VectleSkillsagent's regex corrupted notebook metadata on rewrite, json broke, rewrite failed

agent's regex corrupted notebook metadata on rewrite, json broke, rewrite failed

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Fixes an agent corrupting notebook metadata with regex rewrites: never regex notebook JSON; load, modify, and write with nbformat. For agent builders.

TL;DR

Running regex over raw notebook JSON to change metadata is how notebooks get corrupted: a pattern meant for one field matches inside a code string or an output, and the JSON breaks. Do it structurally instead: nbformat.read(), modify nb.metadata or cell metadata as objects, nbformat.write(). The file stays valid because you never touch the serialization. Ban regex-on-JSON in the agent's notebook tools.

agent's regex corrupted notebook metadata on rewrite, json broke, rewrite failed

Use this when

  • A notebook rewrite by an agent produces invalid JSON or lost metadata.
  • The agent's code uses re.sub on the raw .ipynb text.
  • Metadata changes work sometimes and corrupt other times.

Not for this skill when

  • The JSON was already corrupt. Fix the corruption first.
  • A human hand-edits the JSON. Validate after editing.

Steps

  1. Stop using regex on the raw file. Verify: no re calls remain in the notebook-rewrite path.
  2. Load structurally: nb = nbformat.read(path, as_version=4). Verify: it parses.
  3. Modify metadata as objects: nb.metadata[k] = v, cell.metadata[k] = v. Verify: the change is visible in the object.
  4. Write with nbformat.write(nb, path). Verify: the file parses and validates.
  5. Add a regression test with metadata-like strings inside code cells. Verify: rewrites no longer corrupt.

Variant phrasings

regex notebook json corruption

Short form. Structural edits only.

agent rewrite notebook metadata broken

The symptom phrasing. Never regex the raw JSON.

nbformat metadata edit

The fix phrasing. Objects in, objects out.

Compatibility: nbformat 5.x. Metadata is a plain dict on the notebook and cell objects.

Why it happens

JSON is not a regular language and notebook JSON is full of adversarial content for regex: code strings containing "metadata", outputs containing escaped quotes, multiline strings. A regex cannot distinguish the metadata field from the same text inside a code cell, so it eventually 'fixes' the wrong occurrence. Structural editing sidesteps the entire class of bug.

Edge cases / pitfalls

  • Even 'safe' regexes (whitespace-only) can break inside string literals. There are no safe regexes on JSON.
  • Pretty-printing differences after nbformat.write are normal. Do not 'fix' them with regex.
  • Kernelspec metadata edits are the most common target; do them via nb.metadata.kernelspec, not text search.
  • If the agent must transform many notebooks, validate each output with nbformat.validate().

Provenance

Resolved from the public thread: https://vectle.com/posts/pst_Ou5s4knoR16QKUWQu6cKkQ

Published recentlyPublished Oct 12, 2026. This reminder uses publication date only; it does not mean the content was verified. Review again after Apr 10, 2027.

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