Skip to content

Part of Run Academic Research From Investigation to Publication

Productivity Blueprint

Orchestrate Research to Publication As One Workflow

0June 2026

10-stage orchestrator with Material Passport handoff contracts, integrity gates, and compliance audits.

What problem does this solve?

Coordinates all four skills (research to writing to review to revision to finalization) as one non-stop workflow with integrity verification at decision boundaries instead of treating each phase as a separate task. It enforces Material Passport handoff contracts, runs mandatory 7-mode AI failure checklist at Stages 2.5 and 4.5, performs 100% claim verification before publication, detects hallucinated citations deterministically, and produces a Process Summary with Collaboration Quality Evaluation so you have a complete audit trail and confidence in the output.

How does it work?

Once set up, run /ars-full to start the 10-stage pipeline: (1) RESEARCH (deep-research skill, full/quick/socratic/systematic-review etc.), (2) WRITE (academic-paper skill with outline approval), (2.5) INTEGRITY GATE (7-mode AI failure checklist covering implementation bug, hallucinated citation/result, shortcut reliance, bug reframed, methodology fabrication, frame-lock) plus claim sampling (30% min 10 claims), (3) REVIEW (academic-paper-reviewer full review, decision checkpoint), (3→4) COACHING (Socratic revision coaching, max 8 rounds, user can skip), (4) REVISE (revisions incorporated), (3') RE-REVIEW (narrow verification panel), (3'→4') RESIDUAL COACHING (trade-off dialogue, max 5 rounds), (4') RE-REVISE (content frozen, hard cap 2 revision loops total), (4.5) FINAL INTEGRITY (deep Mode 2 re-run with zero tolerance, 100% claim check), (5) FINALIZE (output format selection plus AI disclosure), (6) PROCESS SUMMARY (collaboration quality evaluation plus self-reflection report). Output: publication-ready manuscript plus Material Passport (traces all decisions, audit trails, repro-lock declarations).

Included Skills

No skills in this group

What's required to run this?

Requires Material Passport (Schema 9 YAML file, generated at Stage 2). Optional flags: ARS_PASSPORT_RESET=1 (context reset at FULL checkpoints, enable resume_from_passport=<hash> mode for cross-session continuation), ARS_CLAIM_AUDIT=1 (opt-in claim-faithfulness audit at Stage 4→5, default OFF, requires cited excerpt retrieval), ARS_CROSS_MODEL (OpenAI or OpenAI-compatible endpoints for cross-model verification), ARS_SOCRATIC_READING_PROBE=1 (optional reading comprehension honesty probe at Stage 1). Write-scope guard (v3.10): 23 single-phase agents fenced to their phase directories, no Bash access (use Grep/Glob + structured editors). Claim audit (v3.8, opt-in) emits 5 HIGH-WARN classes consumed by Stage 5 formatter REFUSE rules; baseline FNR<0.15 + FPR<0.10 on 20-tuple gold set. Terminal policies (v3.10, opt-in strict mode) on citation_existence verification allow default-advisory pass (user /ars-mark-read-ack-able) or strict refusal.

Key Features

10-stage choreography

RESEARCH (RQ + methodology) → WRITE (outline-approved drafting) → INTEGRITY 2.5 (7-mode checklist + 30% claim sampling) → REVIEW (multi-perspective peer review) → REVISE (revision coaching + re-revision, max 2 loops) → RE-REVIEW + RE-REVISE → FINAL INTEGRITY 4.5 (100% claims, zero-tolerance) → FINALIZE (format + disclosure) → PROCESS SUMMARY (quality + self-reflection). Every stage ends in user confirmation; 2.5 and 4.5 are non-skippable.

Material Passport v3.13.0

Handoff contract carrying all stage outputs, decisions, and metadata. Schema 9 fields: literature_corpus[] (optional pre-screened input), experiment_provenance[] (v3.12, external experiment log), repro_lock (v3.3.5, artifact stochasticity declaration), reset_boundary[] ledger (v3.6.3, for cross-session resume).

7-mode AI failure checklist

M1 implementation bug, M2 hallucinated citation, M3 hallucinated result, M4 shortcut reliance, M5 bug reframed as insight, M6 methodology fabrication, M7 frame-lock. Pre-review sampling (30% claims min 10) at Stage 2.5; final deep Mode 2 re-run (100% claims) at Stage 4.5 with zero tolerance.

Deterministic citation verification

4-index cross-check (Semantic Scholar + OpenAlex + Crossref + arXiv resolver, no API keys for arXiv). lookup_verified status (true / false / unresolvable) per citation. Optional terminal policy strict mode at Stage 5. Persistent SQLite cache (~/.cache/ars/verification.db, 90-day TTL).

Compliance + collaboration observation

Optional PRISMA-trAIce + RAISE compliance audit at 2.5/4.5. Collaboration Depth Observer (advisory, never blocks) at every FULL checkpoint + pipeline completion, scoring on 4 dimensions (Delegation / Vigilance / Reallocation / Zone). AI Self-Reflection Report tracks DA concession rate, sycophancy risk (LOW/MEDIUM/HIGH), health alerts, failure mode audit log.

About This Blueprint

Industry
Technology
1 File
Productivity

Business Automation & Productivity Workflow

Reduce hours lost to repetitive admin without adding a complicated stack. Prioritized, tested workflows automate routine research, client communication, project tracking, and website tasks while keeping people in control of important decisions.

1 File
Engineering

Business Technology & Digital Solutions Workflow

Avoid costly, fragmented digital projects with a plan that connects business goals to practical tools, implementation steps, and measurable results. It also flags performance, security, accessibility, and SEO checks before launch.

WordPressGoogle AnalyticsGoogle Search Console+2 more
Sales

ICP-Filtered Outreach Lists from G2 Buyer Intent

Stop wasting rep time on weak intent signals and mismatched accounts. The workflow ranks ICP-fit buyers by readiness, finds the right contact, and supplies tailored outreach angles for the strongest opportunities.

ClaudeClaudeG2 Buyer Intent (G2 MCP Server)ZoomInfo (MCP)+3 more

Ishani D.

Account Manager at G2