Six solutions, six corners of the market — and the same architecture beneath all of them. Each turns a domain's hard-won knowledge into an owned, governed asset.
Every solution below runs on the same foundation: a Cognitive Mesh holding the domain's knowledge as a governed, navigable source of truth, with deterministic cores for what must be computed exactly and supervised agents for genuine judgement — provenance throughout, and the expert always in control. The domains differ; the architecture doesn't. That is the studio thesis, demonstrated.
Surfacing the right structure for the right client at the right moment — across a book too large for any one salesperson to hold in their head.
A desk faces thousands of possible payoffs against a fast-moving counterparty book. Matching the right structure to a client's mandate and the live market is high-cognitive-load judgement that doesn't scale beyond the salesperson's attention — and the window closes quickly.
An agentic system that reads the counterparty book and market context and surfaces the structures worth proposing — each with the rationale, suitability and timing behind it.
Holds the product taxonomy, payoff logic, client mandates and house views as governed knowledge — so the agent reasons over the desk's actual structuring expertise, not a generic model's guess.
Deterministic cores price and screen structures exactly — no invented economics — while the agent handles suitability and timing. Provenance shows why each idea was surfaced, which suitability and compliance require.
Turning a reactive hedging desk into an anticipatory one — catching the moment to propose or restructure a hedge before it passes.
Hedging clients hold exposures that shift with the forward curve. The moment to act passes fast, and a salesperson can only watch so many names at once.
A system that monitors client exposures against the curve and flags hedging and restructuring opportunities while the window is open — anticipation in place of reaction.
Encodes instrument structures, client hedging policies and the desk's playbooks as compiled traversal paths — so routine logic runs identically every time, and only novel cases escalate to the agent.
Deterministic valuation and scenario maths are exact and repeatable; the agentic layer reads the moment; runbooks make the common cases instant — and auditable.
Turning a derivatives documentation estate into a live, queryable netting-and-triggers risk layer — instead of exposure locked inside PDFs.
An ISDA/CSA estate holds the netting sets, thresholds and triggers that govern real exposure — but it's buried in documents no one can interrogate in real time.
A system that extracts the terms, reconstructs the netting-and-triggers structure, and answers "what happens to our exposure if…" against the actual documents.
Becomes the single source of truth for the estate — every clause, threshold and definition held with provenance and epistemic status, wired into the netting structure.
Deterministic extraction and netting computation are exact; the agent handles interpretation and ambiguity; every answer traces to the clause and document it came from — non-negotiable for legal and risk.
Compressing counterparty credit assessment from days of manual assembly into a structured view in minutes — with the reasoning attached.
Onboarding and monitoring trading counterparties means assembling a credit picture from scattered financials, market signals and limit policies — slow, manual, and stale by the time it's done.
A rapid credit-assessment system that pulls financials and market risk into a structured view and proposes credit lines and limits with rationale — a credit "fly-by" that turns days into minutes.
Holds the credit framework — ratios, scorecards, limit policies and house conventions — as governed knowledge, so assessments reflect the firm's real appetite, not a generic model's.
Deterministic cores compute the ratios and limit maths exactly; the agent synthesises the qualitative picture; provenance shows every input behind a recommended line — auditable for a credit committee.
Making a salesperson's knowledge of their counterparties a durable, owned asset — one that compounds across the book and survives turnover.
A salesperson's edge is knowing their counterparties — what they hold, what they've traded, what they'll need next. That knowledge lives in fragments and in people's heads, and walks out the door when they leave.
A system that builds and maintains a living profile of each counterparty — positions, history, preferences and likely next needs — and anticipates the next relevant conversation.
Captures the counterparty knowledge as a durable, owned asset, so it compounds across the book and outlives any individual — rather than scattering when they move on.
The Mesh turns the knowledge into an owned asset — the answer to key-person risk; the agent anticipates; expert-in-control keeps the human deciding what to act on.
Translating geopolitical risk into a trading-relevant signal — reading the world's flashpoints before the market reprices.
Geopolitical events move markets before the market reprices, but the signal is buried in a flood of open-source noise — across languages, sources and reliability.
A system that monitors open-source intelligence for the events that matter and translates geopolitical risk into a trading-relevant signal — flagging the exposure before the repricing.
Holds the map from events to market impact — which flashpoints touch which exposures — with epistemic status on contested causal links, so the agent reasons with calibrated confidence.
Deterministic filters cut the noise; the agent interprets significance; epistemic metadata bounds overclaiming on uncertain causation; provenance traces every signal back to its sources.
Read together, these aren't six bespoke builds — they're one platform meeting six knowledge domains. Each captured a body of expertise into a governed Mesh, applied deterministic rigour where the work is computable and agentic judgement where it isn't, and left behind an asset that compounds rather than depreciates. That repeatability — the same architecture, proven across the front office — is what makes the studio a studio.
We can walk through the architecture, the Mesh, and how a build like this would work in your domain.
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