möbius-path-filtering

Möbius Path Filtering

Core Concept

A Möbius filter is a non-orientable topological constraint that eliminates paths where traversal would require "doubling back" or revisiting a configuration from a different orientation.

In navigator terms: some paths appear valid locally but are invalid globally because they would require the navigator to traverse the same logical position in two different ways simultaneously—geometrically impossible on a Möbius surface.

This constraint is checked before path compilation, preventing invalid Navigators from ever being cached.

Why Möbius Filtering?

The Problem

Consider a nested structure:

data = Dict(
  "a" => [1, 2, 3],
  "b" => Dict(
    "c" => [4, 5, 6],
    "a" => [7, 8, 9]  # Same key name, different context!
  )
)

A naive path like [ALL_KEYS, ALL_VALUES, ALL] might:

1. Navigate to key "a" → [1, 2, 3]
2. Navigate to key "b" → {...}
3. Navigate to nested "a" → [7, 8, 9]

But what if we then try to transform all "a" keys? The path becomes ambiguous:

• Is "a" referring to the top-level key or the nested key?
• Can we transform both simultaneously?
• What if the nested "a" contains a reference back to the top-level "a"?

On a Möbius surface, this ambiguity is geometrically impossible—you can't have two distinct orientations of the same location.

The Solution

Möbius filtering rejects paths that would create "twists" in the navigation space. It asks:

"Does this path require the navigator to visit the same logical location from two different orientations?"

If yes → path is invalid and compilation is rejected.

Architecture

Möbius Invariant

For each path step, track:

1. Position - current location in structure
2. Orientation - the "direction" we're approaching from (forward/​reverse)

A valid path maintains consistent orientation throughout:

• Cannot visit (position, orientation) pairs in contradictory ways
• Cannot have cycles where orientation flips

Filtering Algorithm

For each proposed path:
  visited_states = Set()

  for step in path:
    new_state = (position, orientation)

    if new_state in visited_states:
      return INVALID  # Möbius twist detected!

    visited_states.add(new_state)
    update(position, orientation)  # Based on step type

  return VALID

Orientation Mapping

Critical: Sequences that accumulate orientation flips (like a Möbius strip has) are rejected.

API

Validation Functions

is_valid_path(path_expr) :: Bool Returns true if path doesn't create Möbius twists.

is_valid_path([ALL, keypath("x")])           # => true
is_valid_path([REVERSE, ALL, REVERSE])       # => true (2 flips = orientable)
is_valid_path([ALL, REVERSE, ALL, REVERSE])  # => false (creates twist)

validate_path(path_expr) :: Result Returns validation result with detailed feedback.

result = validate_path([ALL, pred(f), keypath("a"), ALL])
# => ValidResult(:ok, "Path is topologically valid")

result = validate_path([REVERSE, ALL, keypath("self"), ALL])
# => InvalidResult(:möbius_twist, "Orientation flip at step 3 creates non-orientable surface")

eliminate_invalid_paths(paths::Vector) :: Vector Filters a list of candidate paths, keeping only valid ones.

candidates = [
  [ALL, keypath("x")],
  [ALL, REVERSE, ALL],
  [keypath("a"), keypath("b"), REVERSE, ALL, REVERSE]
]

valid = eliminate_invalid_paths(candidates)
# => [[ALL, keypath("x")], [ALL, REVERSE, ALL]]

Integration with Specter Navigator

When coerce_nav(path_expr) is called:

1. Möbius validation runs first
2. Type inference validates structure compatibility
3. 3-MATCH constraints check satisfiability
4. Compilation happens only if all three pass

function coerce_nav(path_expr)
    # Step 1: Möbius filtering
    is_valid_path(path_expr) || throw(MöbiusTwistError(...))

    # Step 2: Type inference
    verify_types(path_expr) || throw(TypeMismatchError(...))

    # Step 3: Constraint checking
    check_constraints(path_expr) || throw(UnsatisfiableConstraintError(...))

    # Step 4: Compilation
    Navigator(path_expr)
end

Performance

No runtime overhead - filtering happens before caching, ensuring only valid Navigators are cached.

Non-Backtracking Property

A consequence of Möbius filtering: valid paths never revisit states.

Why? Because revisiting with different orientation = Möbius twist = invalid path.

This guarantees:

• Each state is visited exactly once
• Traversal is deterministic
• Caching is safe and complete

Eliminates Invalid Paths Before Compilation

Without Möbius filtering:

# These would all pass type checking and compile successfully
nav1 = @late_nav([ALL, keypath("x"), pred(f), ALL, keypath("x")])  # ❌ Möbius twist!
nav2 = @late_nav([REVERSE, REVERSE, REVERSE])  # ❌ Odd number of flips!
nav3 = @late_nav([keypath("a"), keypath("b"), pred(g), keypath("a")])  # ❌ Revisit with flip!

With Möbius filtering: All three are rejected during validation, before any Navigator is created.

Edge Cases

Cycles in Data Structures

# Circular reference
data = Dict("x" => Dict())
data["x"]["ref"] = data

# Path that would traverse: root → x → ref → x → ...
# Möbius filtering rejects this at step 3 (re-entry to "x" from different orientation)

Self-referential Updates

# Transform a value that references itself
data = [1, 2, 3]
data[1] = data  # Circular!

# Any path that goes [INDEX(1), ALL, INDEX(1)] is invalid

Related Skills

• specter-navigator-gadget - Uses Möbius filtering as early validation
• color-envelope-preserving - Enforces color consistency alongside topological validity
• three-match - Constraint satisfaction works on Möbius-filtered paths only

References

• Non-backtracking walks: "Non-Backtracking Walks on Regular Bipartite Graphs" - Brin & Stuck
• Möbius strip topology: "Topology from the Differentiable Viewpoint" - Milnor
• Topological data analysis: "Persistent Homology" - Ghrist