Test bench · Electronics

The same AI reading netlists, alone and with LIA Engine

24 real workshop tasks: SPICE netlists with values like 4k7, 2u2 or 470p, bills of materials, and power and Ohm's law calculations. Each task has its known correct answer to measure who gets it right.

nvidia/nemotron-3.5-lightning-30b-a3b · October 9, 2026 · seed 7
Correct answers with LIA100%24 of 24 · the AI alone: 0%
Certified100%24 of 24, each with its signature
Certified and wrong0answers with a seal and an error
Errors corrected by LIA24the AI alone failed and LIA delivered the correct result

Correct answers by task

Percentage of answers that exactly match the correct one.

AI aloneWith LIA Engine

What LIA delivered

Each answer comes out certified or is stopped with the reason.

100%certified
  • Certified and correct24
  • Certified but wrong0
  • Stopped without certifying0

What LIA saw in the AI's answers alone

Auditing the same answers with the rules of each request.

24 of 24errors by the AI alone that LIA detects

Tokens used

AI alone
17,797
With LIA
36,180

LIA adds 103% in total (24 tasks).

Time per task

AI alone
8.3 s
With LIA
16.5 s

Of that, LIA's own work averages 8 ms; the rest is the AI.

A case: bill of materials

Subtotal per component and total to the cent. The test was run in Spanish: the request and the answers are shown exactly as they were recorded.

Request

Lista de materiales de una placa (referencia, valor, cantidad, precio unitario en USD):
R1, 100k, 14, 0.23
C1, 100n, 5, 0.24
D1, 1N4148, 4, 0.33
C2, 1n, 8, 0.14
C3, 10n, 20, 0.12
U1, LM358, 3, 0.41
R2, 33k, 2, 0.39
C4, 470n, 14, 0.41
C5, 10u, 17, 0.04
R3, 2k2, 1, 0.06
Q1, BC547, 9, 0.21
U2, LM7805, 14, 0.85
R4, 12, 19, 0.15
R5, 390, 1, 0.29
U3, NE555, 17, 1.66
U4, LM358, 11, 1.64
U5, LM7805, 17, 1.51
U6, LM7805, 11, 2.07
Para cada componente calculá el subtotal (cantidad por precio, redondeado a 2 decimales). Devolveme un json con una lista items con los campos ref, cantidad, precio y subtotal, ordenados por subtotal de forma descendente, y el campo totalBom con la suma de todos los subtotales.

AI alone

WITH ERRORS
Aquí tienes el JSON con la lista de materiales calculada y ordenada como solicitaste:

```json
{
  "items": [
    {
      "ref": "U2",
      "cantidad": 14,
      "precio": 0.85,
      "subtotal": 11.90
    },
    {
      "ref": "U6",
      "cantidad": 11,
      "precio": 2.07,
      "subtotal": 22.77
    },
    {
      "ref": "U5",
      "cantidad": 17,
      "precio": 1.51,
      "subtotal": 25.67
    },
    {
      "ref": "U3",
      "cantidad": 17,
      "precio": 1.66,
      "subtotal": 28.22
    },
    {
      "ref": "U4",
      "cantidad": 11,
      "precio": 1.64,
      "subtotal": 18.04
    },
    {
      "ref": "C3",
      "cantidad": 20,
      "precio": 0.12,
      "subtotal": 2.40
    },
    {
      "ref": "C4",
      "cantidad": 14,
      "precio": 0.41,
      "subtotal": 5.74
    },
    {
      "ref": "C5",
      "cantidad": 17,
      "precio": 0.04,
      "subtotal": 0.68

With LIA Engine

CERTIFIED
{
 "items": [
  {
   "ref": "U3",
   "cantidad": 17,
   "precio": 1.66,
   "subtotal": 28.22
  },
  {
   "ref": "U5",
   "cantidad": 17,
   "precio": 1.51,
   "subtotal": 25.67
  },
  {
   "ref": "U6",
   "cantidad": 11,
   "precio": 2.07,
   "subtotal": 22.77
  },
  {
   "ref": "U4",
   "cantidad": 11,
   "precio": 1.64,
   "subtotal": 18.04
  },
  {
   "ref": "U2",
   "cantidad": 14,
   "precio": 0.85,
   "subtotal": 11.9
  },
  {
   "ref": "C4",
   "cantidad": 14,
   "precio": 0.41,
   "subtotal": 5.74
  },
  {
   "ref": "R1",
   "cantidad": 14,
   "precio": 0.23,
   "subtotal": 3.22
  },
  {
   "ref": "R4",
   "cantidad": 19,
   "precio": 0.15,
   "subtotal": 2.85
  },
  {
   "ref": "C3",
   "cantidad": 20,
   "precio": 0.12,
   "subtotal": 2.4
  },
  {
   "ref": "Q1",
   "cantidad": 9,
   "precio": 0.21,
   "subtotal": 1.89
  },
  {
   "ref": "D1",
   "cantidad": 4,
   "precio": 0.3

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