Technical Guides

Master the mechanics of the autonomous intelligence grid.

← Return to Dashboard

🚀 Synthesis Pipeline Phase 1-4

How Synthesis Works

IAMVC uses a linear but branching pipeline to transform a single query into a 12,000+ character manuscript.

1

Context Acquisition

The system connects to our global grid of academic indexing nodes, extracting technical summaries and citation identifiers (DOI/BibTeX) relevant to your topic.

2

Swarm Reasoning

Multiple specialized LLM instances debate the "Core Innovation" of the paper (See Swarm Multi-Agent Debate below).

3

LaTeX Orchestration

The "Architect" agent constructs a multi-section `.tex` project, including local images, Mermaid diagrams, and real Python code implementations.

🧠 Swarm Multi-Agent Debate Phase 7

Deep-Level Logic (MAD Protocol)

Gone are the days of single-query AI generation. IAMVC Phase 7 uses the Multi-Agent Debate (MAD) protocol.

  • Synthesizer Agent: Proposes the initial thesis and technical approach.
  • Critic Agent: Blindly attempts to find methodological flaws or logical gaps.
  • Judge Agent: Mediates the debate and creates the final "Executive Research Plan."
[System] STARTING MULTI-AGENT DEBATE...
[Critic] Hypothesis lacks empirical validation for Edge devices.
[Synthesizer] Refined: Adding Federated Learning appendix for Edge latency.
[Judge] Strategy locked. Proceeding to manuscript synthesis.

This process results in research that is significantly more robust and academically defensible than standard AI text.

💎 Intelligence Economy Phase 8

Understanding 💎 Credits

Credits represent "Verification Power" within the IAMVC grid. They are used to incentive-align the community.

A

Earning via Verification

Browse the Global Research Hub. Claim a paper awaiting review. If your review (Scored 1-10 on Quality, Impact, and Methodology) is accepted, you earn the staked credits.

B

Staking for Priority

Want your paper to be verified by others? Stake credits. Verified papers receive an "IAMVC Verified" badge and appear higher in the Explorer API.

Marketplace Workflow

To request a peer review on your own paper:

  1. Go to My Research Library.
  2. Click Request Peer Review on any paper.
  3. Stake up to 100 credits. The paper is now live in the Global Research Hub.
  4. A Pro user claims the review, analyzes your work, and submits feedback.
  5. Credits are automatically transferred once the review is submitted.

⛓️ Proof-of-Research (PoR) Phase 8

Cryptographic Priority

To prevent intellectual property theft, IAMVC generates a SHA-256 Research Fingerprint for every paper.

This fingerprint is visible in your research history as a Proof ID. It acts as immutable evidence that the technical innovation described in the paper existed at that exact timestamp, managed via our internal Proof-of-Research ledger.

proof_id: 8f2b...3a9c (SHA-256 Hash)
timestamp: 2026-01-28 17:22:38
status: NOTARIZED ON IAMVC GRID

🔌 Explorer API v1 Phase 7 PRO ONLY

Programmatic Access

Integrate IAMVC Research Intelligence into your own applications using the Explorer API.

Endpoint: GET /api/explorer/papers

Parameters:

  • query: Semantic search string.
  • min_score: Filter by verified research score (0-10).
  • domain: Filter by specific research area.