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sociable systems.
Library

Field artifacts for accountable change

The full source-material library: practical artifacts, frameworks, appendices, and newsletter-arc compilations. Not downloads; tools with a job.

Library posture

Source material with handles.

Use these in procurement meetings, design reviews, training rooms, and audit conversations where vague principles need operating handles.

Plain-language summary
The library is a working shelf of scripts, clauses, frameworks, and compilations. Each artifact is meant to help a specific person do a specific job at a specific stage of use, from first orientation through procurement, oversight, and review.
Purchaseable artifact - $99 USDVendor Interrogation PackA 12-page deep-dive, email templates, and one forensic read of a real vendor reply before procurement hardens into contract.
Purchaseable artifact · $99 USD

Vendor Interrogation Pack

The library above is free, downloadable, source-material. This is a purchaseable artifact on the shelf: a 12-page deep-dive on six structural questions your AI vendor cannot refuse to answer, with email templates and one direct forensic read of a real vendor reply you receive.

What ships
  • 12-page PDF. Six questions, the evasion-pattern field guide, the answer-decoding matrix.
  • Email templates. Initial send and follow-up to a non-answer, in DOCX and plain text.
  • Vendor Response Review. One direct forensic read of the reply you get back, within five working days.
Working artifact - Browser demo and public samplesStakeholder & Grievance Engagement TrackerOpen this for the workbook demo, sample reports, and access route for the IFC PS1-aligned tracker kit.
Working artifact · Browser demo & public samples

Stakeholder & Grievance Engagement Tracker

A demo version of an opinionated, IFC PS1-aligned workbook with a live dashboard and sample data showing a custom tracker's core architecture. Explore the browser preview, request workbook access, or inspect the generated reports.

Demo architecture
  • 10-tab Excel workbook. Live dashboard, Auto-Checks tab, Stakeholder Register, Engagement Log, Grievance Log, IFC PS Crosswalk, AI Augmentation, Automations.
  • Sample reports. Generated quarterly, annual, auditor packs, risk registers, and per-stakeholder profiles.
  • Explicit AI-augmentation layer. Where it earns its place, where it doesn't. Disclosure column on every grievance row.
Working artifact - Browser demo & early accessGrant Compliance & Funder Reporting TrackerOpen this for the grant-tracker demo: restricted-funds tracking, guardrails, and audit-ready funder reports generated from the logs.
Working artifact · Browser demo & early access

Grant Compliance & Funder Reporting Tracker

A relational grant workbook with a live dashboard and guardrails, built for audit-facing funder reporting: government and pass-through awards, restricted funds, institutional grants. A local script turns the logs into the funder, board, and audit-evidence pack.

Demo architecture
  • Relational workbook. Grant register, expense log, and report log, with every dollar and deliverable tied to an award.
  • Guardrails & reports. Overdue reports, clawback risk, budget-vs-actual, restricted-funds schedule, and a per-grant audit evidence pack.
  • AI on a leash. Drafts narrative only, disclosed on every row and document. Runs offline.
Paid briefing bundlesPackaged readers for live governance pressure.Two checkout-ready bundles collect related artifacts for teams that want the material in one place.

The open library remains browsable below. These bundles collect related artifacts into checkout-ready packages for teams that want the material in one place.

Briefing bundle

Liability and Accountability Pack

$19 USD

A focused reader for teams trying to see where accountability is being displaced onto reviewers, dashboards, vendors, or vague human-in-the-loop claims.

Contract and procurement bundle

Calvin Convention Bundle

$13 USD

Narrative framing, contractual mechanisms, and operational appendices for encoding override, refusal, edge-case handling, and auditability before harm occurs.

Start here

Pick by the live pressure, not the title.

Five recommended entry artifacts, mapped to the moment you most likely arrived at this page. The rest of the library remains browsable below.

11 items

Weaponized artifacts

PDF · 1 page / Procurement
Vendor Interrogation Script

Ten questions a manager must ask before signing off on an automated grievance or risk management system.

Use
Run a sharper vendor meeting before procurement language becomes operational dependency.
For
Procurement, risk, legal, and programme leads
PDF / Internal advocacy
The Calvin Convention (narrative)

Narrative framing of the six mechanisms. The thesis version — for leadership buy-in.

Use
Explain why AI vendor contracts need stronger control mechanisms before clause drafting begins.
For
Executives, legal sponsors, and governance leads
PDF / Procurement
The Calvin Convention (contractual)

Six contractual mechanisms with actual clause language. Ready for vendor contracts.

Use
Translate accountability concerns into contract-ready mechanisms and review questions.
For
Legal, procurement, and contract owners
PDF / Implementation
The Architecture of Refusal

Designing systems that can fail safely. Negative power only.

Use
Design halt, challenge, and refusal points before a workflow becomes automatic continuation.
For
System designers, governance teams, and risk owners
PDF / Implementation
The Constitutional Engine

Pre-action constraints as system architecture.

Use
Frame pre-action constraints as architecture when a team is deciding what the system may do.
For
Product, policy, and governance architects
PDF / Diagnosis
Industrial Safety Architecture

Applying industrial-safety principles to algorithmic systems.

Use
Map AI governance to familiar safety concepts so high-stakes teams can inspect controls.
For
Risk, assurance, safety, and audit teams
PDF / Orientation
AI vs IFC: Executive Extract

Arena-derived analysis: when AI outperforms the gold standard of ethics.

Use
Brief leadership on why AI analysis can expose gaps in established safeguards practice.
For
Executives, ESG leads, and safeguards sponsors
PDF / Review
AI vs IFC: Technical Companion

Technical details behind the executive extract.

Use
Review the method and evidence behind the executive argument before deeper adoption.
For
Technical reviewers, researchers, and assurance teams
PDF / Diagnosis
Why 'Human in the Loop' Is Not Enough

A guide to safer AI systems.

Use
Challenge weak human-in-the-loop claims before they become the whole governance answer.
For
Managers, reviewers, and AI governance teams
PDF / Implementation
AI in Safeguards Work: An Interim Protocol

Four rules that make AI-assisted E&S work checkable: disclosure at touch-point grain, evidence custody, a never-machine-settled list, and a hostile read before submission. v0.1.

Use
Adopt an operational discipline for AI use in safeguards deliverables before a lender, panel, or litigator writes one for you.
For
Safeguards, ESG, and E&S consultancy teams producing AI-assisted deliverables
PDF / Oversight
Bending AI Truth

On accuracy theater and structural dishonesty.

Use
Name the distortion when reported performance hides who absorbs the failure.
For
Audit, risk, and accountability reviewers
3 items

Calvin Convention appendices

2 items

Frameworks

2 items

Newsletter compilations

3 items

DataDragons compilations

Interactive explorations

Not everything here is a PDF.

A few of these are live, multi-tabbed tools rather than documents. They live in the training library; these are the doors in.

Collections

Multi-model arenas and companion shelves.

Keep the thread

Get the field notes by email.

The weekly synthesis of the newsletter arcs, free, straight from Substack. No pitch sequence; the work is the argument.