Albert RI
Capabilities
Current system-level reference for the Political Strategy Intelligence Platform. What is operational, what is validated, and where the real command surface exists today.
Capabilities
18
Integrated across strategy, CRM, messaging, web, memory, monitoring, strategist evaluation, and recovery
Corpus rows
298
363 books ingested, 186k chunks (177k+ quarantined, 2 blocked)
Embedded chunks
177,000+
Local index built and retrieval-usable (2.5GB, qwen2.5:3b)
Eval result
12.7/13
Average score for the local+Sonnet strategy pipeline over 20 questions
  • Full production pipeline live: web form → KV queue → corpus retrieval → GDELT live context → Sonnet synthesis → master strategist evaluation (premium) → result delivery.
  • 363 books, 177,000+ embedded chunks across 7 strategic schools. GDELT live-context enabled by default.
  • Master strategist tier built: 10 profiling scenarios, deliberation capture, cognitive profile synthesis, profile-conditioned evaluation, attribution + compensation.
  • Tester enrollment pipeline operational: CRM sync, deterministic user attribution, self-rating capture.
  • Core function protection: SHA-256 manifest checksums, auto-repair, governance protocol.

Capability strengths

Corpus depth & retrieval 92%
363 books, 177k+ chunks, 7 schools. Local cosine retrieval + reranking.
Synthesis quality 98%
12.7/13 evaluation average. 20/20 recommendation outputs, 20/20 first-7-day plans.
Live context (GDELT) 75%
Real-time geopolitical signals. Phase 1 — coverage depends on query quality.
Master strategist layer 70%
Full pipeline built: profiling → capture → profiles → evaluation → attribution. Awaiting first enrollments.
E2E pipeline & delivery 95%
Web form → KV → engine → result delivery. Enrollment, attribution, CRM sync all operational.
Observability & protection 88%
Grafana/Prometheus/Loki stack. SHA-256 manifests. Watchdog every 20 min.
Source diversity 68%
7 schools covered. Still overconcentrated in some clusters on weaker queries. No author caps yet.
Preference learning 30%
Feedback captured but not yet wired to model calibration or option weighting.

Where we are strong

Proven
Synthesis quality is validated at 12.7/13 across 20 blind evaluations. Every output has 3+ options, 2+ schools, recommendations, tradeoffs, and first-7-day operational plans.
Proven
Full end-to-end pipeline from web form to strategy delivery, with user attribution, CRM sync, and GDELT live context — tested and operational.
Proven
Master strategist architecture fully designed and built: 10 profiling scenarios, cognitive capture pipeline, multi-perspective evaluation, attribution tracking, and compensation model.

Known gaps

In progress
No enrolled master strategists yet. Profiling scenarios and capture pipeline are ready — first sessions will activate the premium tier.
Pending
Preference feedback loop, ABS/polling integrations, and source diversity balancing (author caps, school quotas) are not yet wired.

Executive map

The system is best understood as perception, judgment, and execution linked by persistent memory and operational tooling.

Perception

  • User requests (web UI, Telegram, file drop)
  • Political corpus (363 books, 177k+ chunks)
  • GDELT live geopolitical signals
  • Master strategist cognitive profiles
  • CRM records and tester profiles
  • Memory, wiki, and dashboard state

Judgment

  • Problem structuring with strategic modes
  • Local retrieval and source-pack building (top-60 → final-12)
  • GDELT live context injection
  • Sonnet synthesis with tradeoff and recommendation logic
  • Master strategist evaluation: profile-conditioned multi-perspective analysis
  • Evaluation harnesses (12.7/13 average)

Execution

  • Reports and PDFs
  • Attribution tracking and compensation
  • Emails and broadcasts
  • CRM schema and workflows
  • Website deployment
  • Backups, dashboards, and recovery

Capability inventory

Master Strategist Evaluation New

Premium tier that adds named human expert perspectives on top of the engine's output. Strategists go through 10 complex profiling scenarios that capture their cognitive style, doctrine affinities, risk posture, and decision-making patterns. At query time, each profile is injected into the model to simulate how that expert would evaluate the options.

