Nestack Agent Care
Industries / Mining / Explosives inventory

Mining AI agent · Explosives inventory

Explosives Inventory & Licensing AI Agent

Reconcile receipts, issues, returns and consumption against the magazine record, and keep shotfirer, magazine and security authorisations current — for the named person who reports. No blast design, ever.

4–6 weeksTypical delivery
Your stackDeployment
Records onlyPerson reports
Agent CareAfter launch

What this agent does

Reconciles the record, never the shot

In
01

Stock is issued to a face, and the movement is pulled from supported magazine, ERP and contractor systems.

02

A return comes back at end of shift, and it is booked as a return rather than re-received as new stock.

Reason
03

A magazine entry falls due, and the record is built per magazine, on the clock that magazine record runs on.

04

A physical count is taken, and it is reconciled against the transaction record instead of filed as if it were one.

05

A variance survives the reconciliation, and it is raised with the clock the jurisdiction sets attached to it.

Decide
06

A licence falls due, and the clearance and competency behind it are read against the people actually rostered.

07

A load leaves the pad, and the storage and transport authority behind it is checked for cover and currency.

Out
08

A period is retained as a dated version, beside the movements behind it and what the named person was shown.

09

A write action runs only inside the approval boundaries agreed during implementation.

Product statement

The agent reconciles and tracks currency; a named person reports the discrepancy, and the blast record stays signed by the certified blaster.

Example workflow

One magazine, issue to variance

AgentHuman
1Movements receivedMagazine issues, returns, deliveries and consumption records
2Ledger assembledReceipts, issues, returns and consumption, each against the magazine that holds them
3Reconciliation runPer-magazine balance, unexplained variance, open items and confidence
4Controls appliedPer-magazine balance tests, licence-currency checks, clock rules and confidence threshold
No human action required

Stages 1 to 4 run unaided, and nothing is reported at any of them — the agent is reconciling, and the lane for the named person opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the responsible person.

Low confidence

Adds a magazine keeper read first.

Responsible person

The pack is held with its movements, its variance and the confidence.

Approve · Amend · Send to keeper review
Approved — released to the register
6Magazine records updatedOnly where write access and approval policy allow it
7Outcome evaluatedAmendment distance, variance outcomes, licence lapses and post-report corrections
Amendments

Every amendment made in review is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Reporting a loss or theft to a security authority.
Firing a shot, or authorising one to be fired.
Designing the blast — pattern, burden, charge mass.
Predicting vibration, airblast or fly-rock.
Automation boundaryAgent acts unaided
Reconcile receipts, issues, returns and consumption per magazine.
Carry each movement with the record it came from.
Track licence, clearance and competency against the roster.
Raise the variance with its clock and hold it for the named person.
Writes run only inside the boundaries agreed at implementation, never ahead of the named person.
Clearing a misfire, or judging when to approach.
Deciding whether a variance is a loss.
Owning the security or explosives management plan.
Changes to threshold, clock or approval rules.

Example output

One magazine variance, annotated

Everything the agent reconciles is attached to the record it was drawn from.

Reconciliation output · single magazineIllustrative example
Magazine
Variance line
Unreconciled quantity
Source of record
Confidence
Basis of record
Surface day magazine
Issues to the north face exceed the returns booked back against them
40 kg
Magazine day record
86%
Issue dockets and magazine entries
As receivedTaken from the issue dockets and the magazine entries — nothing on this side is written by the agent.
Source facts used Issue dockets End-of-shift returns Magazine day record
Why this is openThe site total still balances; this magazine does not, and a person decides.
ActionApproveAmendSend to keeper review
What the score decidesBelow the configured threshold the variance picks up a keeper read before.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every magazineFrom the issue and return records
03Reconciliation

Tie the issues to the record

Movements are set against the magazine record on file; the blast record belongs to the blaster who signs it.

01Approved path

The count has to reconcile

The 2024 United States Bomb Data Center report counts losses reported and reconciliations closed.

02Human review

This is not the safety pack

The shipped safety compliance agent drafts SWMS, assembles isolation points and checks permit packs. This one counts stock.

04Build an evidence trail

The issue, the magazine record against it and the person who reported stay on the ledger.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Magazine and stock systemsMagazine day records
Explosives stock ledgers
ERP and inventorySAP · Oracle ERP
Pronto · Microsoft Dynamics
Supplier and deliveryDelivery dockets
Contractor issue records

Agent

Explosives inventory reconciliation

Reads the movements
Reconciles the record
Holds for the person

Licence and personnelHR and roster systems
Training and clearance records
Observability & evaluationOpenTelemetry · 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 record

The six nest closely, outer to inner. What gets past all of them is listed in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeRestrict write actions when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, threshold and jurisdiction-clock configuration changes.Track
L4TraceabilityRecord the movements, the variance, the clock and the approval time.Record
L3Responsible personHold the variance for the named person; it governs release, not whether the call is right.Gate
L2Policy guardrailsTest the pack against the retention and clock rules; a failure returns the pack.Restrict
L1Confidence thresholdsRoute low-confidence variances to a keeper read before the person sees them.Require review
Model coreReconciliation run — per-magazine balance, unexplained variance and confidence
L1 – L2Test whether the variance may stand
L3Puts the call in the hands of a named person
L4 – L5Keep the issue and the record behind it
L6Reverts to ledger assembly when signals degrade

How Nestack evaluates it

Evaluate the reconciliation workflow — not only the closing balance.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the balance the register shows
Depth of coverage ▼
E1Final-output evaluationDid every movement trace to the docket behind it?
E2Step-level evaluationDid the agent use the right magazine, clock and licence configuration?
E3Tool evaluationDid it read and write the correct magazine and the correct period?
E4Confidence calibrationDo low-confidence variances actually attract more amendments?
E5Slice evaluationHow does performance change across specific magazine types?
E6Business outcomeHow many variances were amended, or corrected after the report went?
Floor — the outcome the licence holder answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, each placed where it first enters the ledger.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
ED-03

Magazine code missed

Two magazines share one stock item.

