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    <title>Research Section Changelog — The Infinite Unknown</title>
    <link>https://www.jaredwatkins.com/research/changelog/</link>
    <description>Timestamped log of additions and modifications to the Research knowledge base.</description>
    <generator>Hugo -- gohugo.io</generator>
    <language>en-us</language>
    <lastBuildDate>Sun, 19 Jul 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://www.jaredwatkins.com/research/changelog/index.xml" rel="self" type="application/rss+xml" />
    <item>
      <title>Research Section Changelog</title>
      <link>https://www.jaredwatkins.com/research/changelog/</link>
      <pubDate>Sun, 19 Jul 2026 00:00:00 +0000</pubDate>
      <author>Jared Watkins</author>
      <guid>https://www.jaredwatkins.com/research/changelog/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;⚠ Disclaimer:&lt;/strong&gt; This entry may be incomplete, out of date, or inaccurate. It is AI-maintained on a best-effort basis. Do not rely on it as a sole source — verify claims independently using the sources listed below.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-19:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — expanded monetization into subsections: software-stack deep dive (four planes w/ build-effort shape; power plane = the moat), token-marketplace design (firm vs. interruptible tokens, TTFT/latency-class routing, attestation-backed quality verification); added §13.4 water-rationing hedge (TX 7th drought year, Edwards Stage 4→3, Ogallala decline — AWG output uncorrelated w/ rationing triggers); moved balance-of-system BOM after token economics to restore §6→§7 flow.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-19:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — added iso-power 8× H200 NVL variant (~1.7× throughput break-even vs. D8; buys frontier-model reach not cheaper tokens), component-level cooling-loop BOM w/ vendors + microfluidic cold plate assessment (Corintis/JetCool commercial; win is hotter loop), balance-of-system BOM w/ build-vs-buy flags (sub-10 kW CDU is the key market gap), and waste-heat AWG-to-potable cost model (~50–170 L/day tracking absolute humidity; ~$0.05/L, 35–65× municipal); added per-model throughput estimates w/ two-bound formula footnotes to both model-menu tables.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created 2 &lt;a href=&#34;/research/datacenters/cooling/&#34;&gt;Cooling&lt;/a&gt; entries: &lt;a href=&#34;/research/datacenters/cooling/mojave-energy-systems/&#34;&gt;Mojave Energy Systems&lt;/a&gt; (Xerox PARC spinout, AquaDry names data centers as target app, DoD SERDP demo) and &lt;a href=&#34;/research/datacenters/cooling/blue-frontier/&#34;&gt;Blue Frontier&lt;/a&gt; (NREL-licensed ESEAC/BF-DOAS, no disclosed data-center use yet); cross-linked &lt;a href=&#34;/research/atmospheric-water-generation/uravu-labs/&#34;&gt;Uravu Labs&lt;/a&gt;, power-infrastructure, and Model for DisCo Compute on the shared waste-heat-driven liquid-desiccant theme; flagged Advantix Systems/Be Power Tech/EnerFuel alumni overlap across both companies&amp;rsquo; founders.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — added utilization sensitivity (55% breakeven at $0.60/M tokens) and a five-tier network monetization section w/ software stack and marketplace integration.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — added summer waste-heat paths: liquid-desiccant dehumidification (Mojave AquaDry 43–82°C regen match) and sorbent AWG (~110–260 L/day, adiabatic-assist loop closure); cross-linked Uravu/MOF-801/Atoco.