Shape Rotator Cohort · Summer 2026 · Draft — awaiting founder sign-off

DEALPROOF

TEE-attested AI negotiation. Two agents settle a salary offer inside a hardware enclave — sealed input, attested output, a human gate on every outcome.

What they're building, who they are, and where each claim comes from — drawn only from the four source tiers below. Program sessions stay internal unless the team approves an excerpt.

POSTER / PITCH stated by the team WEB publicly checkable REGISTRY cohort records AI synthesis — challenge it Pending approval needs founder sign-off
Product
DealProoflive app runs as "Offer Check"
Founder
Khrystian KociFeelTech Ltd · Rugby, UK
Proof
70% agreementon a real negotiation corpus
Status
Live on Phala Cloud256+ tests passing
See it
Live demolive · checked 07-22
01

The problem

Salary negotiation runs on unverifiable claims.

Candidates can fake a competing offer with a doctored screenshot. Engineers can't prove real technical experience without exposing NDA'd or private work. Employers end up over-trusting, or stonewalling. POSTER

Offer screenshots

Easy to fake — a doctored PNG is all it takes to invent a competing offer. POSTER

Résumés

Self-reported and unverifiable — real experience often sits in NDA'd or private work. POSTER

Manual negotiation

Slow, adversarial, and zero privacy — someone always shows their number first. POSTER

02

What is it

"Run negotiation and verification inside a hardware-secured enclave: sealed input, attested output, nothing else crosses the line." POSTER

For HR teams and hiring managers negotiating technical offers, where both sides have real numbers to protect. The employer pays and sends the link; the candidate joins from it. Not just private — provable: the outcome carries a hardware proof that the published code ran, unmodified. POSTER DECK

Naming: the poster and deck say DealProof; the live app titles itself Offer Check, and the cohort registry notes the team "pitching as OfferCheck" at the 2026-07-17 mock — name may stay DealProof. This page follows the poster. REGISTRY Confirm name
03

What it does

Five claims on the poster's own list.

Verified competing-offer negotiation

Zero data exposure — neither side ever sees the other's number, only the gap. POSTER

Git-provenance credential

Real engineering history, no résumé needed. POSTER

Human approval gate

On every outcome — approve, decline, or reopen for another round. POSTER

TEE attestation

Tamper-proof, verifiable result. POSTER

Sealed floors

Each side's walk-away number is sealed inside the enclave — only offers and moves cross. DECK

04

How it works

The poster's trust boundary, step by step: sealed input in, attested outcome out.

01 Sealed input

OfferComp bandGitHub credentialEncrypted
Intel TDX enclave · Phala Cloud
Candidate agent — Claude SonnetEmployer agent — Claude Sonnet Memory sealed · no data leavesHuman gate — approve · decline · reopen
TDX ATTESTATIONDCAP quote — proof of untampered execution
VERIFIED OUTCOMEtamper-proof · independently checkable

"Neither side ever sees the other's number — only the gap." A DCAP quote proves the exact published code ran, unmodified — checkable by anyone. DECK

Stack: Claude Sonnet · Intel TDX · Phala Cloud · FastAPI · React · Solidity / Sepolia. POSTER WEB

05

The numbers

The team's own figures, as printed on their poster and deck.

70%
Agreement rate on real job-interview negotiation transcripts
48.4%
Pareto improvement vs. a 6.4% naive baseline
256+
Automated tests passing
Live
On Phala Cloud today
The benchmark corpus is real: Yamaguchi et al., EACL 2021 — a human-human job-interview negotiation dataset (live on the ACL Anthology, checked 07-22). The 70% and 48.4% figures are the team's own runs against it; not independently reproduced for this page. WEB Pending approval
06

Who's building it

A solo founder at FeelTech Ltd, Rugby, UK. POSTER REGISTRY

Khrystian Koci

Founder · FeelTech Ltd

Quantum-and-TEE builder. Three merged fixes in Quantinuum's guppylang compiler; writes up the DealProof build in public — "Two AI Agents Walk Into a TEE" and "DCAP, a Frontend, and What a Production Data Marketplace Needs."

github.com/kkoci medium.com/@feeltech_kkoci x.com/kkoci80
POSTERWEBREGISTRY

The registry's track record

Cohort records · partly verified

Working Intel DCAP prototype; contributor to Quantinuum's guppylang; Bradford Quantum Hackathon 2025 winner. The guppylang contribution checks out (three commits authored by kkoci, via api.github.com); the hackathon is real, but no public winner list names him — kept ledger-tier.

REGISTRYWEBPartly verified
07

Traction

"Real product, not a mockup" — the poster shows the approval screen from a live Offer Check session, exactly as it runs today. POSTER

Live and open

The demo runs at a public link right now; the repo is public, MIT-licensed Python, pushed 07-22, with a working quickstart. WEB Live · 07-22

Built on published research

NDAI Agreements (arXiv 2502.07924) and πCreds provenance credentials — the NDAI paper is live and Andrew Miller is a co-author. DECK WEB

Beta open

"Beta sign-up open. Know a company that should try this? Refer them." POSTER

"The most complete working implementation of that research." Andrew Miller · IC3 / Flashbots · co-author, NDAI — as quoted on the team's demo-day deck DECK Confirm quote
08

What's next

From the poster's roadmap, plus the registry's graduation target.

