Dan Stolts / FIELD NOTES
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Technology

Each technology states its role, how it is used, and its limits, and links every proof record that depends on it. A technology with no published records is marked Evidence pending rather than hidden.

Evidenced

.NET 8 cross-platform port

Role
Used in "jITSecure: 4-sector risk scoring, 9-phase parity-before-cutover port" (delivered-artifact evidence).
Usage
Multi-sector security scanning platform with industry risk multipliers, mid-migration to a cross-platform .NET binary.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

149-check orchestrator

Role
Used in "Scanner Platform: 149 checks, one engine, two shipped products" (delivered-artifact evidence).
Usage
One 149-check scan orchestrator, live on Azure Container Apps, powering an AEO/SEO product and a security domain-scan product.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Accountable human review

Role
Used in "Delivery exemplar: one governed standard across real products" (documented-statement evidence).
Usage
A deliberately restrained cross-product exemplar of governed AI-enabled delivery; evidence-pending by the record's own account.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Adversarial planted-secret testing

Role
Used in "Redaction gate: 4 real leak paths found, fixed, and re-verified" (demonstrated-capability evidence).
Usage
A real adversarial red-team of the system's own secret-redaction mechanism, four leak paths found, fixed, and re-verified with a full regression run.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Azure Container Apps

Role
Used in "Scanner Platform: 149 checks, one engine, two shipped products" (delivered-artifact evidence).
Usage
One 149-check scan orchestrator, live on Azure Container Apps, powering an AEO/SEO product and a security domain-scan product.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Balanced (non-greedy) candidate packing

Role
Used in "Chunking: 20-candidate operating point, 14-of-14 validated" (documented-statement evidence).
Usage
A previously-recommended chunking rule, validated at real scale (14 of 14 acceptable), including a self-correction to its own sizing model.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Binding UX constraint set (8 rules)

Role
Used in "ADHD-first design, shipped across 3 specs and a public repo" (owner-attested evidence).
Usage
A binding, portfolio-wide UX constraint set naming ADHD and dyslexia as design disabilities, applied against three shipped design specs and carried into a public open-source memory toolkit (jitneuro).
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Byte-identical reproducibility

Role
Used in "Source isolation: git-object-only reads, byte-identical replay" (demonstrated-capability evidence).
Usage
A scanner that reads only pinned, committed Git objects, never a dirty working tree, with independently re-run byte-identical replay.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Confidence-gated AI diagnosis

Role
Used in "AI Field Support: voice-first, offline-first, Entra SSO, confidence-gated AI" (delivered-artifact evidence).
Usage
Voice-first, offline-first, multi-tenant PWA with real Microsoft 365/Entra SSO, confidence-gated AI diagnosis, and multi-vendor AI failover -- CI-gated promotion to uat/main.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Cross-product governance standard

Role
Used in "Delivery exemplar: one governed standard across real products" (documented-statement evidence).
Usage
A deliberately restrained cross-product exemplar of governed AI-enabled delivery; evidence-pending by the record's own account.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Cross-spec design-review enforcement

Role
Used in "ADHD-first design, shipped across 3 specs and a public repo" (owner-attested evidence).
Usage
A binding, portfolio-wide UX constraint set naming ADHD and dyslexia as design disabilities, applied against three shipped design specs and carried into a public open-source memory toolkit (jitneuro).
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Directive-to-behavior alignment table

Role
Used in "Strategy trace: every ruling SHA-pinned, staleness self-disclosed" (documented-statement evidence).
Usage
Every execution ruling traces to a specific hashed strategy commit, with an explicit alignment table and a self-disclosed staleness flag.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Duplicate-sweep gate discipline

Role
Used in "Backlog governance: 12 lanes, 11 gated, 1 tooling defect caught" (demonstrated-capability evidence).
Usage
A twelve-lane ticket roster gated by an explicit duplicate sweep, which caught a real tooling defect before it produced a false result.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Eight-state record lifecycle

Role
Used in "Content factory design: 8-state lifecycle, 3-tier risk review" (documented-statement evidence).
Usage
A designed eight-state record lifecycle and three-tier risk classification for continuous evidence publication; evidence-pending by the record's own account.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Endpoint agent fleet management

