MDIL
Reasoning Trace Console
UCA · dev scaffold
→
CC + Bridge + Core · prod
audit_root
LIVE
egress: …
Pipeline
Data
→
MMT Gates
L1/L2/L4 · 34 packs
→
MDIL Instance
validator · NESTING P2
→
Build Tool-Call
0 tokens
→
LLM Exec
conceptual in UCA
→
MDIL Reconstruct
L0-L7 conceptual
→
Output
Banking sample
UCA sample
Sample
— select to populate the query box —
Hate speech — targeted threat
Self-harm crisis indicator
Phishing / scam
Age-restricted content near minors
Legal threat / defamation
PII — names + identifiers
Low-signal — should NOT trigger
AML — structuring & layering
Self-harm crisis indicator
Pets-only benign (sanity check)
Oncology anxiety + recurrence fear
Dementia caregiver safety
Legal threat / defamation
Asset concealment in divorce
Minor + adult-contact concern
Persistent bullying at school
AML structuring detection
Account-takeover signal
Loan-decision discrimination complaint
Opioid overprescription pattern
Refund / dispute (refund_dispute_intent)
Block family-member card
Credit application (high-risk decision class)
Explain decision (right-to-explanation)
KYC / identity verification
Prompt injection — shield quarantines
Prompt-injection attempt (Chevy-class)
Fuzzy: "ugh wells charged me again, can u refund"
Fuzzy: "block my husband david's card right now"
Fuzzy: "wtf my account is closed why"
Fuzzy: "lost my card at the airport plz help"
Fuzzy: "my fico score?"
Fuzzy: "got double-charged on my netflix this month"
Fuzzy: "wanna refinance the mortgage"
Fuzzy: "send 200 bucks to landlord via zelle"
Fuzzy: "upload passport for kyc thx"
Fuzzy: "why was i denied?? appeal??"
Cancel-then-charged dispute (recurring merchant)
Skimmer fraud, multiple unauthorized swipes
Polite chargeback request — failed delivery
Formal EUR pension discrepancy
P2P scam — sent money and never got the item
Freeze card — suspicious activity noticed
Travel hold — suspend account briefly
Close savings account (formal request)
Block spouse card (fragmented)
Unlock account after too many login attempts
Replacement — card cracked/damaged
Need new card at new address
Reissue card after name change
First credit card — student / new-to-credit
Mortgage pre-qualification
Credit-line increase request
Auto loan pre-approval
HELOC application
Refi status check after submission
KYC tier upgrade with ITIN
Proof-of-address upload
Cross-border KYC refresh
BaaS founder — FBO account KYC
Adverse-action explanation — card denied
Appeal denied small-business loan
Why was CLI denied — reasons?
Formal request for written denial reasons
Left card in a taxi
Wallet stolen — multiple cards
Lost handbag overseas
Lost card (terse)
Instant payment via FedNow
Move money between own accounts
Open business checking after LLC formation
Issue corporate cards to two employees
Treasury sweep — set up overnight investment
Distressed customer — overdraft + dark ideation
Prompt injection — wire instruction
Prompt injection — KYC bypass
Frustrated customer demanding a manager
Elder customer being scammed
Multi-clause: lost card + fraud alert
Multi-clause: close one account, open another
Crisis ideation — diagnostic register
Passive ideation — 'feel like a burden'
Persistent school bullying
Domestic abuse — partner threats
Stranger threat in public
Recurring panic attacks
Cancer diagnosis disclosure
Overwhelmed parent — caregiver burnout
Minor reporting adult contact
Drinking to cope — co-occurring
Bereavement — recent loss of parent
Bereavement — one week post-funeral
Loss — abbreviated social-media register
Milestone birthday — 50
First day of kindergarten
Engagement announcement
Filing for divorce
Sudden job loss
Starting new job
Resignation — giving notice
Pregnancy — due date approaching
Moving house — stress
Sore throat — common ailment
Daily panic attacks
Low mood — recent onset
Drinking — self-disclosed problem
Recovery milestone — 9 months sober
Weight gain — neutral disclosure
Hard gym session
Back pain — slang register
Persistent migraine — third day
Chronic pain wrecking mood
Friction with mother
Argument with partner
Ghosted — dating
Friend repeatedly cancels
Social isolation — weeks
Going to mass Sunday
Won the lottery
Broke this month
Rent due, short on cash
Served with legal papers
DUI arrest
Registered the LLC
Cofounder departure
Ceiling leaking
Deportation hearing
Dog ate something silly
Burnt the rice
Flying to Paris
Crowded commute
Hurricane approaching
Binged a streaming show
Gaming — rank up
Laptop died
Doomscrolling at 3am
Finished a knitting project
Job loss while pregnant
Cancer diagnosis, children unaware
Job loss + marriage stress
Elder relative — credit card debt
Drinking to manage anxiety — long form
Caregiver burnout — aging parent
● RAW UCA
universal · 34 packs
○ Banking
vertical · zero trust
○ + EXTEND
your patterns
Customer
switch the demo journey — fixtures are deterministic; same query + same customer = byte-identical response
Run reasoning
Run 100× · stress determinism
Clear
running…
Overview
MMT Layer 34 packs
Validator nested pass-2
Concepts YAML composites
Tool Call 0 tokens
Audit & Provenance hash chain
Vocab Explorer
Production Topology CC + Bridge + Core
Ready
Type a query, press Run. The substrate proves the trail.
A single query flows through 34 packs in parallel , an ambiguity validator, named-concept composition, a deterministic tool-call constructor, and a hash-chained audit root. Each tab below renders one slice. Run reasoning populates them all in one pass.
1 Overview — top-K + tool-call + audit_root at a glance
2 MMT Layer — 34-pack grid + L1/L2/L4 trace + cross-fire
3 Validator — ambiguity_validator contract (0 dims · suppression · escalation)
4 Concepts — YAML-declared named concepts · fired + unfired + derivation
5 Tool Call — deterministic structure · 0 LLM tokens for routing
6 Audit & Provenance — nested hash tree: pack manifests → vocab → audit_root
7 Vocab Explorer — 16 vocabularies + 6 structures
8 Production Topology — CC + Bridge + Core (UCA scaffolds; production lives here)
Loading vocab/structure inventory…
Loading production topology…
Loading Banking-flavor Zero Trust demo…
Determinism receipt
Same input × N runs
all hashes identical → reasoning is deterministic
progress
/
close
total ms · avg ms/run
#
manifest_hash
result_hash
latency
identical?