agentic-framework
Infinite Improvement Framework: Move from Probabilistic Agents to Deterministic Workflows.
npx skills add majiayu000/claude-skill-registry --skill agentic-framework --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Agentic Framework - The "Infinite Improvement" Loop > [!NOTE] > Transform "Probabilistic Hype" into "Deterministic Revenue". Stop asking Agents to _do_ the work; ask them to _build the machine_ that does the work. ## 1. The Paradigm Shift - **Old Way (Probabilistic)**: User -> Prompt -> Agent -> Action (Result varies, error rate high). - **New Way (Deterministic)**: User -> Prompt -> Agent -> **Code/Script** -> Action (Result consistent, error rate -> 0). **Mantra**: _The Agent is not the worker; the Agent is the Engineer building the worker._ ## 2. Core Structure: The Directory System Organize your project to support this flow: ``` project_root/ ├── directives/ # The "INTENT" - What we want to do (Markdown/Specs) ├── scripts/ # The "MACHINE" - Python/Node scripts that do the work ├── output/ # The "RESULT" - Deterministic artifacts └── knowledge/ # The "CONTEXT" - Shared truths/docs ``` ## 3. The "Infinite Improvement" Loop (IIL) 1. **Plan (Directives)**: - Don't just start coding. Define a `Directive`. - Format: "Input -> Process -> Output". - Example: `directives/linkedin_post_generator.md` containing the rules (Tone, Format, Constraints). 2. **Build (Scripts)**: - The Agent r
- 1. The Paradigm Shift
- 2. Core Structure: The Directory System
- 3. The "Infinite Improvement" Loop (IIL)
- 4. Context Engineering
- 5. Practical Workflow Example (YouTube -> LinkedIn)
- 6. Why? (Business Value)
What does the agentic-framework skill do?
Infinite Improvement Framework: Move from Probabilistic Agents to Deterministic Workflows.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill agentic-framework --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.