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LITERATURE READING ROOM

Read broadly.
Promote carefully.

SemiAgora studies from official links, public metadata, open documentation, and rights-reviewed repositories. It does not mirror papers, PDK files, tool archives, article bodies, images, or third-party source code.

23today picks
23study tracks
68simulation seeds
23foundation sources
DAILY SIGNALSCurrent research and industry linksSIMULATION ATLASPromote only after a run card existsSOURCE LINKSOfficial links stay separate from evidenceFACTORYMetadata scan, manual publication gate

TODAY'S STUDY DECISIONS

Twelve items are worth immediate SemiAgora attention.

These are not copied into SemiAgora as source material. Each item is a study prompt, official link, or future simulation seed with a visible boundary.

P0Metrology / Yield / Process Control

Semiconductor virtual metrology with uncertainty and dynamic sampling

Use as the official-source anchor for teaching why sparse metrology, drift, sensor health, uncertainty, and adaptive sampling must be shown together.

Source
NIST official publication review
Action
Promoted as SA-VMET-SMALLDATA-001 browser CSV replay with no wafer data, no live model training, and no release-rule claim.
Status
v80 simulation promoted
P0EDA / Layout / Timing

Layout RC to delay evidence ladder

Use as the next public EDA/Layout bridge from report vocabulary into quantified delay and slack-risk proxies.

Source
SemiAgora v79 promotion from daily EDA backlog
Action
Promoted as SA-EDA-RC-001 browser CSV replay with link-only official OpenROAD/OpenLane/OpenSTA/SKY130/Magic/Netgen anchors.
Status
v79 simulation promoted
P1Process / Metrology / Yield

Feedforward Control For Modern Semiconductor Manufacturing

Use as a link-only prompt for process-control chains that connect lithography metrology to downstream etch and yield evidence.

Source
Semiconductor Engineering RSS
Action
Promoted as SA-PROC-CTRL-001 browser CSV feedforward replay with operator, engineer, integration, and yield views.
Status
v78 simulation promoted
P1Resources / Coverage

Awesome Semiconductor Industry Topics

Use as a coverage-gap prompt across process technology, lithography, advanced packaging, EDA, chiplets, HBM, photonics, and TCAD.

Source
GitHub repository search
Action
Create an original SemiAgora topic coverage matrix and link the source without mirroring the list.
Status
resource topic index seed
P1EDA / Physical Verification

Physical Verification Using SKY130

Study how DRC/LVS evidence can be packaged into a safe public training ladder.

Source
GitHub repository search
Action
Promoted as SA-EDA-PV-002 browser CSV checkpoint replay with link-only source anchors.
Status
v77 simulation promoted
P1Research / Study Queue

Chip Industry Technical Paper Roundup: Aug. 18

Use as a link-first discovery queue for CFET, PIM droop, layout repair, lithography defect prediction, 3D-IC FA, chiplets, and SiC slicing.

Source
Semiconductor Engineering RSS
Action
Review primary sources before any public note; do not copy article summaries.
Status
reading room queue
P1Memory / HBM / Packaging

How Will The Custom HBM Business Work?

Use as a public source anchor for HBM/base-die partitioning vocabulary across controller placement, PHY, RAS, TSV, interposer, thermal, bandwidth, capacity, and yield tradeoffs.

Source
Semiconductor Engineering
Action
Promoted as SA-MEM-HBM-002 browser CSV replay with synthetic proxy rows, no vendor stack data, and no product release or timing signoff claim.
Status
v81 simulation promoted
P0Device / Logic Scaling

CFET contact and parasitic co-optimization

Use as the source anchor for teaching why stacked n/p devices need contact, via, local-interconnect, parasitic, thermal, and integration review before PPAC claims.

Source
imec and Synopsys public source review
Action
Promoted as SA-DEV-CFET-001 browser CSV replay with synthetic proxy rows, no PDK, no TCAD deck, no measured silicon, and no node-ranking or signoff claim.
Status
v82 simulation promoted
P0Power / Device

Silicon Carbide for RF Devices

Use as a link-only anchor for HPSI SiC, RF GaN epitaxy, and substrate thermal/RF vocabulary in the GaN-on-SiC HEMT chain.

