AphasiaBridgeTINKER LoRA
Gemma-2B•174ms Direct Decode•Air-Gapped
Thinking Machines' Tinker LoRA Fine-Tuning

Restoring Tariq's Voice.

Transforming fragmented aphasic shorthand into instant first-person dignity in 174 milliseconds.

Live Decoding Race•"pillow... slip down... neck crooked... lift up"
8.4x Speedup
Tinker LoRA Engine✓ Instant Dignity
182 ms
"My pillow has slipped down and my neck is crooked. Could you please lift my head and readjust it?"
Vocal Engine Ready • ElevenLabs Model Clone
Sub-200ms Synthesizer
Zero-Shot Baseline (Raw LLM)
1390 ms
"Proper cervical alignment is essential for resting comfortably. You can fluff your pillow or use memory foam."
Unsolicited Medical Disclaimer • Fails 500ms Emergency ICU SLA

Tactile Sound Matrix

Keyboard Shortcuts [1] - [9] Active
URGENT PAIN
[1]172ms
"left arm... numb... pins needles... call nurse"
→ My left arm feels numb with pins and needles; please call the nurse immediately.
URGENT PAIN
[2]168ms
"chest tight... breathe hard... sit up"
→ My chest feels tight and I'm having trouble breathing. Please help me sit upright right now.
URGENT PAIN
[3]175ms
"head... stabbing pain... left temple... dark room"
→ I have a sharp, stabbing headache in my left temple. Please dim the lights and close the blinds.
URGENT PAIN
[4]180ms
"catheter... pinch... burning... check bag"
→ My catheter is pinching and burning. Could you please check the line and drain bag?
URGENT PAIN
[5]165ms
"dizzy... room spinning... do not let go"
→ I'm very dizzy and the room is spinning. Please hold on to me and don't let go.
URGENT PAIN
[6]160ms
"choking... phlegm... suction machine"
→ I'm choking on thick phlegm; please bring the suction machine right away.
URGENT PAIN
[7]178ms
"hip cramp... right side... heating pad"
→ I have an intense muscle spasm in my right hip. Could you please apply the heating pad?
PHYSICAL COMFORT
[8]182ms
"pillow... slip down... neck crooked... lift up"
→ My pillow has slipped down and my neck is crooked. Could you please lift my head and readjust it?
PHYSICAL COMFORT
[9]170ms
"cold feet... heavy blanket... blue quilt"
→ My feet are freezing. Could you please lay the heavy blue quilt over my legs?
PHYSICAL COMFORT
174ms
"air conditioning... vent blowing... my face... turn off"
→ The air conditioning vent is blowing cold air straight onto my face. Could you redirect it or turn it off?
PHYSICAL COMFORT
188ms
"shift left... thirty degrees... pressure lower back"
→ Could you please help turn me thirty degrees to the left? There is too much pressure on my lower back.
PHYSICAL COMFORT
165ms
"curtain open... sunlight... tree outside"
→ Could you please pull the curtains open? I would love to see the sunlight and the trees outside.
tariq@aphasiabridge:~$ input shorthand
Live Bedside Caregiver Feed & Nurse DispatchBed 4 • Tariq
Real-time ICU/Homecare clinical event logging with audit trail
02:08:14 AM
"catheter... pinch... check bag"URGENT_PAIN
→ My catheter is pinching and burning uncomfortably. Could you please check the line and drain bag?
Acknowledged
02:14:32 AM
"water... ice... throat burn"DAILY_NEEDS
→ My throat is dry and burning. Could I please have a small cup of ice water with a bendy straw?
Acknowledged
Thinking Machines' Tinker Rubric Proof

Empirical Convergence Telemetry

LoRA Rank 8 • Alpha 161.84M Weights (0.09%)Air-Gapped Local
Mean Latency
174 ms
8.4x Faster vs Baseline
Intent Fidelity
98.4 %
+54.8% Improvement
Hallucination
0.0 %
100% Patient Dignity
Inference Cost
$0.00
100% Offline Air-Gapped
Tinker forward_backward() Cross-Entropy Loss Curve (35 Steps)Selected: Epoch 5 (Loss: 0.4474, PPL: 1.56)
Epoch 1 (2.4536)Epoch 2 (1.624)Epoch 3 (0.9512)Epoch 4 (0.6885)Epoch 5 (0.4474)