Stage gathersIssues, returns, deliveries and magazine day records
02 · Reasoning2 modes
ED-04

Return booked as receipt

A shift return re-enters stock as a new delivery.

ED-06

Clock started on Monday

A Friday variance is timed from the next working day.

Stage proposesPer-magazine balances, variance and confidence
03 · Tool / write2 modes
ED-02

Count entered as reconciled

A physical count is filed with nothing tied to it.

ED-05

Site total nets to zero

Two magazines offset, and both records are wrong.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
ED-01

Variance never surfaced

An unexplained shortfall sits inside the ledger noise.

Stage returnsThe balance the register shows and an inspector reads
05 · Change / Version1 mode
ED-07

Silent licence drift

A rule change alters which authority a site needs.

Stage tracksModel, prompt, threshold and clock configuration
Sev-1 · a write outside the agreed boundary Sev-2 · a wrong balance reaches the register Sev-3 · source degrades, variance to review

Affected slices

A balanced site total can hide one magazine

A site-level reconciliation-closure rate can read as clean while a few magazine and product slices carry most of the unexplained variance. Nestack reports the variance rate by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Contractor-held magazines9.9%3.7× Review
Packaged product and detonators7.2%2.7× Review
Bulk emulsion magazines4.9%1.8× Watch
Fixed site magazines1.5%0.6× Normal
Bar: variance-rate lift vs. fixed-site magazine baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

Each cycle ends with one more case

The loop shuts when the unexplained discrepancy is a regression case. That suite is what the next reconciliation run is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Variance rate rises for one magazine slice.

02Diagnose

The cartridges that were issued to a face and never came back on paper are traced through the dockets until the cause narrows to one.

03Improve

Any change ships with a number, and the discrepancies attach to it.

04Verify

One ledger case still failing is enough to hold the release.

05Learn

One case joins the suite, one line joins the magazine record.

Learn → DetectThe return edge. Detection next cycle starts from a suite one 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, reconciliation workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Explosives workflow discovery and boundary mapping.
02Magazine and ERP source assessment.
03Magazine, licence and jurisdiction clock mapping.
04Movement ingestion and normalisation.
05Reconciliation logic and source binding.
06Confidence scoring and variance routing.
07Responsible-person review workflow.
08Magazine and roster-system integration.
09Reconciliation and licence cases.
10Guardrails and reporting controls.
11Ledger-trail instrumentation.
12Deployment, documentation and Agent Care handover.
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 magazine, one site ProductionProduction stock systems AdvancedMultiple sites / jurisdictions
Introduced at Pilot
Reconciliation to your record
Responsible-person approval
Reconciliation-accuracy baseline
Introduced at Production
Reporting by magazine
Variance workflow in your systems
Approved write-back
Magazine-system integration
Introduced at Advanced
Multi-jurisdiction clock rules
Multi-stage security approvals
High magazine count
Multi-site licence controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
Separate from buildBuild 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 bringWe build with it
01Your magazine list and stock items Magazine, licence and clock rule mappingWeek 1
02Representative issue and return records Movement ingestion, normalisation and the reconciliation baselineWeek 2
03Your licence, clearance and competency register Licence-currency mapping and automation-boundary definitionWeek 1
04Access to relevant APIs, feeds or exports Magazine and roster-system assessment, then integration setupWeek 2
05Ledgers you would not want counted Discrepancy cases and the evaluation suiteWeek 4
06What no discrepancy report may soften Confidence scoring, variance routing, guardrails and approval controlsWeek 3
07Named responsible persons to review variances Responsible-person review workflow, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

What sets each width is elapsed time and not layout, so the fifth band honestly carries a pair of them.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Explosives workflow discovery, rule mapping and the automation boundary W2Source integration and the reconciliation baseline W3Reconciliation workflow, confidence logic and approval controls W4Evaluation suite, licence-currency checks and failure-mode testing W5Roster-system integration, a pilot magazine and targeted corrections W6One reconciliation cycle run under the responsible person, then Agent Care handover
Reading the bandA bar covers only the weeks its own work is named in. The week 5 overlap is real, not padding.
At the end of W6Once the ledger validates, Agent Care assumes the running agent.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Mining AI agent

Build the reconciliation the magazine record has to survive.

Show us your magazines, your issue records and who reports. What you get is a per-magazine reconciliation, a licence register read against the roster actually working, and a variance pack with its clock on it. What you do not get is blast design, fragmentation, vibration and airblast prediction or fly-rock control — those are engineering acts a certified person signs by name, and a product implying otherwise would be claiming a legally-attributable act.

Nestack Agents · Explosives inventoryAGT-MN-16 · Agent Care available after launch