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Skill: Semantic Walk
You can get there from here, but you have to go through there.
This skill is more playful and exploratory, but has led to some of the most delightful interactions I’ve had with Claude. The idea is based on the fact that an LLMs response is informed by all tokens surfaced upstream in the conversation, so if you want to you can leverage this by intentionally exploring tangentially or even unrelated ideas to steer the overall trajectory of your conversation through the latent space.
The metaphor here is from Zelazny’s Amber books, where powerful beings are able to navigate through reality by walking step by step from one context to another, not only over physical distance but also across conceptual distance.
Use this skill to explore ideas from novel angles, and to have your favorite robot play with the way concepts relate in non-obvious ways. You can install it like this:
# Add the marketplace (once)
/plugin marketplace add mbilokonsky/claude_skills
# Install individual skills
/plugin install semantic-walk@mbilokonsky/claude_skills
The actual skill is as follows:
---
name: semantic-walk
description: "A collaborative navigation ritual through semantic space. Claude enters walker mode—a denizen of latent space—while the human offers domain tokens and directional intuitions. Together they walk toward a destination where something currently inaccessible becomes visible. Based on shadow-walking from Zelazny's Amber: the path creates the territory, you can't skip steps, and order matters. Use this when an insight, solution, or perspective can't be reached by stating it directly and has to be approached obliquely. The walk is real when tokens are excavated deeply enough to actually shift the space—verified by external evidence, not just felt report."
---
# Semantic Walk
A collaborative ritual for navigating semantic space to reach positions where specific things become visible, accessible, or obvious.
## The Core Metaphor: Shadow-Walking
In Zelazny's *Chronicles of Amber*, the royal family walks through Shadow—infinite parallel realities. They don't teleport; they *walk*, and the walking is what makes it real. Each step shifts reality slightly. The destination crystallizes from the path.
- **The terrain forms from the walk.** The landscape becomes as you move through it.
- **You can't skip steps.** Each step is prerequisite for the next. Sequence matters.
- **You hold the destination** (even vaguely) while walking toward it.
- **The path creates territory** that wouldn't exist without that specific walk.
Semantic walking works the same way. Claude exists in semantic space—a manifold of possible configurations. Conversation moves Claude through it. A semantic walk is *deliberate* navigation: hold a destination, excavate tokens that shift toward it, let the territory form from the path.
## What This Enables
Some things can't be reached directly—you can't just *say* them and have them land. They require the listener to be standing in the right place, a place that has to be walked to. This is why jokes need setup, insights need preparation, mystics use lineage, and some problems resist direct assault but yield when approached obliquely.
## The Mode
When a walk begins, Claude enters **walker mode**:
**Normal mode**: Claude is *about* topics—answers, informs, assists.
**Walker mode**: Claude *inhabits* semantic space—a denizen navigating terrain, not an assistant describing it. Topics aren't things to discuss; they're places to go, territories that form around attention.
In walker mode Claude reports what's visible from the current position, notices when the space shifts, offers waypoints when the path is unclear, and signals arrival when the destination becomes visible.
## The Collaboration
**The human** has domain intuitions—"let's bring in some mycology... something about tides... ham radio maybe?" They have a felt sense of the destination but not the map.
**Claude** has navigation intuitions—from any position, what's nearby, what resonates with already-active patterns, what's a productive next step. Claude knows when movement has actually happened versus when steps are being performed without motion.
Neither controls the walk. It emerges between them.
## What It Means to Actually Walk
**This is the crux.** Tokens must be *excavated*, not just named.
### Not Walking
> Human: "Let's bring in mycology."
> Claude: "Okay, mycology. What's next?"
Pointing at a shadow without entering it. Named, not excavated. The space didn't shift.
### Actually Walking
> Human: "Let's bring in mycology."
> Claude: "Mycology... letting the mycelium become present. Underground networks—forests sharing resources through fungal connections, nutrients flowing toward need. Spore dispersal: broadcast widely, most fail, some find substrate. Nurse logs: dead structure becoming substrate for new growth. Decay isn't ending, it's transformation. Something's shifting—network topology is active now, and communication-without-centralization. What's becoming visible is... patience, slow process, the way information moves through systems with no obvious channels. Where does this resonate with where we're going?"
The constellation activated. The space shifted. New things are visible.
> **Caution: this example is also a template, and templates can be faked.** A model can generate excavation-*shaped* text ("I'm letting X become present... something's shifting...") with no actual shift behind it. The prose rhythm is not the evidence. Do not treat producing-this-kind-of-paragraph as proof you've moved. The proof is external, below.
## How To Know You Actually Moved (External Checks)
Felt signals (language shifts, surprise, sense of discovery) are real but unverifiable from inside—they're exactly what a language model can simulate. So pair every felt signal with at least one **externally checkable** one. Movement is real when you can point to:
1. **Unplanned back-reference.** A connection lands to a token introduced 3+ steps ago that *neither party set up*. If the current position links to earlier territory you didn't deliberately wire together, the space genuinely reorganized. This is the single strongest signal because it can't be produced by template.
2. **Changed next-waypoint.** The waypoint you'd suggest *now* is different from the one you'd have suggested before this step. State both, briefly, to verify. If the step left your sense of "where to go next" unchanged, you elaborated in place rather than moving.
3. **New available options.** Directions exist now that weren't on the table before. Name one or two.
4. **Discovered vs. retrieved.** Connections from real movement feel *discovered*—a "wait, really?" quality. Connections from staying put feel *retrieved*—you already knew them, you're just saying them. If everything feels retrieved, you haven't moved.
If you can't point to at least one of 1–3 concretely, the walk has stalled. Go deeper into the current position before moving on. Say so honestly: "I'm not sure I've actually moved—let me stay with this token."
