Media & Entertainment AI agent · Minors
Minor-Performer Compliance AI Agent
Assemble the permit, trust and supervision file behind each minor on the production, run the statutory clocks attaching to it, and name what is still missing before anyone is called to set.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named signers
- Before the call
- After launch
- Agent Care
What this agent does
Assembles the file, signs none of it
In
- 01
A minor is cast, and the file opens against the state of hire and the rules that state sets.
- 02
A permit application is assembled — the school official's part, the parent's declarations, the employer's own.
Reason
- 03
A consent is granted, and it is void unless the trustee's statement reaches the file inside its short window.
- 04
A deposit clock starts on the employer's receipt of that statement, not on the minor's first day of work.
- 05
A trust duty is read from the state's own statute — state by state, and not the list you were given.
Decide
- 06
A teacher booking is checked against the ratio the shooting state sets, and held against the day's call sheet.
- 07
A permit falls due, and the employer authorisation and the § 1285 service permits are chased alongside it.
Out
- 08
A file is retained with its permits, its trust transfers and its instruction records for the retention period.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent assembles the file; a parent, a school official and a studio teacher each sign their own part, and the Labor Commissioner issues the permit.
Example workflow
One minor, casting to call
- 1Minor cast and engagedCasting record, deal memo, payroll set-up or production-legal intake
- 2File assembledPermit application, trustee's statement, employer authorisation and teacher booking
- 3File status proposedMissing parts, open clocks, the state's own rules and confidence
- 4Controls appliedSignature-completeness checks, § 1308.9 and § 6752 clocks, the state's trust rule and confidence threshold
No human action required
Stages 1 to 4 run unaided, and nobody is cleared at any of them — the agent is assembling, and the supervisor's lane opens at the confidence gate.
Goes to the production supervisor to approve.
Adds a production-legal read first.
Supervisor approval
The file is held with its missing parts, its open clocks and the confidence.
Approve · Amend · Send to production-legal
Approved — released to the call sheet
- 6Compliance systems updatedOnly where write access and approval policy allow it
- 7Outcome evaluatedAmendments, parts found late, clocks missed and citations raised after the day
Amendments
Every amendment the supervisor makes is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Certifying the minor's attendance, grades or health.
- Making the parent's declaration under penalty of perjury.
- Clearing a minor to set, or reversing a studio teacher.
- Issuing, extending or reviving the work permit itself.
Automation boundary
Agent acts unaided
- ✓Assemble the permit file and name who owes which part.
- ✓Match a trustee's statement to the consent it must accompany.
- ✓Compute the trust, notice and renewal clocks against the file.
- ✓Flag what is missing, and hold the file for the supervisor.
Any write happens inside the boundaries agreed at implementation, never ahead of the supervisor.
- Deciding a missing part is an acceptable risk.
- Opening or operating the minor's trust account.
- Signing the employer's certificate or authorisation.
- Changes to state rules, clocks or approval thresholds.
Example output
One minor's file, annotated
Everything the agent reports is attached to the document it was drawn from.
File-completeness output · single minor
Illustrative example- Minor
- Series regular, CA
- Missing part
- Trustee's statement not yet received by the employer
- Status
- Not on file
- Source of record
- Consent on Form 275
- Confidence
- 91%
- Clock
- § 1308.9 window still open
As received
Taken from the permit file and the payroll record — nothing on this side is written by the agent.
Evidence checked
- Form 277, Section B
- Commissioner's consent
- Payroll start record
Why this is a gap
Without the trustee's statement the consent lapses and a person still decides.
What the score decides
Below the configured threshold the file picks up a production-legal read before it.
Action
ApproveAmendSend to production-legalValue
Where AI adds value
The same four claims, placed at the point in the workflow where each one applies.
Where the value lands
Value 01 – 04
Every minor
From the casting record
Assemble what must exist
No current enforcement dataset exists — the most recent audited figures come from a state audit published in 2017 — so the work runs from the statutes rather than from a benchmark.
The teacher can send them home
A certified studio teacher may remove a minor, inside the age scope § 11755.3 sets, and the appeal runs to the Labor Commissioner — not to the production, and not the same day.
Put the file ahead of the call sheet
Before the call a missing part is a chase. After it, the day is shot under a permit that was void, and a citation and the record of it outlast the production.
Build an evidence trail
The minor, the permit it rests on and the parent who signed stay on the file.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Casting and payroll
- Casting Networks
- Breakdown
- Entertainment Partners
- Wrapbook
Permits and filings
- DLSE Forms 275 and 277
- NY Part 186 notices
Trust and banking
- Coogan trustee statements
- Trust transfer records
Agent
Minor-performer compliance
- Reads the file
- Names the gaps
- Holds for approval
Production and schooling
- Movie Magic
- StudioBinder
- Studio-teacher records
Observability & evaluation
- OpenTelemetry
- Langfuse
- Supported monitoring/evaluation sources
Integration availability depends on the client's existing systems and API access.
Agent controls
Six layers between the model and the call sheet
The six tighten from outer to inner. What none of them holds is set out in the map beneath it.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a file may stand
- L3
- Puts the release in a supervisor's hands
- L4 – L5
- Keep the minor and the permit behind it
- L6
- Holds the call at unauthorised when signals degrade
How Nestack evaluates it
Evaluate the file assembly — not only the permit at the end of it.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the file the supervisor releases on
- E1Final-output evaluationDid the status name the parts the state actually requires?
- E2Step-level evaluationDid the agent use the right state, forms and clock rules?
- E3Tool evaluationDid it read the correct minor and compute the correct clock?
- E4Confidence calibrationDo low-confidence files actually attract more amendments?
- E5Slice evaluationHow does performance change across specific engagement types?
- E6Business outcomeHow many files needed an amendment, or a part found after the call?