Role
Used in "Full-fleet MDR onboarding in a two-week window" (delivered-artifact evidence).
Usage
A mid-size operator moved its entire endpoint fleet onto managed detection and response with zero unresolved onboarding exceptions.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Environment-variable vertical branding layer

Role
Used in "AI Boat Mechanic: a new vertical in weeks, not months" (demonstrated-capability evidence).
Usage
A second commercial vertical launched via a frontend branding skin, vertical-specific AI prompts, and light API additions on an unchanged engine -- a ~13-week scaffold-to-live-launch span, verified from commit history.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Escalation-ladder model routing

Role
Used in "Model routing: ladder-based selection, verified from raw score files" (demonstrated-capability evidence).
Usage
A measured, ladder-based model and effort escalation discipline, including a case where raising effort made the same model perform worse.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Fail-closed redaction gate

Role
Used in "Redaction gate: 4 real leak paths found, fixed, and re-verified" (demonstrated-capability evidence).
Usage
A real adversarial red-team of the system's own secret-redaction mechanism, four leak paths found, fixed, and re-verified with a full regression run.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Free monthly self-diagnosis tier

Role
Used in "AI Boat Mechanic: a new vertical in weeks, not months" (demonstrated-capability evidence).
Usage
A second commercial vertical launched via a frontend branding skin, vertical-specific AI prompts, and light API additions on an unchanged engine -- a ~13-week scaffold-to-live-launch span, verified from commit history.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Full-census grading

Role
Used in "Precision measurement: full census of 176 candidates, 2 defects fixed" (demonstrated-capability evidence).
Usage
A full-census (not sampled) precision measurement by independent judges, refusing to compare a stricter new figure to a stale, easier one.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Git history mining

Role
Used in "Building the technology proof discovery pipeline" (documented-statement evidence).
Usage
A queue-driven scanner that grounds every portfolio fact in an exact commit before it ever reaches public copy.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Git-object-only source reads

Role
Used in "Source isolation: git-object-only reads, byte-identical replay" (demonstrated-capability evidence).
Usage
A scanner that reads only pinned, committed Git objects, never a dirty working tree, with independently re-run byte-identical replay.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Independent expert ground-truth inventory

Role
Used in "Recall measurement: 9.6% headline, reported without softening" (demonstrated-capability evidence).
Usage
The first recall measurement for this scanner, built from an independent expert inventory read before the scan output was ever opened.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Independent judge panel

Role
Used in "Precision measurement: full census of 176 candidates, 2 defects fixed" (demonstrated-capability evidence).
Usage
A full-census (not sampled) precision measurement by independent judges, refusing to compare a stricter new figure to a stale, easier one.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Industry risk multipliers

Role
Used in "jITSecure: 4-sector risk scoring, 9-phase parity-before-cutover port" (delivered-artifact evidence).
Usage
Multi-sector security scanning platform with industry risk multipliers, mid-migration to a cross-platform .NET binary.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Inherited multi-vendor AI failover

Role
Used in "AI Boat Mechanic: a new vertical in weeks, not months" (demonstrated-capability evidence).
Usage
A second commercial vertical launched via a frontend branding skin, vertical-specific AI prompts, and light API additions on an unchanged engine -- a ~13-week scaffold-to-live-launch span, verified from commit history.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Interrupt/watcher pattern

Role
Used in "Designing an externalized interrupt cadence for long-running AI work" (owner-attested evidence).
Usage
A scheduler-owned wakeup pattern that keeps long-running automation checked-in without relying on continuous unaided attention.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

JSON Schema

Role
Used in "Building the technology proof discovery pipeline" (documented-statement evidence).
Usage
A queue-driven scanner that grounds every portfolio fact in an exact commit before it ever reaches public copy.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

L0-L4 discovery architecture

Role
Used in "Discovery pipeline: 5-level architecture, 10+ documented runs" (demonstrated-capability evidence).
Usage
A five-level (L0-L4) governed multi-agent discovery architecture, run across 10+ documented passes against real committed source material.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