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — added waste-heat recovery section (DHW tap ~$600–700/yr, cold-climate hydronic &amp;ldquo;DisCo-North&amp;rdquo; variant) and standardized all configs on a 45 kWh battery.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — added secondary-market GPU scenarios incl. NVSwitch power/cost/cooling: used A100 wins $/GB not $/token; used H100 HGX at ~$6k/module reaches token-cost parity.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — added solar-augmented scenarios (12 kW PV + 40–50 kWh storage): solar hurts $/token at homeowner pricing, pays only via fleet ITC/MACRS; buys summer grid-zero operation and qualification headroom.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/distributed-compute/model-for-disco-compute/&#34;&gt;Model for DisCo Compute&lt;/a&gt; — engineering/cost model replicating Span XFRA: 8× RTX PRO 6000 residential unit, ~6.1 kW on 40A/240V, 27 kWh battery buffer, ~$127–173k build, ~$0.24–0.36/M tokens.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/virtual-power-plants/&#34;&gt;Virtual Power Plants&lt;/a&gt; subsection + 7 entries: &lt;a href=&#34;/research/energy/virtual-power-plants/sunrun/&#34;&gt;Sunrun&lt;/a&gt; (NASDAQ: RUN, 217K batteries, Shift VPP), &lt;a href=&#34;/research/energy/virtual-power-plants/tesla-energy-vpp/&#34;&gt;Tesla Energy VPP&lt;/a&gt; (1M+ Powerwalls, Autobidder), &lt;a href=&#34;/research/energy/virtual-power-plants/renew-home/&#34;&gt;Renew Home&lt;/a&gt; (Nest Renew + OhmConnect, 8M+ thermostats), &lt;a href=&#34;/research/energy/virtual-power-plants/voltus/&#34;&gt;Voltus&lt;/a&gt; (C&amp;amp;I DR, terminated Broadscale SPAC, Google BYOC customer), &lt;a href=&#34;/research/energy/virtual-power-plants/enel-north-america-vpp/&#34;&gt;Enel North America VPP&lt;/a&gt; (Enel X Flex, EnerNOC lineage), &lt;a href=&#34;/research/energy/virtual-power-plants/cpower/&#34;&gt;CPower&lt;/a&gt; (LS Power-owned), &lt;a href=&#34;/research/energy/virtual-power-plants/uplight/&#34;&gt;Uplight&lt;/a&gt; (AutoGrid + Octopus Energy majority stake); documents the Jun 24 2026 Sunrun/Tesla/Renew Home 16.8 GW joint VPP program aimed at AI datacenter demand; updated Energy index and cross-linked from Base Power.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/distributed-compute/&#34;&gt;Distributed &amp;amp; Decentralized Compute&lt;/a&gt; subsection + 2 entries: &lt;a href=&#34;/research/datacenters/distributed-compute/akash-network/&#34;&gt;Akash Network&lt;/a&gt; (decentralized GPU marketplace, new Homenode consumer-GPU product), &lt;a href=&#34;/research/datacenters/distributed-compute/span/&#34;&gt;Span&lt;/a&gt; (XFRA distributed data center w/ NVIDIA, PulteGroup); updated Datacenters index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/energy/batteries/base-power/&#34;&gt;Base Power&lt;/a&gt; — corrected &amp;ldquo;100 MWh deployed&amp;rdquo; claim from Verified to Unverified (sole source was company press release, not independent); added Factory Two ($265M plant, 500 jobs), Chicagoland/Austin Energy launches, and flagged unresolved 15K vs. 20K homes discrepancy across Base&amp;rsquo;s own releases.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/humanoid/valkyrie/&#34;&gt;Valkyrie (NASA R5)&lt;/a&gt; — deep dive on NASA JSC&amp;rsquo;s 2013 DRC humanoid, its zero-point Trials failure (network bug, not hardware), IHMC/MIT/Northeastern/Edinburgh distribution, ongoing Woodside Energy (Australia) remote-manipulation program (2026–2027 demos), and its direct lineage into Apptronik&amp;rsquo;s founding team; cross-linked from Apptronik, UT-SEA, and Humanoid Robots index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/actuators/ut-series-elastic-actuator/&#34;&gt;UT