mr-fang-vlsi
29 verified skills203 total stars
bscost-theory-opt
Build and validate theory-grounded optimization models for backside front-vs-back net cost (signal and clock), with strict metric contracts and stability gates against HPWL baselines. Use when users request principled model fitting, crossover reasoning, or promotion decisions from shadow mode to active optimization.
development7
backside-benefit-attribution-evaluator
Evaluate whether backside benefits come from `CTS-backside-only` or from moving a selected subset of signal nets to backside, under a fair and physically valid comparison contract.
data-ai7
bscost-net
Plan and execute internet-assisted backside net cost modeling for signal and clock nets, then evaluate stability and correlation against HPWL baselines across multiple designs. Use when users ask to improve/validate backside cost models, choose benchmark designs, compare model vs HPWL, or prepare publishable model-evaluation evidence.
testing7
control-theory-veto
Theory-level veto skill for EDA plans. Use before expensive experiment submissions or major flow/model changes to identify logically unsound assumptions, contradiction with known physics/policy, and high-risk invalid comparisons. Produces GO/CONDITIONAL/NO-GO with evidence.
development7
bspdn-goal-driver
Drive BSPDN objective optimization toward target outcomes (about 8% dynamic-power reduction without area/timing regression, or 5%+ frequency uplift with non-worse power/area) using gated experiments and evidence tracking.
development7
conda-project-environment-manager
Manage and standardize project conda environment usage as an auxiliary utility skill, including env discovery, package availability checks, explicit env selection, and reproducible `conda run -n ...` integration for scripts and workflows.
tools7
control-knowledge-explorer
Explore and structure local EDA knowledge, identify evidence gaps, and prepare targeted literature retrieval tasks for local download and follow-up parsing.
tools7
control-postrun-retro
Perform post-experiment retrospective for EDA runs, classify failure/success mechanisms, propose high-confidence next actions, and decide whether to recursively trigger a new workflow-scoped-execution iteration. Use after each experiment batch with monitor/summary/manifest artifacts.
testing7
eda-autoidea-bridge
Bridge autoIdea literature recommendation, historical formulation, and idea-generation outputs into the current repo's paper/knowledge/skill workflow.
research7
delay-model-gate-evaluator
Execute delay-model validation gates against HPWL baselines. Use when evaluating model consistency, running Gate-0 contract checks, building Gate-1 bucketed scorecards, performing wirelength-aware correlation checks, or deciding readiness for active optimization.
development7
eda-artifact-hygiene-maintainer
Clean and normalize knowledge-base, tool-registry, and log artifacts by merging duplicates, removing stale items, and correcting inaccurate naming while preserving traceability.
tools7
eda-paper-fetch
Fetch primary-source paper metadata when evidence is missing or weak for EDA/model/flow claims. Use for requests like building reproducible paper candidate lists, generating user-download queues, and recording citation metadata for local validation.
development7
eda-hypothesis-experiment-designer
Convert research ideas into falsifiable hypotheses and experiment plans with metrics, controls, pass/fail criteria, and confounder mitigation.
data-ai7
eda-infra-maintainer
Maintain and evolve the EDA infrastructure stack (agent policy, knowledge base, tool registry, and skill system) with auditable guardrails and minimal-risk updates.
tools7
eda-knowledge-gate-maintainer
Enforce experiment hygiene for this EDA repo. Utility skill for knowledge gate, tool reuse checks, and maintenance-log updates during scoped execution.
tools7
eda-method-implementer
Implement EDA research methods from approved hypothesis plans, with integration discipline, measurable contracts, and minimal-risk iteration.
testing7
eda-pdf-local-summary
Summarize local paper PDFs into structured, citation-grounded evidence notes. Use when the user provides local PDF paths and asks for methods/assumptions/results/limitations extraction or wants evidence mapped to current EDA hypotheses.
testing7
eda-script-pattern-curator
Capture and maintain reusable script-writing experience across wrappers, helpers, parsers, validators, and runtime shims so future script work can reuse proven patterns and avoid repeated anti-patterns.
tools7
eda-stage-checkpoint-golden
Create immutable stage checkpoints for Innovus flows. Use when users ask for fixed golden files or restart-from-stage workflows (place/cts/route) with matched DEF+V+SDC and reproducible manifests.
development7
eda-context-accessor
Retrieve scoped knowledge-base context and tool-registry reuse evidence for an EDA task, then emit compact context artifacts that downstream skills can consume directly.
tools7
academic-writing-quality-assessor
Audit and refine academic manuscripts for structure, terminology consistency, LaTeX hygiene, and high-signal grammar fixes. Use this skill for theses, papers, proposals, and technical reports when the task is manuscript writing rather than experiment execution.
testing7
backside-routing-realization-specialist
Diagnose and implement backside-routing realization paths, including targeted reroute, local DEF/OpenDB patching, and OpenROAD-backed net-level rerouter bring-up, when theory predicts benefit but the current flow does not realize BM2/BM1 usage.
testing7
bspdn-pdn-sufficiency-evaluator
Evaluate whether the current BSPDN PDN contract is strong enough under `BPR reserved for PDN`, separating PDN sufficiency from signal-mixing questions.
testing7
eda-experiment-phenomenology-analyst
Extract and maintain reusable experiment knowledge across `log -> result -> conclusion -> experience` layers, then hand that evidence to execution, retrospective, and veto skills without forcing them to re-read raw logs every time.
testing7
eda-idea-debate-lab
Generate and refine EDA research ideas through structured brainstorming and pro-vs-con debate, then output a testable idea decision memo.
testing7
academic-slide-refiner
Refines and restructures existing presentations into concise, high-impact versions suitable for short academic conference talks (e.g., 20 minutes). Focuses on logical flow, information density, and visual consistency.
development7
academic-presentation-crafter
Creates and refines academic presentations from research papers. Use this skill for tasks involving the conversion of scientific or technical documents into slide decks for conferences, seminars, lectures, thesis defenses, or academic reviews. Supports beamer LaTeX (.tex), PowerPoint (.pptx), and Markdown output formats.
development7
control-preflight-reflect
Before each experiment, analyze latest route/STA evidence, reflect on method gaps, and output concrete improvement hypotheses and next-step A/B plan. Use when user asks to start new experiments or when model/flow conclusions may be unstable.
testing7
bspdn-physical-contract-auditor
Audit whether the local BSPDN physical contract is coherent across paper assumptions, GT3 tech collateral, layer/via topology, and current flow policy before promotion or expensive attribution experiments.
testing7