AMD Developer Hackathon · ACT III · Demo

The Silent Council

You send a contract by email. A router counts the tokens and picks the model: Qwen3-14B for short contracts, Gemma 4 31B for long ones. Three AI experts read it on the AMD MI300X, passing each other the memory of what they read, without writing to each other. You get an email back with the verdict.

same qualityF1 on the CUAD test
−75%tokens generated
54 s / 144 stelepathy vs. text
77.4 F1with the router (Qwen alone: 68.6)
1 · The flow

From email to verdict, and what comes after

Sample montage. “Sending the email” and “Email received” will become real screen recordings; the other chapters stay animated.

Screen recording · placeholder
New message
ToSilent Council · Evolus inbox
Subject
PDFsupply-agreement-signed.pdf
Send
The purchasing department forwards the contract to be signedAll it takes is an email with the PDF attached
Animation
IntakeEmailcontract as a PDF
EvolusWorkflow 1passes the contract to the Council
InspectorComplex PDF?signatures, stamps, scans · rules, no AI
RouterPicks the modelpages to look at: Gemma 4 31B
AMD MI300XThe CouncilQwen3-14B or Gemma 4 31B
Token FactoryNotification emailthe agent writes to the person
Before anyone reads it, an inspector checks what is on the pagesText only, or signatures, stamps and scans that text extraction cannot see?
Animation

The router counts the tokens in the contractA single rule, no LLM: below the threshold, Qwen3-14B; above it, Gemma 4 31B

Promotion AgreementCUAD · Ashworth
6,000-token threshold0
Qwen3-14B2× faster on short contracts
Supply AgreementCUAD · Fusion Pharmaceuticals
0
Gemma 4 31B+12.5 F1 on long contracts
On 80 CUAD contracts:router 77.4 F1Gemma alone 75.6Qwen alone 68.6
Short contract to the fast model, long contract to the big modelThe router chooses before the Council meets
AnimationGemma 4 31B · complex PDF
p.1initials
p.2text only
p.3initials
p.4initials
p.5initials
p.6signature · seal
Visual expert · head of the chain

Gemma 4 31B looks at the pages

Only the 5 flagged pages, as images. Its instructions are the visual skill: what to look for in a contract.
  • signatureJ. Harmon, for Glamis Gold · p.6
  • sealGlamis Gold corporate seal · p.6
  • empty signatureWestern Copper has not signed · p.6
  • initials“JH” on pages 1, 3, 4, 5
The pages with signatures and stamps go to Gemma 4 31B as imagesA rule-based inspector picks the pages · page 2 has only text and stays text
AnimationGemma 4 31B · complex PDF
Institutional memory

Playbook

the company’s rules and the precedents its people decided
waiting
Visual expert

The pages

signatures, seals, initials, handwriting
waiting
Expert

Legal

liability, intellectual property, licenses
waiting
Expert

Finance

penalties, minimum purchases, prices
waiting
Expert

Risk

termination, exclusivity, assignment, change of control
waiting
Chair

Verdict

19 clauses, yes or no with a quote
waiting
KV
tokens written between experts 0memory handoffs 0
Negotiate
The chain starts from the company’s memory and from the pages themselvesThen the experts read the clauses and pass the memory on: the KV cache, no one writes to anyone else
Screen recording · placeholder
Silent Council[Council] Your contract: negotiate
AccountingOctober VAT deadlines
SupplierRe: draft contract
WarehouseWeekly inventory
[Council] Your contract: negotiate
From Silent Council, via Evolus

The Council has reviewed the contract. Recommendation: negotiate. Flagged clauses: right of first offer, non-compete, following the company playbook.

Visual check: signed by J. Harmon for Glamis Gold. Western Copper’s signature block is empty.

Visual check: Glamis Gold corporate seal on page 6.

Open the verdict
The person receives the verdict, and what the pages showA missing signature is in the email, not buried in a PDF
AnimationReal answers · MI300X, 17/10
The person asks the next day. The server no longer has the PDF.
Telepathy · the memory holds the pages

“The corporate seal is circular and the signature ink is blue.”

Correct
Text · the memory holds a written report

“I only have the text and coordinates of the objects, not their visual attributes like color or shape.”

Not known
Questions nobody planned for, on two contracts: telepathy 4 of 4 right · text 1 of 4
Telepathy answers questions nobody planned forIts memory holds the pages themselves; text keeps only what someone wrote down
Animation
Verdict page · major disagreement
Non-compete: is it a problem?
Risk expertFlag it: 24 months
VerdictDo not flag it
The expert is rightThe verdict is right
precedent · non-compete · expert · “24 months is our limit”
Institutional memory

Read once, sealed at the head of every review

Company playbookfile Precedent · cap on liabilityexpert Precedent · exclusivityverdict Precedent · right of first offerexpert Precedent · non-competeexpert · just now
version 3 · 3 precedents
In the spike, one precedent fixed a missed clause: 48 → 50 right answers out of 57
Every choice of the person becomes a precedentThe next review starts from it · telepathy only
0:00 / 1:02
2 · Try it yourself

Send a contract to the Council

Write the email, attach one of the sample contracts (real ones, from the public CUAD dataset) and watch the Council at work, step by step.

No email sent yet. You choose the subject, message and contract.

← Back to the Council
New message
Attach a contractno attachments
Attach a contract to send