Series Elastic Actuator (UT-SEA)&lt;/a&gt; — deep dive on Nicholas Paine&amp;rsquo;s 2014 UT dissertation, RFSEA ball-screw architecture vs. harmonic drives, NASA Valkyrie/X1 origins, and Apptronik&amp;rsquo;s 8-patent commercialization family; cross-linked from Apptronik and Actuators index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/hands/&#34;&gt;Robotic Hands &amp;amp; Dexterous Manipulation&lt;/a&gt; subsection + 3 entries: &lt;a href=&#34;/research/robotics/hands/inspire-robots/&#34;&gt;Inspire Robots&lt;/a&gt; 🇨🇳 (10,000+ hand units delivered 2025), &lt;a href=&#34;/research/robotics/hands/tesollo/&#34;&gt;Tesollo&lt;/a&gt; (South Korea, Series B + IPO prep), &lt;a href=&#34;/research/robotics/hands/psyonic/&#34;&gt;PSYONIC&lt;/a&gt; (US, Ability Hand + ABB Robotics partnership); created &lt;a href=&#34;/research/robotics/humanoid/non-us-companies/neura-robotics/&#34;&gt;Neura Robotics&lt;/a&gt; (Germany, $1.4B Series C, 4NE1 Mini home robot); updated Robotics and Humanoid Robots indexes.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-18:&lt;/strong&gt; Updated &lt;a href=&#34;/research/robotics/humanoid/us-companies/apptronik/&#34;&gt;Apptronik&lt;/a&gt; — Robot Park expansion + Apollo 2 (bipedal/wheeled) unveiled Jul 2026, Apollo 3 commercial product targeted 2027; updated &lt;a href=&#34;/research/robotics/humanoid/us-companies/1x-technologies/&#34;&gt;1X Technologies&lt;/a&gt; — NEO consumer pre-orders opened Oct 2025 ($20K or $499/mo), 22-DoF hands, Tendon Drive actuation specs.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/property-owner-rights-and-operator-rules/&#34;&gt;Property Owner Rights vs. Drone Operator Rules (US &amp;amp; UK)&lt;/a&gt; — FAA Part 107 / UK CAA A1/A2/A3 altitude and distance rules; &lt;em&gt;Causby&lt;/em&gt;/&lt;em&gt;Ciraolo&lt;/em&gt;/&lt;em&gt;Riley&lt;/em&gt;/&lt;em&gt;Kyllo&lt;/em&gt; case law; Florida&amp;rsquo;s thermal/LIDAR-inclusive imaging definition; confirms ground-level altitude does not legalize self-help drone capture; cross-linked from Privacy/Trespass and Regulatory Framework entries.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-17:&lt;/strong&gt; Expanded &lt;a href=&#34;/research/drone-detection/mimo-radar/uhnder/&#34;&gt;Uhnder&lt;/a&gt; to full steering compliance — added Key People and Claim Verification; sourced S81 specs and Series D ($50M, ACME Capital) to primary press releases; flagged stale company team page (cofounder Curtis Davis died 2023; CFO Bedewi departed 2026).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-17:&lt;/strong&gt; Expanded &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/sceye/&#34;&gt;Sceye&lt;/a&gt; to full steering compliance — added Key People (CEO Frandsen, CFO Koutsarov) and Claim Verification sections; corrected airship length to 270 ft; sourced Series C ($525M pre-money) and SoftBank funding, flagging the 2025 commercial-launch timeline as unmet.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/mimo-radar/&#34;&gt;MIMO Radar Projects&lt;/a&gt; subsection under Drone Detection covering Multiple-Input Multiple-Output digital antenna-array radar for drone detection, with 5 entries: &lt;a href=&#34;/research/drone-detection/mimo-radar/advanced-protection-systems/&#34;&gt;Advanced Protection Systems&lt;/a&gt; (Polish FIELDctrl 3D MIMO C-UAS radar family), &lt;a href=&#34;/research/drone-detection/mimo-radar/rada-leonardo-drs/&#34;&gt;RADA / Leonardo DRS&lt;/a&gt; (MHR digital MIMO 4D AESA family, RPS-82 integrated into DroneShield), &lt;a href=&#34;/research/drone-detection/mimo-radar/fraunhofer-fhr/&#34;&gt;Fraunhofer FHR&lt;/a&gt; (German research institute, AKIRA urban drone-monitoring project), &lt;a href=&#34;/research/drone-detection/mimo-radar/vayyar-imaging/&#34;&gt;Vayyar Imaging&lt;/a&gt; (XRR 48-channel MIMO RFIC, dual-use automotive/security), &lt;a href=&#34;/research/drone-detection/mimo-radar/uhnder/&#34;&gt;Uhnder&lt;/a&gt; (Digital Code Modulation MIMO radar-on-chip, automotive-focused enabling tech); linked from Drone Detection topic areas and Companies tables.