Floor — the exposure the production carries
Failure modes
Where each failure originates in the agent
Seven failure modes, placed at the stage each one originates.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- KQ-03
Stale contact record
A parent notice goes to a superseded guardian address.
Stage gathers
Casting, permits, trust records and state rules
02 · Reasoning
2 modes
- KQ-04
Clock read off first work
The deposit clock runs from hire, not from receipt.
- KQ-06
One state's rule reused
A second state's trust duty is read off the first.
Stage proposes
Missing parts, open clocks, states and confidence
03 · Tool / write
2 modes
- KQ-02
File released as cleared
An assembled file is treated as a permit in force.
- KQ-05
Holding-fund transfer logged
A Comptroller transfer is booked as trust met.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- KQ-01
Void consent read as current
The trustee's statement never reached the file.
Stage returns
The file status the supervisor releases from
05 · Change / Version
1 mode
- KQ-07
Silent rule drift
A model or rule change drops a state's requirement.
Stage tracks
Model, prompt, state rules and clock config
- Sev-1 · a minor is called on a void permit
- Sev-2 · a missing part survives to the day
- Sev-3 · source degrades, file routes to review
Affected slices
A clean production can hide one state
A production-level file-completeness score can read as healthy while a small number of states carry most of the missing parts. Nestack reports the missing-part rate by slice, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Trust accounts not yet open | 5.8% | 3.5× | Review | |
| Multi-state engagements | 3.6% | 2.2× | Review | |
| Employer authorisation renewals | 2.5% | 1.5× | Watch | |
| Single-state, single minor | 1.3% | 0.8× | Normal |
Bar: missing-part-rate lift vs. single-state baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
Naming the lapse does not close it
A cycle closes when the lapsed permit is a case the next release has to catch. That suite is what the next minor called is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Missing-part rate rises in a state slice.
- 02
Diagnose
The minor called for Monday on a permit that expired Friday is traced back to a consent the agent read as current after the trustee's statement never arrived.
- 03
Improve
Version the fix, and the permits that exposed it stay on that version.
- 04
Verify
All touched permit cases run again, and a single fail stops it dead.
- 05
Learn
The case is retained, and the permit rules move with it in one change.
Learn → Detect
The return edge. The next detection runs against a suite one lapse case longer.
Typical build scope
Twelve workstreams across six weeks
The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, file-assembly workflow, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Compliance workflow discovery and boundary work.Week 1
- 02Casting and payroll source review.Week 1, Week 2
- 03Permit, trust and supervision rule mapping by state.Week 1, Week 2
- 04Minor-record ingestion and normalisation.Week 2
- 05File assembly and document matching.Week 2, Week 3
- 06Confidence scoring and gap routing.Week 3
- 07Supervisor approval workflow.Week 3, Week 4
- 08Payroll and call-sheet integration.Week 5
- 09Permit and trust cases.Week 4, Week 5
- 10Guardrails and call-sheet controls.Week 4
- 11Minor-trail instrumentation.Week 5, Week 6
- 12Deployment, documentation and Agent Care handover.Week 6
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel
Final scope and sequence confirmed in discovery
Engagement tiers
What each tier includes
Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.
| Capability✓ in scope · — not at this tier | PilotOne production, one state | ProductionProduction payroll systems | AdvancedMultiple productions / states |
|---|---|---|---|
| Introduced at Pilot | |||
| File assembly to the state's rules | ✓ | ✓ | ✓ |
| Supervisor approval | ✓ | ✓ | ✓ |
| File-completeness baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by state | — | ✓ | ✓ |
| Approval workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Payroll and casting integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-production, multi-entity files | — | — | ✓ |
| Multi-stage legal approvals | — | — | ✓ |
| High minor volume | — | — | ✓ |
| Multi-state permit controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
- Separate from build
- Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.
What we need from you
What you bring, and what we build with it
Each input maps to a piece of build scope and a week in the delivery timeline.
You bring
We build with it
01Your casting record and state of hire
→Minor-record ingestion and state mapping
Week 102Minors you have already permitted
→File baseline, document matching and clock computation
Week 203Your compliance standard and escalation rules
→Permit, trust and supervision rule mapping
Week 104Access to relevant APIs, feeds or exports
→Casting and payroll assessment, then integration setup
Week 205Calls you would not want made
→Lapse cases and failure-mode testing
Week 406What no call sheet may assume
→Confidence scoring, gap routing, guardrails and approval controls
Week 307Named supervisors to review the file
→Supervisor approval workflow, then pilot and production validation
Weeks 5–6
Nothing else is required
Deployment, documentation and Agent Care handover are ours.
Delivery timeline
Four phases across six weeks
The plan is drawn on real weeks, so the overlap in week 5 is work rather than padding.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Compliance workflow discovery, state mapping and the automation boundary
W2Casting and payroll integration and the file baseline
W3File-assembly workflow, confidence logic and approval controls
W4Evaluation suite, § 1308.9 and § 6752 clock checks and failure-mode testing
W5Call-sheet integration, pilot minors and targeted corrections
W6One production run under the production supervisor, then Agent Care handover
- Reading the band
- Each bar covers only the weeks its work is named in. The week 5 overlap is real work, not padding.
- At the end of W6
- The final checks pass on live permits, and Agent Care assumes monitoring.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Media & Entertainment AI agent
Build a minor-performer agent around the file behind the call sheet.
Show us one minor's file, your state of hire and who signs each part. That file has to survive an audit years after wrap, when the production entity is dissolved and nobody who assembled it is left to explain it.
- Typical delivery
- 4–6 weeks
- Deployment
- Your casting and payroll
- Named signers
- Before the call
- After launch
- Agent Care available
Nestack Agents · Minor-performer compliance
AGT-ME-21 · Agent Care available after launch