub. Read the source before you install it.

Installation

Install the Execution Mode AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/jmagly/aiwg/tree/main/agentic/code/addons/aiwg-utils/skills/execution-mode
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/jmagly/aiwg.git /tmp/aiwg
mkdir -p .claude/skills
cp -r /tmp/aiwg/agentic/code/addons/aiwg-utils/skills/execution-mode .claude/skills/execution-mode
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Execution Mode in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Execution Mode on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Execution Mode is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Execution Mode

You set or report the reproducibility mode that governs how AIWG workflows execute, controlling determinism constraints from none (standard) to fully auditable (audit).

Triggers

Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):

  • "make runs deterministic" → set strict mode
  • "pin the seed" → set seeded mode with provided seed value
  • "what mode are we in" → report current execution mode
  • "reset to default" → set standard mode
  • "enable audit logging" → set audit mode

Trigger Patterns Reference

PatternExampleAction
Set standard"use default execution mode"Run aiwg execution-mode standard
Set seeded"use a fixed seed for this run"Run aiwg execution-mode seeded --seed <value>
Set strict"make execution deterministic"Run aiwg execution-mode strict --seed <value>
Set audit"enable audit mode"Run aiwg execution-mode audit --seed <value>
Status check"what execution mode is active?"Run aiwg execution-mode (no args)
Seed only"set seed to 42"Run aiwg execution-mode seeded --seed 42

Behavior

When triggered:

  1. Extract intent:

    • Is this a status check or a mode change?
    • Which mode is requested: standard, seeded, strict, or audit?
    • Is a --seed value provided or should one be generated?
  2. Run the appropriate command:

    bash
    # Report current mode (no args)
    aiwg execution-mode
    
    # Standard — no reproducibility constraints
    aiwg execution-mode standard
    
    # Seeded — fixed random seed for all operations
    aiwg execution-mode seeded --seed 42
    
    # Strict — seeded + no external calls + pinned versions
    aiwg execution-mode strict --seed 42
    
    # Audit — strict + decision logging for replay
    aiwg execution-mode audit --seed 42
  3. Mode summary:

    ModeSeedExternal callsPinned versionsDecision log
    standardNoAllowedNoNo
    seededYesAllowedNoNo
    strictYesBlockedYesNo
    auditYesBlockedYesYes
  4. Persistence: Mode is written to .aiwg/execution-mode.json and persists across sessions until explicitly changed.

  5. Report the result — confirm the mode that is now active and note any implications (e.g., external calls will be blocked in strict/audit mode).

Examples

Example 1: Status check

User: "What execution mode are we in?"

Extraction: Status check, no change requested

Action:

bash
aiwg execution-mode

Response: "Current execution mode: seeded (seed: 1234). External calls are allowed and versions are not pinned. To increase determinism, switch to strict or audit mode."

Example 2: Enable strict mode

User: "Make the workflow fully deterministic with seed 42"

Extraction: Strict mode requested, seed 42 provided

Action:

bash
aiwg execution-mode strict --seed 42

Response: "Execution mode set to strict with seed 42. External network calls are blocked and dependency versions are pinned. Mode saved to .aiwg/execution-mode.json."

Example 3: Enable audit mode for compliance

User: "Enable audit mode so we can replay every decision"

Extraction: Audit mode requested, no seed provided — generate one

Action:

bash
aiwg execution-mode audit --seed 7391

Response: "Execution mode set to audit with seed 7391. All decisions will be logged for replay. Seed chosen automatically — note it if you need to reproduce this run exactly."

Example 4: Reset to default

User: "Reset execution mode back to default"

Extraction: Reset to standard mode

Action:

bash
aiwg execution-mode standard

Response: "Execution mode reset to standard. No reproducibility constraints are active."

Clarification Prompts

If the user's intent is ambiguous:

  • "Should I generate a random seed or would you like to specify one?"
  • "Which mode would you like? seeded (fixed seed only), strict (seed + pinned versions + no external calls), or audit (strict + decision logging)?"

References

  • @$AIWG_ROOT/src/cli/handlers/subcommands.ts — Execution mode command handler
  • @$AIWG_ROOT/docs/cli-reference.md — CLI reference
  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/schemas/reproducibility/ — Reproducibility schemas

Frequently asked questions

What does the Execution Mode AI skill do?

Set or report the reproducibility mode governing how AIWG workflows execute, from standard to fully auditable

Why use Execution Mode on TypingMind?

Because you install it once and use it with any model. Execution Mode is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Execution Mode in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/jmagly/aiwg/tree/main/agentic/code/addons/aiwg-utils/skills/execution-mode. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Execution Mode?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Execution Mode?

As many as you like. As long as a model supports skills, you can use Execution Mode with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Execution Mode AI skill free?

Yes. It is published on GitHub by jmagly under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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