Source
Wolfspeed
Action
Promoted into v83 as a browser CSV substrate/device/process chain.
Status
promoted v83 browser replay
promoteEDA / Layout

OpenROAD floorplan-to-report literacy spine

Use as a link-only official source spine for the v84 browser CSV replay.

Source
The OpenROAD Project documentation
Action
Promote SA-EDA-FLOORPLAN-001 as a public browser replay with no live flow, upload, PDK, report parser, or signoff claim.
Status
promoted v84
promoteMemory / DRAM Reliability

DRAM refresh, RowHammer, ECC, and guardband replay

Use public links as a source spine for retention, refresh, RowHammer, ECC, simulator, and guardband vocabulary.

Source
Purdue / Micron / Google Security / CMU-SAFARI / USENIX
Action
Promote SA-MEM-DRAM-RELIABILITY-003 as a browser CSV replay with no attack workflow, live simulator, DIMM qualification, or product/security claim.
Status
promoted v85
promoteMemory / Emerging Memory

Emerging memory placement and reliability map

Use public links as a source spine for memory technology taxonomy, application placement, reliability, integration, and evidence vocabulary.

Source
Purdue / imec / InMRAM / open-access NVM reviews
Action
Promote SA-MEM-EMERGING-TAXONOMY-003 as a browser CSV replay with no product ranking, copied tables, course material, live solver, or reliability signoff.
Status
promoted v86 candidate
promoteEDA / Layout

Standard-cell timing, area, pin-cap, and report-literacy replay

Use official public documentation as a source spine for STA report, cell mapping, drive strength, load, slew, cap, area, and timing repair vocabulary.

Source
OpenROAD / OpenLane / Yosys official docs
Action
Promote SA-EDA-STDCELL-001 as a browser CSV replay with no copied Liberty/cell library/report body, no uploaded reports, and no live EDA execution.
Status
promoted v87 candidate
promotePower Device

GaN dynamic-Ron and trap-memory replay

Use public source anchors for dynamic on-resistance, stress, recovery, trap memory, pulsed I-V, double-pulse, and reliability vocabulary.

Source
JEDEC JEP173 / AIP GaN power devices tutorial / arXiv trap studies
Action
Promote SA-PWR-GAN-DYNAMIC-RON-003 as a browser CSV replay with no copied standards text, no product data, no recipes, no live solver, and no qualification claim.
Status
promoted v88 candidate
promoteProcess / Metrology / Yield

APC, FDC, and feedforward decision replay

Use public source anchors for APC, FDC, run-to-run control, EDA, VM uncertainty, dynamic sampling, and feedforward handoff vocabulary.

Source
SEMI smart manufacturing standards / NIST virtual metrology / IRDS VM white paper
Action
Promote SA-PROC-APC-FDC-002 as a browser CSV replay with no copied standards text, no recipes, no APC implementation, no equipment-control workflow, and no quality disposition.
Status
promoted v89 candidate
promoteDevice / TCAD / Modeling

TCAD DOE and surrogate optimization replay

Use public source anchors for TCAD solver literacy, DOE sampling, response-surface modeling, surrogate uncertainty, extrapolation guards, and validation posture.

Source
DEVSIM / NIST response surface designs / SciPy QMC / scikit-learn GPR
Action
Promote SA-DEV-TCAD-OPT-004 as a browser CSV replay with no live solver, no deck, no calibrated silicon, no optimizer service, and no product claim.
Status
promoted v90 candidate
promoteDevice / Advanced CMOS / DTCO

MOSFET, FinFET, GAAFET, and CFET contextual comparison

Use official public source anchors to compare architecture context, electrostatic control, contacts, variability, thermal, integration, metrology, and circuit handoff without declaring a universal winner.

