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Skill Fablize for Hermes

A developer ported the fablize procedure system from Claude Code to the Hermes Agent ecosystem, creating a skill that enforces verification grounding, multi-story evidence gating, investigation protocols, and early-stop prevention. The project adapts verified procedures that improve task completion depth through systematic tool use and evidence checkpoints, addressing a gap in agent capability for closed, answer-bearing work.

read4 min views1 publishedJun 17, 2026

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A port of fablize for the Hermes Agent ecosystem. This project adapts fablize's verified procedures โ€” verification grounding, multi-story evidence gating, investigation protocol, and early-stop prevention โ€” from Claude Code's plugin system to Hermes Agent's skill system.

fablize makes any agent see a task through to the end โ€” with evidence and verification โ€” as procedure, not as luck.

fablize was born from a controlled comparison of Claude Opus and "Fable 5" (19 A/B runs + 26 real sessions, ~1,500 tool calls). The finding: on closed, answer-bearing work (code, logic, builds) the two models were effectively tied. The gap was in depth โ€” following an implication one step further โ€” and that turned out to be model capability, not injectable.

But the procedure of good work โ€” actually running what you build, decomposing multi-step tasks with evidence checkpoints, investigating bugs systematically โ€” does transfer. fablize ships only the procedures whose effect was verified.

Trait Transferable? How fablize-for-hermes does it
Verification grounding (run & observe the artifact) โœ… Skill section 3 โ€” run in real renderer, observe output, fix, re-run
Multi-story completion + evidence gate โœ… scripts/goals.py โ€” decompose, checkpoint, refuse completion without proof
Systematic investigation (reproduce โ†’ hypotheses โ†’ causal chain) โœ… Skill section 2 + packs/investigation-protocol.txt
Early-stop prevention โœ… Skill foundation rule: no promises without tool calls
Out-of-spec defect discovery โŒ not possible Capability โ€” the model finds it, or it doesn't
Open-ended creative detail โŒ not possible Capability โ€” shows only where there is no fixed answer
Self-driven propagation depth โŒ not possible Capability โ€” directed propagation transfers; self-started depth does not

The core behavioral ruleset, structured as a Hermes Agent skill (YAML frontmatter + markdown). Covers:

Foundation rulesโ€” always-on: lead with outcome, ground claims in tool results, no early stops, confirm destructive actions** Multi-story loop**โ€” decompose 2+ story tasks โ†’ complete with evidence โ†’ verification gate on the final story** Deep investigation**โ€” reproduce โ†’ 3+ competing hypotheses โ†’ trace causal chain โ†’ verify before/after โ†’ report rejected hypotheses** Verification grounding**โ€” run render/executable artifacts, observe, fix, re-run before declaring done** Capability ceiling**โ€” escalate honestly when the model's ceiling is the blocker

A self-contained, stdlib-only Python script for multi-story decomposition with a verification gate. State persists in ~/.hermes/fablize/

and survives session death.

goals.py create --brief "Build a dashboard" \
  --goal "design::Create the HTML layout" \
  --goal "implement::Add chart visualizations" \
  --goal "verify::Run and verify the dashboard renders correctly"
goals.py next
goals.py checkpoint --id G001 --status complete --evidence "Layout created with sidebar and main panel"
goals.py status

โ€” The grounding loop: run, observe, fix, re-run. For HTML, SVG, games, UI, charts, animations.packs/verification-grounding-pack.txt

โ€” The systematic debugging protocol: reproduce, competing hypotheses, causal chain, verify before/after.packs/investigation-protocol.txt

setup.sh [--skill-only|--local|--global]

โ€” Install the skill into Hermes and optionally inject the operating block intoAGENTS.md

orCLAUDE.md

uninstall.sh [--skill-only|--local|--global|--all]

โ€” Reverse the setup

Aspect fablize (original) fablize-for-hermes
Platform Claude Code plugin Hermes Agent skill
Routing UserPromptSubmit hook via hooks.json
Skill content โ€” agent loads and applies matching discipline
Early-stop finish-the-work.sh Stop hook (JSON transcript)
Foundation rule in skill โ€” agent self-enforces
State dir ./.fablize/ (per-project)
~/.hermes/fablize/ (Hermes-wide, survives sessions)
Scripts In scripts/ โ€” run from repo root
Same scripts, adapted for Hermes paths
Setup Injects into CLAUDE.md
Installs as Hermes skill + optionally injects block
git clone https://github.com/zeus/fablize-for-hermes.git
cd fablize-for-hermes
bash setup/setup.sh --skill-only

Then load the skill in your Hermes session:

skill_view(name='fablize')
bash setup/setup.sh --local    # injects block into ./AGENTS.md
bash setup/setup.sh --global   # injects block into ~/.claude/CLAUDE.md
bash setup/uninstall.sh --all

Trigger: load thefablize

skill, or trigger inline when the agent detects 2+ stories, debugging, or render artifacts2+ storiesโ†’ decompose + verification gate viagoals.py

Debuggingโ†’ investigation protocol (reproduce โ†’ hypotheses โ†’ causal chain)** Render artifactโ†’ verification grounding (run โ†’ observe โ†’ fix โ†’ re-run) Hard taskโ†’ adaptive thinking + escalate to stronger model if stuck Capability ceiling**โ†’ escalate honestly (the harness does not fake capability)

  • It cannot raise model capability. Open-ended creative quality and self-driven discovery are out of reach โ€” that is a model-choice decision, not a harness one.
  • The effect numbers come from the original fablize small-family self-measurement. The direction is solid; the decimals are not asserted.
  • The early-stop rule relies on agent self-enforcement, not a deterministic hook. It is a guideline, not a guard.

MIT โ€” same as the original fablize. The upstream fablize by fivetaku is MIT licensed. This port adapts the design and procedures to the Hermes Agent ecosystem.

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