Karim Eldefrawy

Cryptography, Cybersecurity, Privacy Computer Science

Co-founder & CTO of Confidencial.io
2017-2021: SRI (Internet Origin)
2011-2016: HRL (Part of IBM Research)
2006-2010: PhD@UC Irvine

Scientific curiosity

A living research series · 12 articles

The R&D Ratchet

How America lost the institutions that could think long—and the narrow window to build what comes next

A firsthand, evidence-led inquiry into the incentive structures that replaced the American industrial research laboratory, what those structures preserve and destroy, and how an AI-native public–private successor might be designed.

0 published 1 in research 11 planned 4 evidence classes
Conceptual illustration of a continuous thread of knowledge passing from an older electronics laboratory through a cleanroom into a future human-and-AI research laboratory.
Conceptual illustration—not a depiction of a specific laboratory or historical event.

The proposition

The institutions are the evidence. The incentive structures are the subject.

America did not simply defund research. It replaced one institutional equilibrium with several narrower ones—quarterly corporate returns, finite government programs, billable projects, publication metrics, patent accounting, and venture-scale exits. Each can be locally rational and productive while the combined system consumes inherited capability faster than it replenishes it.

This is a thesis to test, not a conclusion to assume. Each article will separate scientific, technical, transition, institutional, economic, and public-value outcomes—and will state the strongest evidence against its own interpretation.

The spending paradox

A near-trillion-dollar flow does not reveal the state of the system

National accounts measure activity far better than they measure retained teams, tacit knowledge, apprenticeships, facilities, or the ability to carry an uncertain idea across institutional borders.

Estimated U.S. R&D, 2024

$993.4B

Current dollars and estimated composition. Source and qualifications

What the total cannot tell us

  1. 01

    Continuity Did a capable team survive between projects?

  2. 02

    Memory Were failed paths and experimental judgment retained?

  3. 03

    Integration Could research cross hardware, software, product, and mission boundaries?

  4. 04

    Transition Did anyone own the work after the prototype?

U.S. R&D grew; its composition tilted toward development

Billions of constant 2017 U.S. dollars

Move across the chart or focus it and use the arrow keys to inspect values.

The chart does not prove institutional decline. It establishes the paradox the series must explain: high and rising activity can coexist with weaker long-lived organizational capability. Inspect the source record.
View the chart data as a table
Billions of constant 2017 U.S. dollars
YearBasic researchApplied researchExperimental development
200057.877.7233.0
200573.485.5239.9
201085.388.0280.3
201586.799.8321.6
2020105.9125.6448.4
2024115.5143.9532.7

Twenty-five years inside a thirty-year transformation

The route through the incentive systems

The personal record begins in 2001. The institutional arc begins with the 1996 Bell Labs split and continues through the transactions reshaping PARC and HRL.

  1. DDocumented

    Bell Labs split

    AT&T spun most of Bell Labs and its equipment business into Lucent; a smaller research organization remained with AT&T.

    Source
  2. MFirsthand

    Lucent / Bell Labs

    Karim’s summer internship during the telecom contraction.

  3. MFirsthand

    AT&T Research

    Research internship during graduate school, enabling comparison between two descendants of the Bell system.

  4. MFirsthand

    HRL Laboratories

    Mission-driven industrial R&D spanning secure systems, privacy, cloud infrastructure, biometrics, and cyber-physical systems.

  5. MFirsthand

    SRI International

    Nonprofit contract research, internal seed work, and multi-institution government programs.

  6. MFirsthand

    Confidencial

    The transition from research and patents to product, procurement, customers, and company survival.

  7. DDocumented

    PARC joins SRI

    A documented institutional case observed as an SRI alumnus, not as an inside witness to the transaction.

    Source
  8. DDocumented

    IBM announces HRL agreement

    The agreement was announced July 23 and remained subject to closing conditions at the time of this page’s update.

    Source

Comparative institutional analysis

Nine incentive structures, nine different bargains

Select a model for a concise reading, then use the table to compare the same variables across every regime.