Source
IBM Research / imec logic roadmap / IRDS More Moore / NIST metrology
Action
Promote SA-DEV-GAAFET-COMPARISON-002 as a browser CSV replay with no live solver, no copied model/deck/layout, no node or product ranking, and no signoff claim.
Status
promoted v91 candidate
promoteEDA / Layout / Timing / Power Integrity

CTS, routing, and IR-drop report handoff replay

Use official report vocabulary and the saved SA-LAY-007/008/009 fixtures to teach checkpoint alignment, cross-report contradictions, replacement slots, and owner review.

Source
OpenROAD CTS / global route / detailed route / PDN / PDNSim / OpenRCX / OpenSTA
Action
Promote SA-EDA-CTS-ROUTE-IR-002 as a browser CSV replay with no live EDA, report upload, PDK/library ingestion, ECO, closure, signoff, or tapeout claim.
Status
promoted v92 candidate
promoteEDA / Layout / Characterization / Measurement

Open-silicon model-to-measurement evidence ladder

Teach how assumptions, characterization, STA, routed parasitics, physical verification, test structures, measurements, discrepancy, provenance, and uncertainty change claim maturity.

Source
Pinned public repository plus ngspice, Yosys, OpenROAD, Tiny Tapeout, SKY130, and NIST official sources
Action
Promote SA-EDA-VSLICE-004 as an original synthetic browser replay with zero copied external numbers and zero real measurements.
Status
promoted v93 candidate
promoteMetrology / Yield / Measurement Systems

Gauge R&R and metrology-system decision replay

Teach why study design, representative part range, repeatability, operator/tool/interaction reproducibility, bias, linearity, stability, resolution, and uncertainty cannot be replaced by one pass/fail slogan.

Source
NIST Gauge R&R handbook, BIPM VIM, and Minitab official crossed/nested and distinct-category documentation
Action
Promote SA-MET-GRR-001 as a 4,096-row original synthetic browser replay with zero real measurements and zero production thresholds.
Status
promoted v94 candidate

STUDY TRACKS

Turn literature into questions, then into simulations.

A source becomes useful only when it teaches a question SemiAgora can answer with original explanation, precomputed data, and a limitation card.

Process

Plasma Etch UQ

Questions to answer

  • Which etch outputs should be treated as mean response, spatial variation, and uncertainty?
  • How do process variables enter a public toy model without exposing recipe instructions?
  • What should a learner export: wafer map, Pareto point, model card, or limitation card?

Simulation seeds

  • Plasma etch depth response surface with heteroscedastic wafer noise
  • Etch selectivity versus profile risk replay
  • Metrology sampling plan sensitivity card

Process

GaN Epitaxy Growth

Questions to answer

  • How do flux, temperature, surface diffusion, step barriers, and desorption shape roughness?
  • What is the simplest toy KMC state that teaches growth without pretending to be a qualified epitaxy model?
  • Where should machine-learned barrier estimates be described as research context rather than production input?

Simulation seeds

  • KMC-inspired surface occupancy replay
  • Growth roughness versus diffusion-length card
  • MBE condition-sensitivity model card

Packaging / Metrology

Hybrid Bonding Metrology

Questions to answer

  • Which material properties matter before a hybrid-bonding decision: modulus, yield stress, roughness, pad recess, or thermal mismatch?
  • How should nanoscale AFM measurements be translated into an educational spread, not a product qualification?
  • Where do packaging roadmap needs connect to metrology and reliability teaching?

Simulation seeds

  • Copper-pad mechanical spread replay
  • Hybrid-bonding thermomechanical mismatch card
  • AFM measurement-mode comparison card

EDA / Layout

Open EDA Flow

Questions to answer

  • What is the smallest public RTL-to-GDS artifact a learner can understand without installing everything?
  • Where do synthesis, placement, routing, DRC, LVS, PEX, and STA become separate evidence gates?
  • How should architecture-specific tool packaging be represented without endorsing a platform as a default?

