Tensor-mapped LFM2.5 quants that match the stock GGUF they undercut in size — measured on 2,500 items.
tablinum
non-profit
AI & ML interests
None defined yet.
Recent Activity
Organization Card
Tablinum
the record room added to a house that already existed
Small models that do real work on small devices.
We take an existing base model and attach what it needs — trained office skills, a fact-table sidecar, a deterministic arithmetic harness.
Nothing here is a general assistant. Every model is a measured instrument, published at every quantization rung we ship, with each rung's score on the same frozen instrument. When a rung degrades, the card says so.
354M
smallest production coworker
1.000
eval.v1 — stock bases sit at ≈0.24
0.980
m365 premise bench · sidecar, single 8B
7 rungs measured
every quant we ship, scored
The models
Two coworkers, one contract
The default: 354M, one JSON envelope, decks / sheets / documents / grounded refusal. Runs on a laptop at Q8_0.
Q8_0 · 379 MB0.730
Q6_K · 293 MB0.695
Q5_K_M · 260 MB0.708
Q4_K_M · 229 MB0.517 — the cliff
The quality-max sibling: same recipe, 3.4× parameters — bought for full-document docx renovation on real files.
Q8_0 · 1.25 GB0.919
Q6_K · 963 MB0.924
Q5_K_M · 843 MB0.918
The method
Three measured claims
I.
The skills are trained, not bought.
Stock bases up to 3.4× larger are near-chance (≈0.24) on our
office instruments; the trained 354M scores 1.000.
II.
Knowledge comes from the sidecar.
Tabula — the fact tablet you attach — lifts premise
correction 4–5× at zero training and carries a single 8B to
0.980 on a blind holdout.
III.
Arithmetic goes to a harness.
One-shot multi-row totals fail at every scale we measured;
the --compute ledger answers exactly regardless of model
state.
Reading the numbers
Every score recomputes
Each figure on every card comes from a frozen, committed instrument and saved generations — oracle-graded, shortcut-checked, with the failure walls printed next to the wins. The quant ladders are measured through llama.cpp itself, because deployment truth beats spec sheets.
Tablinum — the room; Tabula — the tablet in it.