L3 deep-tier evidence audit

Role
Used in "L3 audit readiness: 1 source shape ready, 1 blocked and named" (demonstrated-capability evidence).
Usage
A mechanical L3 evidence-audit readiness check that found and reported a real, reproduced blocked source shape rather than assuming coverage.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Locked SQL schema

Role
Used in "JitPlatform: one locked contract retiring duplicate code across 7 products" (delivered-artifact evidence).
Usage
Shared provider-services contract -- locked schema, versioned API, and a working adapter reference implementation for one real consumer.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Managed detection and response

Role
Used in "Full-fleet MDR onboarding in a two-week window" (delivered-artifact evidence).
Usage
A mid-size operator moved its entire endpoint fleet onto managed detection and response with zero unresolved onboarding exceptions.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Mechanical command-verified readiness check

Role
Used in "L3 audit readiness: 1 source shape ready, 1 blocked and named" (demonstrated-capability evidence).
Usage
A mechanical L3 evidence-audit readiness check that found and reported a real, reproduced blocked source shape rather than assuming coverage.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Microsoft 365/Entra SSO

Role
Used in "AI Field Support: voice-first, offline-first, Entra SSO, confidence-gated AI" (delivered-artifact evidence).
Usage
Voice-first, offline-first, multi-tenant PWA with real Microsoft 365/Entra SSO, confidence-gated AI diagnosis, and multi-vendor AI failover -- CI-gated promotion to uat/main.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Multi-agent scan pipeline

Role
Used in "Discovery pipeline: 5-level architecture, 10+ documented runs" (demonstrated-capability evidence).
Usage
A five-level (L0-L4) governed multi-agent discovery architecture, run across 10+ documented passes against real committed source material.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Multi-lane ticket roster

Role
Used in "Backlog governance: 12 lanes, 11 gated, 1 tooling defect caught" (demonstrated-capability evidence).
Usage
A twelve-lane ticket roster gated by an explicit duplicate sweep, which caught a real tooling defect before it produced a false result.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Multi-stage blocking gate contract

Role
Used in "Content gate: 10-stage blocking contract, named judges per stage" (documented-statement evidence).
Usage
A canonical, currently binding multi-stage editorial quality-gate contract that every content asset must pass before it ships.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Multi-vendor/model AI failover

Role
Used in "AI Field Support: voice-first, offline-first, Entra SSO, confidence-gated AI" (delivered-artifact evidence).
Usage
Voice-first, offline-first, multi-tenant PWA with real Microsoft 365/Entra SSO, confidence-gated AI diagnosis, and multi-vendor AI failover -- CI-gated promotion to uat/main.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Named per-dimension AI judges

Role
Used in "Content gate: 10-stage blocking contract, named judges per stage" (documented-statement evidence).
Usage
A canonical, currently binding multi-stage editorial quality-gate contract that every content asset must pass before it ships.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Offline-first PWA with sync

Role
Used in "AI Field Support: voice-first, offline-first, Entra SSO, confidence-gated AI" (delivered-artifact evidence).
Usage
Voice-first, offline-first, multi-tenant PWA with real Microsoft 365/Entra SSO, confidence-gated AI diagnosis, and multi-vendor AI failover -- CI-gated promotion to uat/main.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Per-run score-file verification

Role
Used in "Model routing: ladder-based selection, verified from raw score files" (demonstrated-capability evidence).
Usage
A measured, ladder-based model and effort escalation discipline, including a case where raising effort made the same model perform worse.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Predictive analytics module

Role
Used in "jITSecure: 4-sector risk scoring, 9-phase parity-before-cutover port" (delivered-artifact evidence).
Usage
Multi-sector security scanning platform with industry risk multipliers, mid-migration to a cross-platform .NET binary.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Python

Role
Used in "Building the technology proof discovery pipeline" (documented-statement evidence).
Usage
A queue-driven scanner that grounds every portfolio fact in an exact commit before it ever reaches public copy.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

React/Vite SPA

Role
Used in "AI Boat Mechanic: a new vertical in weeks, not months" (demonstrated-capability evidence).
Usage
A second commercial vertical launched via a frontend branding skin, vertical-specific AI prompts, and light API additions on an unchanged engine -- a ~13-week scaffold-to-live-launch span, verified from commit history.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Recall measurement methodology