Classical Bell Labs

Vertically integrated corporate laboratory

Who pays
Regulated and market revenues inside an integrated operating and manufacturing system
Real horizon
Decade-scale when the parent system is stable
What it preserves
Cross-layer teams, apprenticeship, facilities, and patient problem selection
Characteristic failure
The research cross-subsidy depends on an economic and regulatory settlement that may not survive restructuring
Compare all incentive structures
ModelPayerReal horizonPreservesCharacteristic failure
Vertically integrated corporate laboratoryClassical Bell LabsRegulated and market revenues inside an integrated operating and manufacturing systemDecade-scale when the parent system is stableCross-layer teams, apprenticeship, facilities, and patient problem selectionThe research cross-subsidy depends on an economic and regulatory settlement that may not survive restructuring
Post-breakup equipment-company researchLucent-era Bell LabsEquipment revenues and capital marketsStrategic in principle; exposed to product and industry cycles in practiceDeep hardware and systems expertise near manufacturing and product groupsParent-company distress can compress the horizon faster than research culture can adapt
Network-operator research laboratoryAT&T Labs ResearchCommunications-services businessMedium to long, with continuing pressure for operational relevanceReal operational problems, data, and feedback from deployed infrastructureBroad spillovers may escape the sponsor while corporate priorities narrow the research surface
Owner-sponsored, mission-driven industrial laboratoryHRL LaboratoriesStrategic owners and government mission sponsorsProgram clocks nested inside longer-lived technical capabilitiesSpecialized facilities and ambitious applied science beyond consumer-market horizonsSponsor boundaries and contract portfolios can turn durable capability into disconnected projects
Independent nonprofit contract-research instituteSRI InternationalGovernment and commercial contracts, plus limited internal investmentFinite projects carried by an institution intended to persist across themMultidisciplinary teams and networks across sponsors and performersChargeability, proposal churn, and funding cliffs can become the institution’s hidden operating system
Time-bounded agency program networkDARPA, DHS, IARPA, ARPA-H programsPublic mission agenciesFinite programs led by empowered program managersUrgency, cross-organizational coordination, and permission to attempt high-risk workThe program can create a temporary laboratory without funding a permanent institutional home for what it learns
University research systemResearch universitiesPublic grants, tuition, philanthropy, and endowmentsGrant, degree, and tenure clocksOpen knowledge, intellectual diversity, and the talent pipelineIntegration, maintenance, negative results, and long transition work are frequently under-rewarded
Venture-backed technology transitionResearch spinouts and startupsInvestors and customersRunway, market adoption, and financing cyclesConcentrated execution on one transition pathA startup cannot rationally maintain the broad research commons from which its product emerged
AI-native public–private laboratoryProposed design; informed by NAIRR, NSTC, FFRDCs, DARPA, and DOE laboratoriesLong-charter public capital, industry membership, mission procurement, and philanthropyRolling ten- to fifteen-year mission charters with layered reviewShared infrastructure, institutional memory, apprenticeship, and complementary transition assetsMust be designed against political capture, incumbent capture, bureaucracy, mission drift, and performative metrics

Causal argument map

How locally rational incentives can produce systemic capability loss

Select a node to isolate its claim, evidence classes, and causal neighborhood. Connections represent propositions the articles must substantiate—not settled facts.

Inherited capability

Replacement incentives

System behavior

Capability loss

Observable outcome

Design pressure

Design response

Publication architecture

Twelve articles, added as their evidence closes

The landing page remains the map. Each published article will become a stable, separately sourced record rather than replacing this overview.

  1. 01 In research

    National R&D statistics; IBM/HRL; SRI/PARC

    The Nearly Trillion-Dollar R&D System That Cannot Think Long

    R&D expenditure is a flow; research capability is accumulated state.

    Planned visual evidence
    • Interactive R&D trend chart
    • National capability balance sheet
    • Source-backed argument map
  2. 02 Planned

    Lucent / Bell Labs, 2001

    I Arrived at Bell Labs as Lucent Was Coming Apart

    Scientific excellence and corporate fragility can coexist.

    Planned visual evidence
    • Memory-versus-document timeline
    • Corporate horizon diagram
    • Annotated telecom context
  3. 03 Planned

    Lucent and AT&T

    One Heritage, Two Incentive Systems

    Parent economics determine which parts of a research culture can survive.

    Planned visual evidence
    • Split-lineage map
    • Side-by-side incentive table
    • Problem-to-operation pathways
  4. 04 Planned

    HRL Laboratories, 2010–2016

    HRL and the Bargain of Mission-Driven Research

    A durable mission customer protects ambitious work while also defining its boundaries.

    Planned visual evidence
    • Funding-and-mission map
    • Capability-versus-project layers
    • Patent-to-program network
  5. 05 Planned

    SRI International, 2017–2022

    SRI and the Project-Funded Institution

    An institution can persist across projects while its people remain governed by project clocks.

    Planned visual evidence
    • Program portfolio map
    • Chargeability pressure loop
    • Collaboration network
  6. 06 Planned

    RACE, SIEVE, DPRIVE, DHS, and IARPA programs

    DARPA Can Create a Temporary Laboratory. What Happens When the Program Ends?

    The program model coordinates breakthroughs but does not automatically preserve the capability it assembles.