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/&#34;&gt;High-Altitude Platforms (Airships &amp;amp; Balloons)&lt;/a&gt; subsection under Drone Detection covering stratospheric HAPS as drone/missile-detection sensor platforms, with 7 entries: &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/sceye/&#34;&gt;Sceye&lt;/a&gt; (NM solar airship), &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/world-view-stratollite/&#34;&gt;World View / Ondas Stratollite&lt;/a&gt; (acquired by Ondas 2026, integrated with Sentrycs + Palantir AIP), &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/aerostar/&#34;&gt;Aerostar&lt;/a&gt; (Army HELIOS/HAP-DS, Airbus partnership), &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/urban-sky/&#34;&gt;Urban Sky&lt;/a&gt; (Project Wallabee w/ Applied Intuition ATR), &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/tcom/&#34;&gt;TCOM&lt;/a&gt; (tethered aerostat radar, JLENS descendant), &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/hemeria-balman/&#34;&gt;Hemeria/Safran BalMan&lt;/a&gt; (ELINT/EW balloon), &lt;a href=&#34;/research/drone-detection/high-altitude-platforms/kalam-labs/&#34;&gt;Kalam Labs&lt;/a&gt; (India, Pokhran/LAC deployment); linked from Drone Detection topic areas and Companies tables.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-16:&lt;/strong&gt; Added 3 &lt;a href=&#34;/research/atmospheric-water-generation/&#34;&gt;Atmospheric Water Generation&lt;/a&gt; competitor entries: &lt;a href=&#34;/research/atmospheric-water-generation/airjoule-technologies/&#34;&gt;AirJoule Technologies&lt;/a&gt; (NASDAQ: AIRJ, PNNL-licensed, GE Vernova + CATL 🇨🇳 JVs), &lt;a href=&#34;/research/atmospheric-water-generation/waha/&#34;&gt;WaHa&lt;/a&gt; (also Yaghi-founded 2018, heat-pump desiccant regeneration), &lt;a href=&#34;/research/atmospheric-water-generation/uravu-labs/&#34;&gt;Uravu Labs&lt;/a&gt; (liquid desiccant, pivoting to data center water-positive cooling); updated Companies tables and cross-linked Atoco/Yaghi overlap.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/atmospheric-water-generation/&#34;&gt;Atmospheric Water Generation&lt;/a&gt; section + 2 entries: &lt;a href=&#34;/research/atmospheric-water-generation/mof-801/&#34;&gt;MOF-801&lt;/a&gt; (Yaghi zirconium-fumarate MOF; 20% RH uptake, 40°C regeneration swing), &lt;a href=&#34;/research/atmospheric-water-generation/atoco/&#34;&gt;Atoco&lt;/a&gt; (Yaghi-founded, Irvine CA; on-grid 2-4k L/day, off-grid up to 1k L/day). Added to main Research topic listing.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-15:&lt;/strong&gt; Created 8 new robotics subsections, each with an index and company entries: &lt;a href=&#34;/research/robotics/flight-controllers/&#34;&gt;Flight Controllers&lt;/a&gt;, &lt;a href=&#34;/research/robotics/escs/&#34;&gt;Electronic Speed Controllers&lt;/a&gt;, &lt;a href=&#34;/research/robotics/gimbals/&#34;&gt;Gimbals &amp;amp; Camera Stabilization&lt;/a&gt;, &lt;a href=&#34;/research/robotics/propellers/&#34;&gt;Propellers &amp;amp; Propulsion Mechanics&lt;/a&gt;, &lt;a href=&#34;/research/robotics/airframe-materials/&#34;&gt;Airframe Structural Materials&lt;/a&gt;, &lt;a href=&#34;/research/robotics/encoders/&#34;&gt;Encoders&lt;/a&gt;, &lt;a href=&#34;/research/robotics/slip-rings/&#34;&gt;Slip Rings&lt;/a&gt;, &lt;a href=&#34;/research/robotics/antennas/&#34;&gt;Antennas&lt;/a&gt;; updated robotics index Subsections and Key Themes.