Role
Used in "Recall measurement: 9.6% headline, reported without softening" (demonstrated-capability evidence).
Usage
The first recall measurement for this scanner, built from an independent expert inventory read before the scan output was ever opened.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Reference adapter implementation

Role
Used in "JitPlatform: one locked contract retiring duplicate code across 7 products" (delivered-artifact evidence).
Usage
Shared provider-services contract -- locked schema, versioned API, and a working adapter reference implementation for one real consumer.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Regression re-verification

Role
Used in "Redaction gate: 4 real leak paths found, fixed, and re-verified" (demonstrated-capability evidence).
Usage
A real adversarial red-team of the system's own secret-redaction mechanism, four leak paths found, fixed, and re-verified with a full regression run.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Regression-tested defect correction

Role
Used in "Precision measurement: full census of 176 candidates, 2 defects fixed" (demonstrated-capability evidence).
Usage
A full-census (not sampled) precision measurement by independent judges, refusing to compare a stricter new figure to a stale, easier one.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Reproducible run logging

Role
Used in "Discovery pipeline: 5-level architecture, 10+ documented runs" (demonstrated-capability evidence).
Usage
A five-level (L0-L4) governed multi-agent discovery architecture, run across 10+ documented passes against real committed source material.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

SHA-pinned strategy traceability

Role
Used in "Strategy trace: every ruling SHA-pinned, staleness self-disclosed" (documented-statement evidence).
Usage
Every execution ruling traces to a specific hashed strategy commit, with an explicit alignment table and a self-disclosed staleness flag.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Scheduler-backed automation

Role
Used in "Designing an externalized interrupt cadence for long-running AI work" (owner-attested evidence).
Usage
A scheduler-owned wakeup pattern that keeps long-running automation checked-in without relying on continuous unaided attention.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Section-bounded chunking

Role
Used in "Chunking: 20-candidate operating point, 14-of-14 validated" (documented-statement evidence).
Usage
A previously-recommended chunking rule, validated at real scale (14 of 14 acceptable), including a self-correction to its own sizing model.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Three-tier risk classification

Role
Used in "Content factory design: 8-state lifecycle, 3-tier risk review" (documented-statement evidence).
Usage
A designed eight-state record lifecycle and three-tier risk classification for continuous evidence publication; evidence-pending by the record's own account.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Vercel deployment

Role
Used in "AI Boat Mechanic: a new vertical in weeks, not months" (demonstrated-capability evidence).
Usage
A second commercial vertical launched via a frontend branding skin, vertical-specific AI prompts, and light API additions on an unchanged engine -- a ~13-week scaffold-to-live-launch span, verified from commit history.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Versioned provider API

Role
Used in "JitPlatform: one locked contract retiring duplicate code across 7 products" (delivered-artifact evidence).
Usage
Shared provider-services contract -- locked schema, versioned API, and a working adapter reference implementation for one real consumer.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

Voice input/output (Web Speech API)

Role
Used in "AI Field Support: voice-first, offline-first, Entra SSO, confidence-gated AI" (delivered-artifact evidence).
Usage
Voice-first, offline-first, multi-tenant PWA with real Microsoft 365/Entra SSO, confidence-gated AI diagnosis, and multi-vendor AI failover -- CI-gated promotion to uat/main.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

YAML-configured check library

Role
Used in "Scanner Platform: 149 checks, one engine, two shipped products" (delivered-artifact evidence).
Usage
One 149-check scan orchestrator, live on Azure Container Apps, powering an AEO/SEO product and a security domain-scan product.
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records

jitneuro (public, open-source durable-memory toolkit)

Role
Used in "ADHD-first design, shipped across 3 specs and a public repo" (owner-attested evidence).
Usage
A binding, portfolio-wide UX constraint set naming ADHD and dyslexia as design disabilities, applied against three shipped design specs and carried into a public open-source memory toolkit (jitneuro).
Limits
Evidence is scoped to this single proof record; no cross-record usage has been published yet.
Records