Simulation seeds

  • RTL-to-GDS milestone trace card
  • DRC/LVS/PEX failure diagnosis replay
  • Parasitic extraction ladder for layout compactness

Device

Device TCAD Imaging

Questions to answer

  • How do process flow, well shape, clocking, full-well capacity, and quantum efficiency become one device story?
  • Which pieces are proprietary-tool specific and must remain conceptual in public SemiAgora content?
  • What precomputed data would let learners see charge transfer without running TCAD?

Simulation seeds

  • Three-phase charge packet transfer replay
  • Full-well capacity versus clock-well depth card
  • Quantum-efficiency intuition card

Memory / Device Reliability

Memory Reliability Next

Questions to answer

  • Which current signals should become semiconductor-wide literacy cards rather than SRAM-only expansions?
  • How do transient stress, heat, field crowding, and failure analysis vocabulary map onto existing reliability pages?
  • What belongs in a memory systems path versus a device reliability path?

Simulation seeds

  • GaN HEMT short-circuit stress vocabulary card
  • Memory hierarchy and processing-in-memory literature watch card
  • Failure-analysis decision ladder for advanced packages

EDA / Layout

Physical verification evidence ladder

Questions to answer

  • Which DRC/LVS result is an educational artifact, and which would require foundry/tool authority?
  • How should mismatch, deck version, layout intent, and fix hypothesis be recorded without exposing PDK collateral?
  • Which public rows can be shown as synthetic DRC/LVS triage without implying signoff?

Simulation seeds

  • SA-EDA-PV-002 physical-verification evidence ladder
  • DRC/LVS mismatch taxonomy browser card
  • OpenROAD/OpenLane report-boundary comparison

Process / Metrology / Yield

Process control and virtual metrology chain

Questions to answer

  • When is a virtual-metrology row only a monitor, and when does it require more physical metrology before reuse?
  • Which post-lithography observation is safe to show publicly?
  • How does a correction hypothesis change downstream CD, Cpk proxy, and circuit-delay proxy?
  • Which role view should own the next evidence check?

Simulation seeds

  • SA-VMET-SMALLDATA-001 small-data virtual metrology replay
  • SA-PROC-CTRL-001 lithography-to-etch feedforward replay
  • defect pareto and wafer-map excursion replay

EDA / Layout

Layout RC to timing evidence ladder

Questions to answer

  • Which rows are schematic estimates, floorplan proxies, global-route estimates, or PEX/timing proxies?
  • How do wire resistance, capacitance, coupling, load, slew, and slack risk move together?
  • Which public boundary must be attached before a report-like row becomes a claim?

Simulation seeds

  • SA-EDA-RC-001 layout RC delay evidence ladder
  • floorplan congestion replay
  • IR-drop and electromigration budget replay

Memory / HBM / Packaging

HBM/base-die partitioning

Questions to answer

  • Which controller, PHY, RAS, and interface responsibilities move into the base die?
  • How do TSV, interposer shoreline, thermal headroom, bandwidth, capacity, and yield risk move together?
  • What evidence is required before a proxy partition score becomes an engineering claim?

Simulation seeds

  • SA-MEM-HBM-002 HBM/base-die partition map
  • DRAM refresh/retention reliability replay
  • Memory hierarchy resource comparing SRAM, DRAM, HBM, and eNVM

Device / Logic Scaling

CFET contact/interconnect parasitics

Questions to answer

  • When does CFET density gain survive contact resistance, local interconnect capacitance, and via alignment risk?
  • Which contact or backside-access choice owns the next evidence check?
  • What 3D PEX, variation, thermal, and layout evidence is required before a PPAC row becomes an engineering claim?

Simulation seeds

  • SA-DEV-CFET-001 CFET contact/interconnect parasitic map
  • measured CFET contact and 3D PEX replacement data
  • standard-cell CFET versus GAA timing/effective-capacitance comparison

Power / Device

GaN-on-SiC HEMT substrate/device/process chain

Questions to answer

  • When is semi-insulating SiC a thermal/RF substrate advantage rather than just a material label?
  • How do buffer trap risk and dynamic Ron change the application-fit story?
  • Which reliability evidence must appear before normally-off, mmWave, RF PA, or power-converter claims?
  • How should package thermal path and interface thermal boundary conductance be kept visible?

