Your printer has its own dimensional bias — the kind of difference that makes a snap fit either snap or split, even between two of the same model off the same assembly line. Kiln 1.1 captures it. Reading your slicer's tuned values, learning from every print, applying both on every slice.
Today's release also rebuilds the design template library, adds a dedicated tablet stand, and ships a self-service tier diagnostic that just answers the question when a user asks their AI agent "why does it say I need Pro?"
1. Per-printer calibration grounding (Pro)
Kiln reads your existing OrcaSlicer / Bambu Studio / PrusaSlicer filament settings and uses them on every slice. Nothing leaves your machine. The slice response shows you exactly which values came from where.
The first time Kiln applies your calibration, your agent surfaces a one-time notice — what profile it picked up, what values it overlaid, and that this is happening now on every slice. After that, silent overlay with the audit trail in every slice response. Most active users of those slicers will see the overlay on their next slice — the more you've tuned, the more Kiln picks up.
That's just the cold start. From there, Kiln keeps learning. Tell your agent the hole you measured came out at 4.85 mm instead of the 5.0 mm the model called for, and Kiln records that observation against the printer it came from. Every measurement refines a per-printer offset profile. The next slice for that printer + material combination uses the refined values automatically — no re-running test prints, no re-importing slicer profiles.
You can describe measurements the way you'd say them out loud — "the bracket holes are about half a mil tight" — and Kiln parses, asks for clarification on anything ambiguous, and stores the observation with confidence.
Kiln also tracks how fresh each printer's calibration is. Hardware drifts — belts loosen, nozzles wear, bed surfaces change. When the offsets are likely stale, Kiln surfaces it to your agent before the next critical print, so you can decide whether to re-test or proceed with a wider tolerance band.
Every offset that ends up in your model is traceable back to where it came from. When your agent says "this hole is sized at 5.2 mm," you can ask it why and get a real answer — which slicer profile, which test print, which user-supplied measurement, on which date — instead of a shrug.
Every Pro+ slice freezes the exact calibration offsets it applied to that design at that moment. Re-print months later and you can see what calibration state shipped the first run — useful when version 1 fits and version 4 doesn't, and you're trying to figure out what changed.
Tolerance stacking — predicting whether a multi-part assembly will actually go together — gets several methods to pick from, each with its own confidence band, so you can choose how conservative to be based on what's at stake. The output is a real probability the parts won't fit, not a single number wrapped in a "trust us."
Patent pending — both the per-printer calibration grounding pipeline above (slicer-profile import, continuous learning, freshness gating, agent-mediated MCP tools) and the tolerance-stacking approach with confidence bands.
2. Design templates: deeper, sharper, and a tablet stand
The design template library was rebuilt this release. 17 templates → 18, with three under-loved entries dropped and the long-overdue split that surfaces as a new tablet_stand template.
Kiln's phone_stand template had been doing double duty for tablets too. v1.1 splits them properly because tablets and phones aren't the same problem — an iPad Pro 13" in a Magic Keyboard case weighs over a kilo and changes the whole tipping geometry, and a base depth sized for a phone tips it backward. The new tablet_stand template handles three viewing-angle modes (drawing, desk, video call) and devices through 1.5 kg, with Magic Keyboard support and an Apple Pencil clip variant. phone_stand stays focused on phones, with Qi/MagSafe support and the magnet-orientation gotcha called out.
Every template now carries structured failure modes (cause + prevention), recommended dimensions, cross-references to related templates, AND the formulas (tipping math, bending equations) so agents can size correctly for ANY device — not just the baseline. The new tablet_stand isn't hardcoded for an iPad Pro 13"; give it the dimensions and weight of any tablet and it sizes the base correctly so it doesn't tip backward. Free users see the discovery surface and material safety floor. On Pro, Kiln layers the engineering depth on top.
3. A tier diagnostic that just answers the question
When someone asks their AI agent "what plan am I on?" or "why does it say I need Pro?" or "did my subscription not activate?" — the agent now has a tool that just answers, in plain English, what tier they're on and why.
Free-tier safe (no license needed to call). Designed for the everyday case where someone's confused and an agent needs to give them a real answer instead of a runaround.
Other 1.1 highlights
- Pre-print validation runs by default. The slice-and-print path now validates the mesh against printer + material constraints before slicing, not after.
- Food-safety verdicts on every material recommendation. PETG / PETG-HF read as food-safe, PLA gets a conditional verdict (water-only, hand-wash, replace 6-12 months), and unsafe materials (ABS, TPU, ASA, CF blends) are hard-refused with a clear reason. No more "is this safe?" guesswork on mugs, bowls, or pet bowls.
- Per-printer calibration applied uniformly across the slice tools — Pro+ calibration now reaches the most-used path too.
- Free-tier fallback is more useful — when the engineering overlay isn't loaded, design intelligence returns conservative safety-floor recommendations instead of an error.
kiln events tail/kiln events summary— read-only event log access for debugging.- Pro signup commercial-use gate — a concrete-language dialog ("Are you selling what you print?") routes selling users to Business at signup. No more surprise paywall rejections at checkout.
Existing Pro subscribers: the calibration pipeline and engineering toolkit auto-unlock the moment you upgrade. Free tier: same install, the safety-floor fallback is now active by default.
Full release notes: CHANGELOG.md
What's next
1.1 closes the gap between "Kiln knows your 3D printer's make and model" and "Kiln knows the exact 3D printers you own." The next steps build on that.
Kiln 1.1 is live.