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-14:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/connectors/&#34;&gt;Robotics Connectors&lt;/a&gt; subsection covering Micro-D/Nano-D, hybrid power+data, and board-to-board connectors, plus &lt;a href=&#34;/research/robotics/connectors/drone-battery-power-connectors/&#34;&gt;Drone Battery Power Connectors&lt;/a&gt; (XT/AS/Amass); linked from robotics index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-12:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/batteries/lithium-air-batteries/&#34;&gt;Lithium-Air Batteries overview&lt;/a&gt; (theoretical 12,000 Wh/kg vs. ~700 Wh/kg disclosed pack-level; cycle life, rate, and cost tradeoffs) + &lt;a href=&#34;/research/energy/batteries/air-energy/&#34;&gt;Air Energy&lt;/a&gt; (Chicago DOE ARPA-E-funded IIT/Argonne spinout, 1,000 Wh/kg cell-level); updated batteries and energy indexes.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Updated &lt;a href=&#34;/research/drone-detection/privacy-trespass-and-misuse-law/&#34;&gt;Drone Privacy, Trespass, and Criminal Misuse Law&lt;/a&gt; — added non-firearm self-help methods: net capture/disabling likely falls under 18 U.S.C. §32&amp;rsquo;s &amp;ldquo;disable&amp;rdquo; language (same 20-year exposure as shooting); RF jamming/GPS spoofing separately illegal under Communications Act regardless of method; UK SkyWall/net-gun systems legal only for authorized operators, not private citizens.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/privacy-trespass-and-misuse-law/&#34;&gt;Drone Privacy, Trespass, and Criminal Misuse Law&lt;/a&gt; — US (state patchwork: FL 934.50, CA 1708.8, TX Ch. 423, VA), UK (Harassment Act/Sexual Offences Act/GDPR), Germany (administrative fines + BGB §823), France (Art. 226-1 criminal recording); civil vs. criminal line, shooting-down-a-drone risk (18 U.S.C. §32), and when to call police vs. file FAA/CAA complaint; linked from drone-detection index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Updated &lt;a href=&#34;/research/energy/grid-markets/griddy/&#34;&gt;Griddy&lt;/a&gt; — added Key People section on founders Gregory Craig (now CEO, Star Energy Partners) and Nick Bain (unconfirmed current &amp;ldquo;Sun Farms&amp;rdquo; role), plus last CEO Michael Fallquist (now co-CEO Energywell / CEO Think Energy); noted shared Macquarie Bank ties among all three.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/grid-markets/ferc/&#34;&gt;FERC&lt;/a&gt; (5-seat federal commission; current roster: Chairman Swett, Rosner, See, Chang, LaCerte, with education/career backgrounds and LinkedIn links) + &lt;a href=&#34;/research/energy/grid-markets/puct/&#34;&gt;PUCT&lt;/a&gt; (Texas&amp;rsquo;s ERCOT regulator; current roster: Chairman Gleeson, Jackson, Hjaltman — flagged discrepancy between statutory 5-seat design and 3 names on official site); linked from grid-markets index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/grid-markets/winter-storm-uri/&#34;&gt;Winter Storm Uri&lt;/a&gt; (Feb 2021 ERCOT failure; 246 official deaths vs. 700-800+ excess-mortality estimates; $16B price-cap overbilling) + [Griddy](/research/energy/grid-markets/griddy/) (wholesale-pass-through REP; ~29,000 customers billed ~$29M during Uri; 2021 bankruptcy) as failure case studies in grid-markets; cross-linked with ERCOT Market Design entry.