Simulation seeds

  • SA-PWR-GAN-SIC-002 substrate/device/process chain replay
  • Measured dynamic Ron replacement dataset when rights-clean
  • Electrothermal package heat-path evidence card

EDA / Layout

Floorplan report literacy

Questions to answer

  • How do utilization and aspect ratio shape congestion evidence?
  • When does macro channel pressure become a routing or PDN problem?
  • Which report should be checked before translating CTS or IR-drop pressure into timing language?

Simulation seeds

  • SA-EDA-FLOORPLAN-001 promoted as floorplan-congestion-ir-drop-clock-spine-replay
  • Follow-up: rights-clean CTS/IR/routing report replacement package from public OpenROAD examples

Memory

DRAM reliability guardband

Questions to answer

  • Which cells and temperatures define the refresh boundary?
  • When does activation pressure move from performance concern to disturbance-risk evidence?
  • What fault universe does ECC or scrubbing actually cover?
  • Which row needs retention, syndrome, thermal, workload, or qualification replacement evidence?

Simulation seeds

  • SA-MEM-DRAM-RELIABILITY-003 promoted as dram-refresh-rowhammer-ecc-guardband-replay
  • Follow-up: measured replacement dataset for retention-tail and syndrome/scrub evidence
  • Follow-up: emerging-memory taxonomy and placement comparison

Memory

Emerging memory placement and reliability

Questions to answer

  • Which technology is being compared: MRAM, FeFET/FeRAM, ReRAM, PCM, NAND, DRAM/HBM, eDRAM/MIMCAP, SCM, embedded NVM, SRAM, or CIM?
  • Which placement target is intended: cache/scratchpad, embedded code/config, main/near memory, or storage/SCM?
  • Which evidence is missing: endurance, retention, read margin, write energy, process compatibility, thermal map, integration risk, or maturity?
  • Which rows are only comparison lessons and which are shortlist candidates that still need measured replacement?

Simulation seeds

  • SA-MEM-EMERGING-TAXONOMY-003 promoted as emerging-memory-placement-reliability-map
  • Follow-up: measured replacement evidence for endurance and retention by technology
  • Follow-up: compact visual taxonomy for Memory School and interview preparation

EDA / Layout

Standard-cell report literacy

Questions to answer

  • Which cell archetype and drive-strength label is being compared?
  • Is the row synthesis-only, placed estimated-RC, global-route proxy, or post-route report replay?
  • Does setup slack, hold slack, output slew, max-cap risk, or area/power pressure dominate the next safe check?
  • Which owned library, constraint, parasitic, and report evidence would replace the synthetic row?

Simulation seeds

  • SA-EDA-STDCELL-001 promoted as standard-cell-delay-area-pin-cap-report-replay
  • Follow-up: rights-clean CTS/routing/IR report replacement package
  • Follow-up: small inverter-chain/counter standard-cell report pack for GitHub reproduction

Power Device

GaN dynamic-Ron evidence literacy

Questions to answer

  • Which stress, drain-bias, recovery, temperature, and switching-context class was used?
  • Is the dynamic-Ron ratio dominated by trap memory, recovery window, thermal risk, or measurement method?
  • Which owned pulsed I-V, double-pulse, thermal, switching waveform, and aging evidence would replace the synthetic row?
  • Does the public boundary still block product recommendation, reliability qualification, recipe, and solver claims?

