Practical Information for Counsel

Frequently
asked.

Quick answers up top. Deeper questions on engagement scope, process, technology, and ethics below.

§ 01 · Quick Answers

Q.01

How is Daniel retained?
Through JAMS for JAMS-administered matters, or directly via Tailored Mediation for ad-hoc engagements where the parties prefer party-stipulated retention. The intake form here generates a confidential matter request that routes either path.

Q.02

What is the typical timeline from request to first session?
Mediation: 14–60 days. Special Master / Forensic Neutral: 7–30 days for straightforward matters; longer where conflicts checks, protective orders, or international coordination are required.

Q.03

Are sessions in-person, virtual, or both?
All three. Daniel mediates in-person at JAMS or party-selected venues, runs virtual sessions on encrypted platforms, and supports hybrid configurations for cross-border or multi-party matters.

Q.04

What disputes does Daniel typically resolve?
AI / model output liability, trade-secret misappropriation in software and ML, smart-contract and cryptocurrency disputes, cyber-insurance coverage fights, eDiscovery and ESI disputes, complex commercial matters with technical questions at their core.

Q.05

How do conflicts checks run?
On receipt of an intake, Daniel’s case manager runs a conflicts check across his active matters and prior representations through Law & Forensics LLC. Where the engagement is administered by an ADR provider, an additional conflicts review runs under that provider’s protocol. Material conflicts are disclosed within 48 hours; if disqualifying, alternates are surfaced from a curated network.

Q.06

Can Daniel serve as a co-mediator with a process neutral?
Frequently yes. Many of his engagements pair him as the technical neutral with a retired-judge process neutral (e.g. Hon. G. Andler, Hon. T. Vanaskie, Hon. F. Allegra). Co-mediation is often the right fit for matters where both procedural craft and subject-matter authority are required.

§ 02 · Deeper Questions

For counsel who need to look under the hood.

Engagement scope

What kinds of evidence does Daniel typically work with?
Source code, model weights and inference logs, training data and provenance metadata, smart contracts and on-chain transaction histories, eDiscovery production sets, forensic disk images, mobile and IoT device dumps, cloud audit logs, and email archives — among others.
Will Daniel review source code under a protective order?
Yes, regularly. He has reviewed source code, ML model weights, and training data under tiered protective orders and has co-authored standing PO templates that distinguish weights, training data, prompts, and outputs into separate access tiers.
Does Daniel sit on AI tribunals under the JAMS AI Disputes framework?
Yes. Daniel arbitrates under the JAMS AI Disputes Clause and Rules and contributed to the JAMS Smart Contracts Rules. He has authored and co-authored standing protective orders for AI matters.
What is the maximum exposure Daniel typically handles?
Typical matter exposure ranges from $5M to $1B+. He has served as Special Master in multi-hundred-million-dollar trade secret matters and as forensic neutral in cyber-insurance disputes well into nine figures.

Process

How are protocols set?
On appointment, Daniel issues an initial scoping order. For Special Master and Forensic Neutral matters, this is a draft ESI/forensic protocol. For mediation, it is an agenda and confidentiality framework. Parties have a comment window of 7–14 days; finalization usually within 30.
Are findings published?
No. All written findings are issued under the matter’s protective order and remain confidential to the tribunal and parties. Daniel does not publicly comment on active or past matters.
What does a forensic neutral report contain?
A reproducible methodology section, evidentiary findings keyed to the question put to the neutral, custody chain, hash verification, software/tooling provenance, limitations, and — where the protocol calls for it — a recommended disposition.
Do parties have direct access to Daniel during the engagement?
Yes, through case-management channels. Daniel is responsive to scheduling and procedural questions throughout. Substantive ex parte communications are handled per the engagement’s confidentiality and ADR-rules framework.

Technology & evidence

How does Daniel handle TB-scale ESI productions?
Through Law & Forensics’ production-grade infrastructure: validated TAR/CAL workflows, documented seed sets, sampling protocols, and reproducible privilege review pipelines. For special-master appointments specifically, the chain of custody and sampling design are recorded in the protocol order.
How are model weights and training data preserved?
Under tiered access controls: cryptographic hashing, bit-for-bit preservation of weight files, time-stamped logging of every read access, and segregated storage with reviewer-credential audit trails.
Does Daniel work on cross-border evidence collection?
Yes. He has coordinated international device collection in matters involving the FBI, Interpol, and counterpart agencies, and he is fluent in cross-border privilege, GDPR, and Schrems II constraints.
What about deepfake authentication?
Daniel has authored extensively on deepfake authentication in court and arbitration (Daily Journal, Law360, 2024). His protocols include device-level provenance, model-output forensics, and chain-of-custody review specific to synthetic-media artifacts.

Fees, ethics, conflicts

What does an engagement cost?
Fees on request. Daniel’s rate structure depends on engagement type, exposure, and whether the matter is JAMS-administered or directly retained. We provide a fixed-fee or capped estimate when scope permits.
How are confidentiality and privilege handled?
Daniel operates under protective orders that distinguish work-product, party privilege, and tribunal-confidential categories. He does not participate in disputes adverse to prior counsel or clients without informed waiver.
What is the relationship between Tailored Mediation and Law & Forensics?
Daniel founded and remains Executive Managing Partner of Law & Forensics LLC. Where a matter requires substantive forensic technical work beyond a single neutral’s scope, the firm’s engineering bench supports the engagement under the appointing tribunal’s protocols.
Can Daniel sit on a panel adverse to JAMS?
No. As a JAMS panelist Daniel does not accept neutral roles adverse to JAMS’s administration. He routinely accepts party-stipulated and court-appointed neutral roles in matters not administered by JAMS.

Question not answered?

Reach out directly.

For matter-specific questions — conflicts, scope, scheduling, fees — the case manager replies within one business day.

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