    Planned visual evidence
    • Temporary-lab lifecycle
    • Program handoff map
    • Artifact survival ledger
  7. 07 Planned

    PARC, Xerox, and SRI

    PARC and the Appropriability Trap

    Invention, recognition, complementary assets, and value capture are four different capabilities.

    Planned visual evidence
    • Four-capability matrix
    • IP-and-host timeline
    • Spillover map
  8. 08 Planned

    Karim’s publication, patent, program, and transition record

    Papers, Patents, Prototypes—and Vanishing Capability

    Output metrics can rise while the ability to produce the next generation of work declines.

    Planned visual evidence
    • Output-versus-capability dashboard
    • Test-of-time timeline
    • Evidence-quality matrix
  9. 09 Planned

    Confidencial and research spinouts

    The Startup Is Not a Research Laboratory

    A startup can complete one transition but cannot rationally maintain the research commons.

    Planned visual evidence
    • Paper-to-product work map
    • Incentive comparison
    • Missing-middle cost stack
  10. 10 Planned

    SRI/PARC and the announced IBM/HRL transaction

    Consolidation as Triage

    Preservation should be measured by surviving teams and capabilities, not by the transaction announcement.

    Planned visual evidence
    • Before-and-after capability ledger
    • Acquisition outcome tree
    • Five-year scorecard
  11. 11 Planned

    The remaining mentorship overlap

    The Last Transfer Window

    Institutional memory is perishable, making delay more costly than budget statistics reveal.

    Planned visual evidence
    • Mentorship-chain model
    • Capability decay curves
    • Window indicators
  12. 12 Planned

    A proposed successor informed by NAIRR, NSTC, FFRDCs, DARPA, and DOE laboratories

    An AI-Native Laboratory for the Public Good

    A successor must align capital, careers, infrastructure, AI, transition, and public value in one institutional design.

    Planned visual evidence
    • Interactive lab brain map
    • Governance and IP tiers
    • Ten-year pilot roadmap

Showing all 12 articles.

The narrow path forward

An AI-native laboratory is an institution, not a model with a building

The proposed successor joins six systems that are usually funded, governed, and evaluated separately. Select a node to inspect its institutional function.

Shared AI infrastructure

NAIRR

Compute, data, tools, training, and public–private resource contributions.

Evidence
Precompetitive technical commons

NSTC

Research, prototyping, commercialization, collaboration, and workforce development.

Evidence
Long-term mission relationship

FFRDCs

Continuity, institutional memory, special access, objectivity, and public-interest obligations.

Evidence
Portfolio leadership

DARPA

Empowered program managers, ambitious goals, milestones, and cross-sector performer networks.

Evidence

Inspectable claims

Source ledger

  1. Federal statistical table

    Indicators 2026: U.S. R&D expenditures by type, selected years 2000–2024

    National Center for Science and Engineering Statistics. Supports: R&D totals, constant-dollar trends, and the basic/applied/development composition.

  2. Institutional primary source

    Bell Labs history

    Nokia Bell Labs. Supports: The 1996 AT&T/Lucent split and later Bell Labs institutional transitions.

  3. Transaction announcement

    IBM to acquire HRL Laboratories

    IBM. Supports: The signed agreement, stated rationale, ownership at announcement, and pending closing status.

  4. Institutional primary source

    About SRI International

    SRI International. Supports: SRI’s institutional history and PARC’s 2023 integration.

  5. Transaction announcement

    Xerox announces donation of PARC to SRI International

    Xerox. Supports: The form, rationale, and announced structure of the PARC transfer.

  6. Agency primary source

    Become a program manager

    DARPA. Supports: Fixed program-manager tenure, portfolio authority, milestones, and performer coordination.

  7. Federal oversight report

    Federal Research—Management and Oversight of FFRDCs

    U.S. Government Accountability Office. Supports: Long-term government relationships, institutional memory, objectivity, and special access in the FFRDC model.

  8. Agency progress report

    NAIRR at two years

    U.S. National Science Foundation. Supports: Shared AI resources, federal/private participation, research access, and the move toward durable infrastructure.

  9. Agency primary source

    National Semiconductor Technology Center

    National Institute of Standards and Technology. Supports: The public–private consortium, prototyping, investment, collaboration, and workforce model.

  10. Agency primary source

    Technology Commercialization Fund

    U.S. Department of Energy. Supports: Cost-shared lab-to-market partnerships and commercialization infrastructure.

Research posture

The purpose of this series is not to prove that every old laboratory succeeded or every new institution failed. It is to discover which incentive structures preserve the ability to think, build, remember, and transition across a generation—and whether enough of that ability remains to construct a successor.

Transaction status, statistics, and institutional descriptions will be revised when their underlying records change.