fabless program review

    1

    A staged semiconductor program review toolkit for chip definition, yield modeling, and tape-out gate management.

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    fabless program review

    Example session with this skill installed

    We are at G2 for a new IoT chip. 300mm wafer, 22nm node, $5200/wafer. Die is 8.0x9.5mm. Calculate DPW and die cost with 0.15 defect density (Murphy model) and $0.45 combined package/test cost.

    • Read your context and instructions
    • Compiled the fabless program review

    I have completed the G2 Process and Cost analysis for your IoT chip project.

    Chip Economics and Yield Analysis

    MetricValueNotes
    Wafer Diameter300 mmStandard 12-inch wafer
    Die Dimensions8.0 x 9.5 mmGross Area: 76.0 mm²
    DPW (Gross)828Estimated via geometric model
    Defect Density (D0)0.15 / cm²Typical for mature 22nm node
    Yield (Murphy)81.42%Model: $Y = [(1-e^{-AD_0})/(AD_0)]^2$
    Net Good Die674Estimated good die per wafer
    Wafer Cost$5,200Foundry base price
    Good Die Cost$7.71Base die cost (Wafer / Net Die)
    Fully Loaded Cost$8.16Includes $0.45 Pkng/Test

    G2 Status: Conditional Go

    The unit cost of $8.16 is within the initial feasibility range, but the following risks must be addressed:

    • P0 Risk: 22nm capacity allocation for Q3 is not yet secured with the foundry.
    • P1 Risk: IP availability for the ultra-low-power SRAM block is pending vendor confirmation.
    • P2 Risk: Package substrate lead times are currently trending at 16 weeks.

    Next steps
    1.

    Verify PDK: Confirm the actual D0 defect density with the foundry's latest quarterly report for the 22nm process.
    2.

    NRE Amortization: Provide expected lifetime volume to calculate the impact of mask sets and design costs on the total unit price.
    3. IP Audit: Finalize the critical path IP list using references/02-process-node-pdk-ip.md.

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    About this skill

    Managing a chip development project requires rigorous gates to avoid multi-million dollar tape-out failures. This skill provides a structured framework for fabless semiconductor program reviews, moving from initial product definition to volume production ramp. It enforces a strict "calculate before you conclude" workflow using a built-in calculator for die-per-wafer, yield models, and NRE amortization.

    What it does

    • Staged gate reviews moves projects through eight defined gates from G0 (Project Kick-off) to G7 (Reliability and Ramp).
    • Yield and cost modeling calculates die-per-wafer (DPW), good-die cost, and NRE amortization using standard models like Murphy or Negative Binomial.
    • Tape-out readiness checks audits front-end verification, back-end physical design, DFT coverage, and ESD/clock/reset integrity.
    • Infrastructure planning guides process node selection, IP sourcing, and package/test strategy development.
    • Standardized reporting generates chip-spec one-pagers and tape-out gate reports with clear Go/No-Go criteria.

    How it works

    1. Define the stage by specifying the current gate (G0 to G7) and providing current chip specs or design data.
    2. Execute calculations using the internal fabless_calc.py tool to validate die area, yield targets, and unit economics.
    3. Audit against checklists to identify P0, P1, and P2 risks across architecture, verification, and backend implementation.
    4. Generate deliverables using the provided Markdown templates for product definitions or sign-off reports.

    Frameworks & tools

    The skill utilizes a Python 3.8+ standard library calculator for semiconductor economics. It references standard industry workflows for PDK selection, MPW vs. Full Mask decisions, and OSAT (Outsourced Semiconductor Assembly and Test) planning.

    Why this beats prompting it yourself

    Generic AI often underestimates the complexity of chip economics and tape-out risks. This skill enforces specific industry formulas for die-per-wafer and yield modeling, ensuring that cost estimates are based on geometric reality rather than guesses.

    Use cases

    • Initial feasibility to determine if a target price point is achievable given a specific process node and die size.
    • Tape-out sign-off to ensure all critical verification and physical design checks are closed before committing to mask costs.
    • Supply chain planning to model volume ramp requirements, test time costs, and multi-sourcing strategies.

    Known limitations

    Calculations are estimates based on user-provided inputs. Users must verify all process parameters, IP costs, and foundry pricing with actual PDK documentation and vendor quotes.

    Estimates require manual input of PDK and vendor data. Does not provide methods for bypassing IP licensing, export controls, or reverse engineering. Requires Python 3.8+ for calculation logic.

    How to use

    1. 1

      Connect your agent to the Agensi MCP

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    3. 3

      Ask for what you need

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    Requires

    Python

    Permissions

    Terminal / Shell
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    What's inside

    Frequently Asked Questions

    This skill implements a rigorous eight-stage gate system (G0 to G7) specifically for semiconductor development, preventing costly tape-out errors by enforcing quantitative yield modeling and physical design checklists that generic project tools lack.

    You will receive the structured program review framework, standardized Markdown templates for gate reports, and access to a built-in Python-based semiconductor economics calculator for yield and NRE analysis.

    The skill is designed to work with any AI agent capable of executing Python code and processing Markdown, as it relies on a custom calculator tool to ensure precision in die-per-wafer and cost calculations.

    The calculator uses industry-standard models like Murphy and Negative Binomial; however, since foundry parameters vary, you should input your specific PDK defect densities and wafer costs for the most accurate results.

    Yes, the skill includes a dedicated 'Tape-out Readiness' module that audits critical P0 risks including DFT coverage, ESD integrity, and physical design sign-off criteria before you commit to mask costs.

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