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/grid-markets/&#34;&gt;Grid Markets &amp;amp; Policy&lt;/a&gt; section + &lt;a href=&#34;/research/energy/grid-markets/ercot-market-design/&#34;&gt;ERCOT Market Design&lt;/a&gt; — energy-only market, FERC exemption, retail choice, ADER pilot, interconnection speed vs. PJM/MISO/CAISO, and Base Power&amp;rsquo;s Jun 2026 Illinois/PJM expansion as a portability test; linked from energy index and Base Power entry.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/batteries/base-power/&#34;&gt;Base Power&lt;/a&gt; — Austin home-battery VPP startup; $1B Series C at $4B valuation (Oct 2025); CoServ/Austin Energy/GVEC/El Paso Electric deals; new Tier 4 (Residential/Distributed BESS) added to batteries index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-ai-tools/&#34;&gt;Local AI Tools&lt;/a&gt; section + &lt;a href=&#34;/research/local-ai-tools/voicebox/&#34;&gt;Voicebox&lt;/a&gt; (MIT, 37.9k stars, 7-engine local voice cloning/TTS, MCP agent-voice server); added to main Research topic listing.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Updated &lt;a href=&#34;/research/energy/solar/dna-inspired-molecular-solar-thermal-storage/&#34;&gt;DNA-Inspired Molecular Solar Thermal Storage (Pyrimidone)&lt;/a&gt; — added Science cover feature (Apr 23), UCLA follow-up naming top derivative D-3 and design mechanism, 2 new co-authors (Maertens, Zhou).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/sensors/vl53l9cx/&#34;&gt;STMicroelectronics VL53L9CX&lt;/a&gt; — FlightSense dToF LiDAR, ~2.3k-zone (54x42) resolution, 100 Hz, 8.8m max range; currently evaluation/sampling stage; updated STM incumbents row.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/sensors/lighttact/&#34;&gt;LightTact&lt;/a&gt; — CMU/Bosch RSS 2026 visual-tactile fingertip sensor; deformation-independent optical contact sensing for liquids/soft materials; linked from robotics/sensors index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-09:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/open-source/aeris-10-radar/&#34;&gt;AERIS-10 (PLFM_RADAR)&lt;/a&gt; — open-source 10.5 GHz phased array PLFM radar (3km/20km variants, FPGA Doppler/CFAR); linked from micro-doppler-radar.md. Expanded with Crowd Supply crowdfunding launch details (Q3 2026 campaign, Mouser-backed) and a flagged FPGA part-number discrepancy between sources.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Conformance audit of 20 drone-detection company entries — filled missing Key People/Notable Developments/Claim Verification sections; surfaced D-Fend + CRFS reported Motorola acquisitions and DroneShield&amp;rsquo;s CEO transition; updated Companies tables.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/hardware/echodyne/&#34;&gt;Echodyne&lt;/a&gt; (US MESA radar, $490M USAF SUADS contract, integrated into Dedrone) + &lt;a href=&#34;/research/drone-detection/hardware/bluesky-mast/&#34;&gt;BlueSky Mast&lt;/a&gt; (portable elevation masts for field C-UAS sensors). Updated &lt;a href=&#34;/research/drone-detection/hardware/droneshield/&#34;&gt;DroneShield&lt;/a&gt; (June 2026 US JITF-401 contract, Q3 swarm-detection software update) and &lt;a href=&#34;/research/drone-detection/hardware/dedrone/&#34;&gt;Dedrone&lt;/a&gt; (Echodyne radar integration, 300% YoY growth) with 2026 developments.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Split &lt;a href=&#34;/research/drone-detection/detection-methods/rf-detection/&#34;&gt;RF Detection&lt;/a&gt; into cooperative &lt;a href=&#34;/research/drone-detection/detection-methods/rf-detection/&#34;&gt;Remote ID Monitoring&lt;/a&gt; and non-cooperative &lt;a href=&#34;/research/drone-detection/detection-methods/rf-direction-finding/&#34;&gt;RF Direction Finding&lt;/a&gt; (new entry); updated cross-links in detection-methods index, swarm-detection.md, deployment-architecture.md, and section steering doc.