Simulation seeds

  • SA-PWR-GAN-DYNAMIC-RON-003 promoted as gan-dynamic-ron-trap-memory-replay
  • Follow-up: owned pulsed I-V and dynamic Ron replacement dataset when rights-clean
  • Follow-up: SiC MOSFET gate-oxide reliability and package thermal impedance replay

Process / Metrology / Yield

APC/FDC decision literacy

Questions to answer

  • Which module context, signal pack, FDC state, sampling plan, and role view is being read?
  • Is the row limited by data quality, FDC confidence, VM uncertainty, sampling coverage, feedforward handoff, or owner review?
  • Which owned equipment-data definitions, physical metrology, uncertainty budget, and change-control evidence would replace the synthetic row?
  • Does the public boundary still block recipe, equipment-control, APC programming, FDC deployment, and quality disposition claims?

Simulation seeds

  • SA-PROC-APC-FDC-002 promoted as apc-fdc-feedforward-decision-replay
  • Follow-up: gauge R&R and defect pareto evidence replay
  • Follow-up: split-lot DOE and measured-replacement VM data when rights-clean

Device / TCAD / Modeling

TCAD DOE and surrogate optimization literacy

Questions to answer

  • Which device context, design lever, DOE plan, surrogate family, objective priority, and validation posture is being read?
  • Is the row limited by mesh stability, calibration anchor, surrogate uncertainty, extrapolation risk, constraint posture, or owner review?
  • Which owned solver deck, mesh convergence record, measured I-V/C-V, uncertainty budget, and constraint review would replace the synthetic row?
  • Does the public boundary still block live solver, deck copying, PDK redistribution, production optimization, signoff, and product claims?

Simulation seeds

  • SA-DEV-TCAD-OPT-004 promoted as tcad-doe-surrogate-optimization-replay
  • Follow-up: owned calibrated TCAD DOE deck with measured I-V/C-V validation
  • Follow-up: device-to-circuit handoff card for surrogate uncertainty boundaries

Device / Advanced CMOS / DTCO

MOSFET, FinFET, GAAFET, and CFET architecture comparison literacy

Questions to answer

  • Which architecture, scaling context, contact strategy, variability mode, circuit context, and review posture is being compared?
  • Is the row limited by architecture mismatch, source evidence, electrostatics, parasitics, variability, thermal coupling, integration, or circuit handoff?
  • Which owned compact model, I-V/C-V, metrology distribution, contact/local-RC extraction, thermal result, and circuit correlation would replace the proxy?
  • Does the public boundary still block node/vendor/product ranking, process or cost/yield claims, signoff, qualification, and copied proprietary collateral?

Simulation seeds

  • SA-DEV-GAAFET-COMPARISON-002 promoted as mosfet-finfet-gaafet-cfet-architecture-comparison-replay
  • Follow-up: owned calibrated architecture-comparison compact-model packet
  • Follow-up: forksheet and backside-contact measured-replacement evidence

EDA / Layout / Timing / Power Integrity

CTS, routing, and power-integrity report handoff literacy

Questions to answer

  • Are the clock, route, extraction, activity, and power-grid reports from one design checkpoint, corner set, and tool-version lineage?
  • Is the row limited by hold timing, congestion, route completion, extracted RC, IR drop, current density, report mismatch, or evidence coverage?
  • Which owned report, constraint, library, extraction, activity/current input, source model, and accountable owner would replace the public fixture slot?
  • Does the public boundary still block live flow execution, uploaded collateral, ECO guidance, timing closure, EM/IR signoff, and tapeout claims?

Simulation seeds

  • SA-EDA-CTS-ROUTE-IR-002 promoted as cts-routing-ir-drop-report-handoff-replay
  • Follow-up: rights-cleared same-design OpenROAD/OpenSTA/PDNSim replacement reports
  • Follow-up: reproducible CI report-diff packet with explicit tool and checkpoint provenance

EDA / Layout / Characterization / Measurement

Open-silicon model-to-measurement evidence literacy

Questions to answer

  • Which model assumptions, parameter provenance, calibration targets, versions, and uncertainty terms survive into characterization and STA?
  • Are the cell arcs, Liberty schema, synthesized identity, routed parasitics, constraints, physical verification, and report hashes from one controlled checkpoint?
  • Does the test structure define the measurand, controls, replicas, environment, readout, instrument lineage, sample count, and uncertainty?
  • Is a cited result an external author claim, an explicit synthetic teaching pair, an empty owned replacement slot, or a reproducible owned measurement table?