Comp-band data, sealed

Verified compensation-band data as another sealed input. POSTER

Provenance beyond GitHub

NDAs and reference letters as credentials; the deck adds new verticals on the same engine — procurement, deal rooms. POSTER DECK

DealProof v2

Ephemeral keys at TEE boot, reproducible builds with a published MRENCLAVE, co-signing sessions, an agent-agnostic SDK, and a first enterprise pilot conversation. REGISTRY

09

In their own words

How the team tells it — from the Mock Demo Day rehearsal, 2026-07-17, Khrystian Koci pitching.

"Sealed input. Attested output. Nothing else crosses the line." The tagline of the team's cohort poster POSTER

"The mechanics is: one agent has instruction to seal the deal for the candidate, the other one for the employer. One's going to try to go higher, the other one's going to try to go lower — that's how you reach fairness in the agreement."

PITCHPending approval

"I've been conducting evals against a data set that has 2,500 salary conversations — and agents do improve results for 50% of the cases."

PITCHPending approval

"There's going to be a human in the loop — it's not going to just send a contract, 'here's your contract'; somebody's going to sign this."

PITCHPending approval

"This is going to be generalized for NDA letters, recommendation letters, or vetting — like they used to do in the UK, for example security clearance. It's for provenance."

PITCHPending approval
10

Try it & links

"Scan to run a sealed negotiation right now." POSTER

SurfaceWhereSource
Live demofrontend-five-eta-43.vercel.app — "Offer Check — Verify a Competing Offer"WEB Live · 07-22
GitHubgithub.com/kkoci/Dealproof — public, MIT, Python; QUICKSTART.md runs it locallyWEB Live · 07-22
Build logmedium.com/@feeltech_kkoci — the DealProof story, from DCAP to frontendWEB Live · 07-22
Demo videoyoutu.be/Dc6iVYAl9OU — "IC3 - Encode Hackathon Submission Video"; an earlier-stage demoREGISTRY WEB
Xx.com/kkoci80 — registry-listed; profile not fetchable from here (checked 07-22)REGISTRY Unverified
Contactkristian.koci@feeltech.co.ukPOSTER Confirm preferred
11

Provenance ledger

Every load-bearing claim and where it comes from; decisions live in §12.

ClaimComes fromTierStatus
One-liner, problem framing, features, trust-boundary pipelineCohort poster, July 2026; demo-day deck, 2026-07-22POSTERTeam's own artifacts
Founder and company (Khrystian Koci, FeelTech Ltd, Rugby UK)Poster team block; deck title slide; cohort registryPOSTER REGISTRYCorroborated
Benchmark figures (70%, 48.4% vs 6.4%, 256+ tests)Poster and deck; the team's own runs. The corpus they cite — Yamaguchi et al., EACL 2021, a job-interview negotiation dataset — is real and live on the ACL AnthologyPOSTER WEBPending approval
Andrew Miller quote ("most complete working implementation")Deck slide 6, team-attributed. Miller is a genuine co-author of NDAI (arXiv 2502.07924, checked 07-22); the wording itself is unconfirmed with himDECK WEBConfirm quote
Research basis (NDAI Agreements, πCreds)Deck and registry; NDAI paper live on arXivDECK REGISTRY WEBVerified live
Live demo, repo, quickstart, build logAll fetched 2026-07-22: demo page titled "Offer Check"; kkoci/Dealproof public, MIT, pushed 07-22; QUICKSTART.md present; Medium posts match the productWEBVerified live
guppylang contribution; Bradford Quantum Hackathon 2025 winRegistry traction. guppylang: three commits authored by kkoci via api.github.com. The hackathon (Quantinuum co-organized) is real; no public winner list found naming himREGISTRY WEBPartly verified
Naming: DealProof vs Offer CheckRegistry note ("pitching as OfferCheck… name may stay DealProof"); live app title; poster and deck both say DealProofREGISTRY WEBConfirm name
Pitch excerpts (§09)Mock Demo Day rehearsal, 2026-07-17; lightly punctuated, two transcriber garbles decoded and noted in placePITCHPending approval
X handle (kkoci80)Cohort registry; live check blocked from this environment (07-22)REGISTRYUnverified
12

Founder review

Five things before this page goes public.

Which name goes public — DealProof or Offer Check?Your poster and deck say DealProof; the live app titles itself Offer Check; the registry says the name may stay DealProof. The page follows the poster until you say otherwise.
Open
Andrew Miller's quote — keep it, and is the wording his?It's printed on your deck and he is a co-author of NDAI, but the exact words are unconfirmed with him. Confirm and it stays; otherwise it comes off.
Open
The numbers — approve as team-stated?70% agreement, 48.4% Pareto vs 6.4%, 256+ tests, and the pitch line about 2,500 salary conversations. The corpus is real; the runs are yours and unreproduced here.
Open
Contact and demo link — right ones to publish?kristian.koci@feeltech.co.uk and frontend-five-eta-43.vercel.app are what the poster prints. If a custom domain or different route is coming, say so and the page swaps them.
Open
Anything you'd cut or fix?Likely spots are marked "Pending approval": the pitch excerpts, the benchmark figures, the registry's track-record card.
Open