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/hardware/crfs-rfeye/&#34;&gt;CRFS RFeye&lt;/a&gt; (UK non-cooperative RF signal-hunting, L3Harris/Rafael integration) + 2 entries: &lt;a href=&#34;/research/drone-detection/hardware/sensofusion-airfence/&#34;&gt;Sensofusion Airfence&lt;/a&gt; (Finnish, deployed since 2016), &lt;a href=&#34;/research/drone-detection/hardware/tron-future-tsensor/&#34;&gt;Tron Future T.Sensor&lt;/a&gt; (Taiwanese, 400 MHz–6 GHz, AESA stack). Updated rf-detection.md and hardware index with non-cooperative RF triangulation distinction.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/international-remote-id-requirements/&#34;&gt;International Remote ID Requirements&lt;/a&gt; — compares UK (2026-2028 phase-in), EU (mandatory since 2024 + U-space Network RID), China (dual broadcast+network, May 2026), Japan mandates; linked from US regulatory-framework.md.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/open-source/drone-remoteid-spoofer/&#34;&gt;droneRemoteIDSpoofer&lt;/a&gt; — Cyber-Defence Campus WiFi/BLE Remote ID spoofer (scapy, MIT); linked as Phantom-Proof&amp;rsquo;s spoofer reference.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/open-source/dragonsync/&#34;&gt;DragonSync&lt;/a&gt; (CoT gateway for Remote ID/DJI DroneID, WarDragon kit core) + 2 entries: &lt;a href=&#34;/research/drone-detection/open-source/intercept/&#34;&gt;iNTERCEPT&lt;/a&gt; (multi-domain SIGINT platform with drone module), &lt;a href=&#34;/research/drone-detection/open-source/phantom-proof/&#34;&gt;Phantom-Proof&lt;/a&gt; (passive-radar Remote ID spoof verification).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/open-source/mesh-mapper/&#34;&gt;Mesh-Mapper&lt;/a&gt; — dual-core ESP32 WiFi/BT Remote ID detector; Flask web map + Meshtastic mesh alerting; FAA lookup.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-06:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/hardware/soundryx/&#34;&gt;Soundryx&lt;/a&gt; — San Francisco acoustic C-UAS startup founded Jan 2025 by James Mishra (ex-Neocrym); acoustic sensor network for drones, vehicles, gunshots; updated drone-detection hardware and section indexes.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-03:&lt;/strong&gt; Updated People Network Mapping in research steering doc (&lt;code&gt;_index.md&lt;/code&gt;) — Key People entries must now search for and link public social media accounts (X/Twitter, Bluesky, Mastodon, GitHub, personal sites).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-07-03:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/hardware/vigil-autonomy/&#34;&gt;Vigil Autonomy&lt;/a&gt; — Austin C-UAS benchmark startup, founded Aug 2025; CommonDefense multi-spectral dataset.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-29:&lt;/strong&gt; Created &lt;a href=&#34;/research/software-philosophy/&#34;&gt;Software Philosophy&lt;/a&gt; section + &lt;a href=&#34;/research/software-philosophy/unix-philosophy/&#34;&gt;Unix Philosophy&lt;/a&gt; — origins at Bell Labs 1969–1978; McIlroy/Thompson/Ritchie; 17 Raymond rules; GNU/Linux influence; pro/con including Unix security model (ambient authority, confused deputy, pledge/unveil); MIT vs New Jersey divide; BSD/AT&amp;amp;T divergence; applications beyond software (Conway&amp;rsquo;s Law, MVP, QWERTY/VHS, Android/iOS, Jacobs urbanism with US examples); general case (Scott&amp;rsquo;s metis/high modernism, Alexander pattern language, Hayek spontaneous order, Raymond&amp;rsquo;s Cathedral and Bazaar, Illich convivial tools).