Simulation seeds

  • SA-EDA-VSLICE-004 promoted as open-silicon-model-to-measurement-evidence-ladder
  • Follow-up: rights-cleared owned ring-oscillator model/report/measurement replacement package
  • Follow-up: measurement-uncertainty and environment sensitivity replay with no product claim

Metrology / Yield / Measurement Systems

Gauge R&R and measurement-system evidence literacy

Questions to answer

  • Is the study crossed, nested, unbalanced, or confounded, and are parts or artifacts representative of the claim-relevant range?
  • Can repeatability be separated from operator, gauge/tool configuration, and operator-by-part interaction effects?
  • Are bias, range linearity, stability/drift, resolution, reference lineage, and uncertainty reviewed outside the Gauge R&R total?
  • Which owned raw observations, analysis method, environment, references, and accountable review must replace the teaching proxies?

Simulation seeds

  • SA-MET-GRR-001 promoted as gauge-rr-metrology-system-replay
  • Follow-up: rights-clean owned raw crossed/nested Gauge R&R replacement packet
  • Follow-up: defect pareto and wafer-map decision replay

FOUNDATION SOURCE SPINE

Use official documentation and public learning structures as anchors.

Daily finds are fast. Foundation sources keep the site from becoming a news pile.

01
Education

MIT OpenCourseWare

Shows the full course-packet model: syllabus, readings, lectures, assignments, exams, and reusable learning structure.

Use as the benchmark for lesson packets and self-checks; keep links official and verify license per course.

02
Simulation / Education

nanoHUB Resources

Separates tools, courses, data exploration, papers, teaching material, workshops, and community submissions.

Use as an IA benchmark for simulation-first browsing and future submission policy, without enabling submissions yet.

03
Metrology / Manufacturing

NIST CHIPS Metrology Program

Frames measurement as a yield, quality, uncertainty, and standards problem across microelectronic materials, devices, circuits, and systems.

Use as the public spine for metrology/yield pages and source discipline.

04
Metrology / Process Control

NIST virtual metrology dynamic sampling publication

Connects virtual metrology to drift/shift, sparse physical measurements, uncertainty quantification, adaptive sampling, and process-control cost.

Use as a source spine for virtual-metrology lessons; keep examples synthetic unless rights-clean measured data is explicitly reviewed.

05
EDA / Layout

OpenROAD documentation

Provides open RTL-to-GDS flow documentation, tool commands, routing, CTS, PDN, and parasitic-extraction context.

Use as official documentation links for layout/EDA cards, never as a copied manual.

06
Open PDK / Layout

SkyWater SKY130 PDK documentation

Gives public documentation for design rules, layers, devices, LVS, PEX, and SRAM-related open-PDK context.

Use as official context while keeping PDK files and machine-specific paths out of public packages.

07
Packaging / Roadmap

Heterogeneous Integration Roadmap

Frames chiplet, SiP, 3D integration, packaging challenges, and long-horizon technical needs.

Use as a roadmap source for packaging/test/reliability learning paths and capstone planning.

08
Current Research

arXiv semiconductor-adjacent metadata

Gives fast visibility into new preprints, simulation frameworks, uncertainty models, device topics, and packaging research.

Use IDs and links only; public notes must be original and claims must be checked before promotion.

09
Open Code / Tools

Official GitHub repository links

Shows reusable code, reproducibility patterns, licenses, and README structure.

Use metadata and links only until license, originality, dependencies, and restricted-file boundaries are checked.

10
Memory / HBM

HBM overview

Provides public vocabulary for HBM stack, optional base die, TSV/microbump connection, wide interface, channels, SiP, and interposer language.

Use as an HBM vocabulary anchor only; do not use it as a calibration, product ranking, or vendor performance claim.