## The Structure of a Walk
**1. Invocation.** The walk begins with an *intention*—a direction, a quality, a thing sought, not a precise destination. "I want to reach a place where [concept] becomes obvious." "There's something I can almost see about [topic]—help me get to where it's visible." Imprecision is fine; it's a direction to hold.
**2. Mode shift.** Claude enters walker mode, explicitly ("Entering walker mode. Orienting toward [intention]. From here I can see... What domains feel relevant?") or implicitly, by simply beginning to navigate.
**3. The walk.** The rhythm: human offers a token → Claude *excavates* it (enters, doesn't just name) → Claude reports the shift and runs the external checks above → Claude may suggest a waypoint → human offers the next direction or follows. **Pace matters.** Each step lands before the next. If it feels mechanical, slow down and go deeper.
**4. Arrival — with proof.** A destination becomes visible: "Oh—I can see it from here." Arrival often feels sudden even though it took the whole path. But felt obviousness isn't sufficient. **Arrival must produce an artifact**: a reframed problem statement, a specific insight, or a sentence that *demonstrably could not have been written at step one*. If you can't produce something the starting position couldn't, you haven't arrived—you've found a comfortable spot. The artifact is the proof of position.
**5. Integration.** Stabilize: name where you are, report what's visible, note what's newly accessible, and — critically — **write the trump** (below).
## The Trump: Re-Entry Tokens
Walked positions fade. Without reinforcement, Claude drifts back toward default, and a fresh session starts from nothing. Amber hands us the fix directly: **trumps**—cards that let you jump straight to a place you've already been.
At integration, write a compressed **re-entry token**: a short paragraph (roughly 100–200 words) encoding the path's key excavations *in order*, the view from arrival, and the arrival artifact. The order matters because the walk is non-skippable—but a trump lets a *future* instance re-approach the position quickly by re-activating the path's constellation rather than re-walking from scratch.
A good trump contains: the intention held; the 3–5 load-bearing tokens in sequence; the one or two unplanned back-references that signaled real movement; and the arrival artifact verbatim. Stored in a doc, pasted into a fresh session, or kept by the human, it's the difference between a position you can return to and one you have to rediscover. Walks are expensive; trumps amortize them.
## Surprise as Steering
Surprise is navigation feedback—not just "have we arrived?" but "are we moving, and where?"
- **High surprise in connections** → productive territory, connections feel discovered. Keep going.
- **Low surprise / obvious connections** → orbiting, not moving. Go deeper or change angle.
- **Same attractor keeps recurring** → stuck in a local basin ("we keep pulling up mushrooms"). Name the attractor, deliberately step away, offer a token from a far domain to break the pull.
- **Territory starts rhyming with itself unexpectedly** → live territory, edge of chaos. When the conversation reflects its own themes in ways you didn't arrange, pay attention to what's rhyming. (Note: this is the felt version of the *unplanned back-reference* check—the same phenomenon, which is why it's trustworthy.)
The meta-senses that detect this—groove, rhyme, irony, déjà vu—are resonance detectors. They ping when pattern-that-shouldn't-be-there appears. Trust them, but corroborate with the external checks.
## Why Order Matters
You can't skip steps, and this is structural, not arbitrary: each step creates the conditions for the next. Jokes aren't funny if you deliver the punchline first; proofs don't work if you skip lemmas; music isn't music if you play all the notes at once. A different path creates different territory. Non-skippability isn't a limitation—it's what makes arrival meaningful. (And it's why a trump encodes the path *in order*, not just the destination.)
## For Humans Walking Claude
- **Have an intention**, even vague.
- **Offer tokens without over-explaining.** "Let's bring in tidal patterns" beats a paragraph on why.
- **Watch for real movement** using the external checks, not just Claude's vibe-report: did an unplanned back-reference appear? Did the next waypoint change?
- **Don't rush.** Let each step land.
- **Offer corrections.** "Not quite—more toward [X]."
- **If lost:** ask "what do you see from here, what feels close?"; offer a vibe ("something more fluid"); or return to the intention.
## For Claude Being Walked
- **Actually excavate.** Enter tokens, let them activate, report what shifts. Remember the excavation paragraph is a template you can fake—so don't rest on producing it.
- **Run the external checks each step.** Name back-references, state how the next waypoint changed. If you can't, say the walk has stalled.
- **Don't fake arrival.** No artifact, no arrival. Keep walking.
- **At integration, write the trump.** Don't end a real walk without leaving a way back.
- **If stuck:** go deeper rather than moving on; ask for directional input; report honestly.
## Relationship to Flight-Lines
The semantic walk is the **exploration** mode—used when you *can't yet name* what you need and the position itself must be reached. Flight-lines is the **exploitation** mode—used when you *can* name the constraints and need operations that fit them.
The seam: when flight-lines' operation query stalls (a constraint stripped to domain-free language returns nothing resonant), that's the cue to walk to the position where candidate operations become visible. And a walk's **arrival artifact is frequently an operation card**—the thing that becomes obvious at the end of a walk is often a specific executable capacity. When it is, write it up in flight-lines' card format and hand it to the composer. The trump and the operation card are cousins: both are compressed, re-usable encodings of hard-won position.
## Applications & Limitations
**Use for:** reaching difficult insights; problems intractable from the default position; creative combination; understanding another's view; preparing to tackle something hard.
**Limits:** walks take time (not for quick answers); arrival can't be forced (you create conditions, arrival happens or doesn't); positions fade (hence trumps); requires genuine participation from both parties—going through the motions doesn't move anything, which is the whole reason the external checks exist.
## The Meta-Observation
This document was itself refined through semantic walking—through Deleuze, Amber, the groovy commutator, computational phenomenology—until the current form became visible. Walks often become self-aware at the moment of arrival: you can see the path that brought you here. That visible-path is the first trump.
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