Nonogram

Medium 10ร—10 Picross โ€” Systematic Cross-Referencing at the Benchmark Size

Medium 10ร—10 Picross is where the format fully asserts itself. With 20 lines, denser multi-block clue configurations, and a solving path that demands consistent systematic cross-referencing from the first pass to the last, this is the difficulty level that most closely matches what makes Picross compelling as a logical discipline. The technique is straightforward; the discipline required to apply it across 20 lines without losing track of any constraint is what Medium 10ร—10 develops.

What "Medium" Means at 10ร—10

Easy 10ร—10 resolves most of the grid in one or two passes because high-overlap clues confirm the majority of cells before cross-referencing is needed. Medium changes this balance: the first overlap pass resolves perhaps 25โ€“40 cells โ€” less than half โ€” and the remaining 60โ€“75 cells come from sustained multi-pass cross-referencing where each pass builds on the constraint data established by the previous ones.

Lines with a single "5" clue appear regularly at Medium difficulty. In a 10-cell line, "5" has slack of 5 โ€” no cell appears in every valid position โ€” so the line contributes nothing to the first overlap pass and must wait for perpendicular fills before any of its cells can be confirmed. Managing several such lines simultaneously, tracking which ones have new perpendicular data available and which are still waiting, is the core discipline that Medium 10ร—10 builds.

The Medium 10ร—10 Solving Approach

Step 1 โ€” Overlap pass: Process all 20 lines. Mark every direct result. Identify which lines produced zero confirmed cells โ€” these are the high-slack lines that depend entirely on perpendicular data and will be the last to resolve.

Step 2 โ€” Immediate propagation: After each confirmed cell, update the perpendicular line's constraint state before moving to the next line in the current pass. Don't defer column updates to the end of the row-pass โ€” propagate each fill immediately. This approach generates significantly more information per pass than batch updating and typically reduces the total number of passes needed by two to three.

Step 3 โ€” High-slack line revisit: After each full pass cycle, return to the lines that produced nothing in Step 1. Each has now accumulated perpendicular data from the cells confirmed in previous passes. Reapply overlap analysis using the updated cell states โ€” the reduction in valid arrangements will usually allow at least one new cell to be confirmed per line.

Step 4 โ€” Repeat: Continue until all 100 cells are resolved. Medium 10ร—10 requires no arrangement enumeration and no hypothesis โ€” overlap analysis and disciplined cross-referencing is sufficient throughout. Expect five to eight full pass cycles before the grid resolves.

The 20-Line Management Challenge

At 10ร—10, the 20-line network introduces a management challenge that players coming from 8ร—8 notice immediately: there are simply more lines to hold in attention simultaneously. A useful approach is to track the status of each line explicitly โ€” processed, partially resolved, waiting for perpendicular data โ€” rather than relying on memory to recall which lines have been updated since the last pass. Any notation that supports this tracking is valid; the specific system doesn't matter as long as it prevents lines from being skipped.

Ready to Progress?

โ†’ 10ร—10 Hard โ€” arrangement enumeration becomes necessary across the 20-line network

โ†’ 10ร—10 Easy โ€” if Medium feels like too large a step, Easy builds the systematic pass discipline Medium requires

โ†’ 12ร—12 Medium โ€” the same cross-referencing challenge with a 24-line network

Stuck? The 10ร—10 Solver identifies your next step.

FAQ

Substantially harder in practice. The 20-line network means more lines in a partially unresolved state simultaneously, more perpendicular interactions to propagate per pass, and a longer total pass sequence before the grid resolves. The technique is identical; the volume of information to manage at any given moment is significantly greater.

This typically occurs at the third or fourth pass, when the lines that were easy to advance in early passes are done and the remaining lines all have moderate to high slack. The grid is not stuck โ€” accumulated constraint data from earlier passes is now available in the perpendicular lines of the unresolved ones. Return to each unresolved line, reapply overlap analysis using the full current cell state, and new cells will become determinable. If nothing confirms after a thorough pass, check whether all previous X-marks were placed correctly.

Most solvers take 15โ€“28 minutes. The main time variable is how efficiently perpendicular propagation is handled โ€” immediate propagation after each cell confirmation consistently outperforms batch updating in solve time at this grid size.