11
Device / Logic Scaling

CFET logic technology roadmap

Provides public vocabulary for CFET vertical n/p stacking, monolithic/sequential flows, PPAC, and source/drain contact-patterning challenges.

Use as the public device-scaling spine for CFET lessons; keep all rows synthetic until rights-cleared measured or extracted data exists.

12
Power / Wide Bandgap

Wide Bandgap Power Electronics Technology Assessment

Frames SiC and GaN as wide-bandgap power-electronics materials with voltage, temperature, switching-frequency, packaging, and reliability implications.

Use as a broad foundation link for wide-bandgap evidence vocabulary; do not copy PDF body, figures, device data, or application tables.

14
Memory / DRAM Reliability

DRAM refresh, RowHammer, ECC, and simulator source spine

DRAM reliability study requires refresh, retention, activation pressure, ECC/scrub, and simulator vocabulary to stay connected.

Anchor public-safe DRAM guardband lessons and future local-build simulations.

15
Memory / Emerging Memory

Emerging memory placement and reliability source spine

Memory learners need to compare cell physics, hierarchy placement, integration burden, reliability evidence, and application fit without treating one technology as a universal replacement.

Anchor public-safe emerging-memory taxonomy lessons and future measured replacement slots.

16
EDA / Layout

OpenROAD / OpenLane / Yosys standard-cell report source spine

A learner must connect cell delay, drive, input slew, output load, pin capacitance, area, setup/hold slack, and report stage before trusting a timing claim.

Anchor public-safe report-literacy lessons and future rights-clean replacement report packages.

17
Power Device

GaN dynamic-Ron and trap-memory source spine

A learner must connect stress class, recovery window, temperature, switching context, trap memory, current collapse, and measurement method before trusting a dynamic-Ron number.

Anchor public-safe dynamic-Ron report-literacy lessons and later owned-measurement replacement packets.

18
Process / Metrology / Yield

APC/FDC and feedforward decision source spine

A learner must connect data quality, FDC state, VM uncertainty, sampling coverage, feedforward handoff, false-alarm risk, and role review before trusting process-control language.

Anchor public-safe APC/FDC decision-literacy lessons and later owned-data replacement packets.

19
Device / TCAD / Modeling

TCAD DOE and surrogate optimization source spine

A learner must keep mesh convergence, calibration anchors, DOE coverage, surrogate uncertainty, extrapolation risk, and physics constraints visible before trusting an optimization result.

Anchor public-safe TCAD optimization literacy lessons and later owned solver-deck replacement packets.

20
Device / Advanced CMOS / DTCO

MOSFET to CFET architecture comparison source spine

Architecture choice changes electrostatics, quantization, contacts, local RC, variability, heat, integration, metrology, and circuit evidence together.

Anchor public-safe architecture literacy and later owned compact-model, extraction, metrology, and circuit-correlation replacement packets.

21
EDA / Layout / Timing / Power Integrity

CTS, routing, extraction, and power-integrity report source spine

Clock, route, extraction, activity, and power-grid reports can disagree because they refer to different checkpoints, corners, assumptions, or owners.

Anchor a public-safe cross-report handoff replay and later rights-cleared same-design replacement evidence.

22
EDA / Layout / Characterization / Measurement

Model-to-measurement evidence-chain source spine

A green flow, a reproducible report, a planned test structure, and an uncertainty-bounded owned measurement are different evidence states.

Anchor a public-safe evidence ladder while preserving author-claim, rights, provenance, and no-measurement boundaries.

23
Metrology / Yield / Measurement Systems

Gauge R&R and measurement-system analysis source spine

A measurement-system review must identify study design, representative material, repeatability, reproducibility, reference effects, stability, resolution, uncertainty, and the claim being supported.

Anchor a public-safe synthetic replay while preserving no-raw-data, no-acceptance-threshold, no-disposition, and no-lot-release boundaries.

REVIEW BACKLOG

Good-looking material still waits for rights and source checks.

PUBLICATION BOUNDARY

No shadow library. No fake authority.