⚡
PIMpulse AI UniHack 2026
Groq LPU Engine
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$0.0006/SKU
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Quickstart Guide & Evaluation Workflow 3 Steps
▶ Expand Guide
100.0% Pass
Length Invariants & Contract Compliance POS (≤40 Chars) & Mobile Catalog Invariants Validated
1,000 Catalog SKUs
252 Cols Delivery Standard
190.2 SKUs/s Throughput
$0.0006 Cost / SKU
Evaluation Presets:
Download (.XLSX)
👤 Auditor Governance & Human Approval Valve ● Auto-Grounded
Human-in-the-Loop Override Safety Valve & Version Control Rollback
Awaiting Search
Mathematical Confidence
READY
Zero LLM Guess
Attr Coverage: Awaiting Search
Grounding Ratio: Awaiting Search
Taxonomy Match: Awaiting Search
RRF Agreement: Awaiting Search
UNSPSC: Awaiting Search Industrial > General

Product Profile Awaiting Input

Enriched specifications, verified physical attributes, and standardized taxonomy will populate here automatically.

    Attribute (Click for Lineage) Extracted Value Unit Grounding Status Provenance
    No attributes extracted yet.
    📁 Shared Workbook & Batch Ingestion Studio

    Upload an open input spreadsheet (.CSV or .XLSX). The autonomous engine will clean placeholders, enforce 253 Unilog columns, and append the Enriched_Output sheet into your shared workbook.

    Drag and drop your spreadsheet here, or Browse files
    Supported formats: .xlsx, .xls, .csv (UTF-8)
    Process Limit:
    Processing batch... 0%
    Throughput: ~190 SKUs/sec ETA: Calculating...
    🔍 Data Lineage & Provenance Audit
    Target Attribute
    Material
    Extracted Value & Normalized Unit
    Stainless Steel 316
    Verbatim Grounding Quote (Datasheet / OEM Source)
    "Grade 316 Marine Grade Stainless Steel Heavy Hex Bolt."
    Sourcing Provenance & Allowed Domain Status
    https://www.mcmaster.com/fasteners/bolts/316-ss-1-2
    Mathematical Confidence Allocation
    Coverage: 30% | Grounding: 25% | Taxonomy Lock: 15% | Penalty: 0%
    📖 PIMpulse AI System Architecture & Mathematical Foundations
    📥 Raw Input Feed [Part # + Brand + Desc]
    ➔ ⚡ 6-Stage Autonomous Engine ➔
    📤 252-Column Master Export [Unilog Standard]
    🌐 LIVE PIPELINE FACILITY FLOW MAP (REAL-TIME CIRCUIT) ● Active Data Packet
    01 · INGEST Raw Input 02 · PRE-FILTER UNSPSC Regex 03 · HYDE & RRF Tavily RAG 04 · GROUNDING Verbatim OEM 05 · INVARIANTS POS & Mobile 06 · UNILOG OUT 252 Columns

    1. Autonomous 11-Node LangGraph State Machine (Directed Pipeline)

    1. Taxonomy Pre-Filter ➔
    Rapid sub-millisecond keyword, regex and LOV matcher mapping to official UNSPSC codes.
    2. HyDE Query Expansion ➔
    Generates hypothetical technical datasheets to construct high-precision multi-keyword search vectors.
    3. Reciprocal Rank Fusion ⬇
    Fuses dense vector and sparse keyword search results via RRF = Σ (w_d / (60 + rank_d)).
    4. Grounding Substring Gate ➔
    Strictly validates verbatim character substrings against raw OEM HTML chunks before confirming any attribute.
    5. Length & LOV Invariants ➔
    Hardened deterministic token formatting: INVOICE_DESC (≤40 chars) and MOBILE_DESC (60–80 chars).
    6. Auditor Escalation Gate ⚠️ Human-in-the-Loop Safety Valve
    Computes mathematical confidence score. If <70% or ungrounded, routes to ask_user review without hallucinating.

    2. Zero-Hallucination Confidence Equation

    Confidence = ( 0.30 · Coverage + 0.30 · GroundingRatio + 0.20 · TaxonomyConf + 0.20 · RRF_Agreement )
    − ConflictPenalty (−0.08 per source variance)
    Where GroundingRatio = (Verbatim Substring Verified Attributes) / (Total Attributes Extracted)

    Conforms strictly to 56 Core Commerce Columns + 150 Parametric Attribute Triplets (ATTRIBUTE_LABEL 1..50, ATTRIBUTE_VALUE 1..50, ATTRIBUTE_UOM 1..50) + 46 Digital Asset & Regulatory Columns. Formatted with @ Text Format in Excel to prevent dimension fraction corruption.