Built
10 profiling scenarios (3 tiers), deliberation capture, cognitive profile synthesis, multi-perspective evaluation, attribution + compensation ledger.
Next step
First master strategist enrollment. Profiling sessions ready to run.

Political Strategy Intelligence Assistant

Two-stage engine: local Qwen retrieval/source-pack generation followed by Sonnet synthesis into actual strategic options and recommendations. GDELT live context enabled by default.

Strength
Validated on 20 questions with 12.7/13 average and 20/20 recommendation outputs.
Current limit
Source diversity is still narrower than ideal in weaker cases.

Political Strategy Source Accumulation

Rebuilt around ingestibility, not store ownership. Books, journals, reports, speeches, and postmortems are now treated as different source classes.

Strength
Clear doctrine-gap-driven sourcing policy and efficient sourcing workflow now exist.
Current limit
No live per-source operational ledger yet.

Attio CRM

API-first operational CRM for political, donor, advocacy, and event structures.

Strength
Schema is live and tailored to the Australian political context. Tester enrollments auto-sync.
Current limit
Views, pipelines, and live data import still need further work.

Canary Marker + Email

Leak-attributable broadcasts and programmatic email handling are operational.

Strength
Tested end-to-end with encrypted maps.
Current limit
Operational/legal use still requires judgment.

Websites + Intake Infrastructure

Cloudflare Pages and Workers provide autonomous website and form deployment.

Strength
Operational deployment pipeline with analytics and KV-backed forms.
Current limit
Domain purchase still has a manual CAPTCHA step.

Memory + Knowledge

Persistent local semantic memory, wiki compilation, and long-term continuity.

Strength
Zero API-cost memory with semantic recall.
Current limit
Quality still depends on disciplined capture.

Observability + Recovery

Grafana, Prometheus, Loki, watchdogs, and backup protocols now run with much better discipline.

Strength
Current-work state and cost semantics are far more truthful than before.
Current limit
More domain-specific panels can still be added.

AZHA Antisemitism Classifier

Two-stage AI pipeline for Royal Commission submission analysis. Stage 1: IHRA definitional gate (GPT-5.4 primary, Sonnet fallback). Stage 2: seven-dimension social and moral theory scoring — identity economics, moral utility, moral disengagement, dehumanisation, norm cascades, signalling theory.

Strength
Gold-standard calibration set seeded. Per-submission and aggregate reports generated. Live on royalcommission.professionalopinions.com.au.
Current limit
4 gold-standard examples so far; needs ~100 for paper-quality accuracy.

Payments + Donation Flow

Stripe architecture exists but still isn't fully deployed live end-to-end.

Strength
Products, links, and CRM-side model are configured.
Current limit
Webhook worker still not live.

GDELT Live Context

Real-time geopolitical event signals injected into strategy synthesis. Enabled by default, fault-tolerant.

Strength
Keyword extraction + geography-aware queries for focused results. Non-fatal fallback if GDELT unavailable.
Current limit
Phase 1 — coverage depends on query quality and media source availability.

Tester Enrollment Pipeline

End-to-end: web form → Cloudflare Worker → KV → enrollment sync → users.jsonl + preference profiles → Attio CRM upsert.

Strength
Deterministic user attribution via SHA-256 email hash. Self-rating capture with sliding scales.
Current limit
Preference profile feedback loop not yet wired to model calibration.

Core Function Protection

SHA-256 manifest checksums on 13 protected files, script permission auto-repair, gateway health monitoring, update governance protocol.

Strength
Automated integrity checks, watchdog every 20 minutes, documented rollback procedures.
Current limit
Rollback is manual — no automated snapshot-and-restore yet.

Print & Physical Output

Print-ready PDFs, decks, and reports can be generated for real-world use.

Strength
Operational report/deck rendering paths exist.
Current limit
Printer-device control is still not explicitly integrated/documented.

Master Strategist Enrollment

Apply to join as a master strategist. You will go through 10 profiling scenarios that capture your cognitive style and strategic reasoning patterns. Your perspective will then be used to evaluate strategy outputs for premium users, with attribution-based compensation.

Updated 19 April 2026 · Professional Opinions · 363 books, 177,000+ embedded chunks, AZHA classifier, GDELT live context, master strategist evaluation, enrollment pipeline, core function protection