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-29:&lt;/strong&gt; Created &lt;a href=&#34;/research/lfam/&#34;&gt;LFAM&lt;/a&gt; section + 5 entries: &lt;a href=&#34;/research/lfam/thermwood-lsam/&#34;&gt;Thermwood LSAM&lt;/a&gt; (Boeing 777X tooling, AFRL LCRT, Bell blade mold); &lt;a href=&#34;/research/lfam/ingersoll-masterprint/&#34;&gt;Ingersoll MasterPrint&lt;/a&gt; (450 m³, UMaine wind blade tooling, MasterPrint Deployable); &lt;a href=&#34;/research/lfam/aml3d/&#34;&gt;AML3D&lt;/a&gt; (WAAM, Virginia-class Cu-Ni in 5 wks vs 17 mo, 1,600 Navy components by 2030); &lt;a href=&#34;/research/lfam/caracol-am/&#34;&gt;Caracol AM&lt;/a&gt; ($40M Series B, Heron AM robotic, ESA AIMIS); &lt;a href=&#34;/research/lfam/cead/&#34;&gt;CEAD&lt;/a&gt; (Flexbot, continuous fiber, Maritime Application Center).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-29:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/naval-drones/&#34;&gt;Naval Drones / ASVs&lt;/a&gt; section + 3 entries: &lt;a href=&#34;/research/robotics/naval-drones/saronic/&#34;&gt;Saronic Technologies&lt;/a&gt; (Corsair/Mirage/Marauder ASVs, $9.25B valuation, $392M Navy contract, MUSV Marketplace, Echelon software); &lt;a href=&#34;/research/robotics/naval-drones/havocai/&#34;&gt;HavocAI&lt;/a&gt; ($185M raised, 30+ DoD vessels, Hanwha 200-ft ASV partnership, GPS-denied air-sea demo); &lt;a href=&#34;/research/robotics/naval-drones/anduril-asv/&#34;&gt;Anduril ASV&lt;/a&gt; (HD Hyundai partnership, MASC candidate, Seattle shipyard). Created &lt;a href=&#34;/research/robotics/undersea-drones/&#34;&gt;Undersea Drones / AUVs&lt;/a&gt; section + 3 entries: &lt;a href=&#34;/research/robotics/undersea-drones/anduril-undersea/&#34;&gt;Anduril Undersea&lt;/a&gt; (Ghost Shark XLUUV ADF delivery Nov 2025, Dive-XL US Navy XLUUV selection Mar 2026, Copperhead-100M/500M munitions); &lt;a href=&#34;/research/robotics/undersea-drones/l3harris-iver4/&#34;&gt;L3Harris Iver4&lt;/a&gt; (TTLR torpedo-tube AUV launch/recovery, DIU contract Mar 2026); &lt;a href=&#34;/research/robotics/undersea-drones/lockheed-lamprey/&#34;&gt;Lockheed Lamprey&lt;/a&gt; (hull-attaching hydrogen AUV, 14-month internal dev, Feb 2026). Updated &lt;a href=&#34;/research/robotics/&#34;&gt;Robotics index&lt;/a&gt; with both new subsections.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-26:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/ros2/ros2-overview/&#34;&gt;ROS 2 Overview&lt;/a&gt; — DDS transport, QoS, ros2_control, micro-ROS, Nav2/MoveIt2, hardware survey, best practices.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-23:&lt;/strong&gt; Created &lt;a href=&#34;/research/robotics/ros2/&#34;&gt;ROS 2 Ecosystem&lt;/a&gt; section + 7 entries: &lt;a href=&#34;/research/robotics/ros2/picknik-robotics/&#34;&gt;PickNik Robotics&lt;/a&gt;, &lt;a href=&#34;/research/robotics/actuators/robotis/&#34;&gt;Robotis&lt;/a&gt;, &lt;a href=&#34;/research/robotics/actuators/synapticon/&#34;&gt;Synapticon&lt;/a&gt;, &lt;a href=&#34;/research/robotics/sensors/zivid/&#34;&gt;Zivid&lt;/a&gt;, &lt;a href=&#34;/research/robotics/sensors/stereolabs/&#34;&gt;Stereolabs&lt;/a&gt;, &lt;a href=&#34;/research/robotics/sensors/force-torque/&#34;&gt;Force-Torque Sensors&lt;/a&gt; subsection, &lt;a href=&#34;/research/robotics/sensors/force-torque/bota-systems/&#34;&gt;Bota Systems&lt;/a&gt;.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-19:&lt;/strong&gt; Added Source Verification Rules to research steering doc (&lt;code&gt;_index.md&lt;/code&gt;) — 6 rules: fetch-before-write, no bare numbers without source, leadership/location/funding claims require verified sources.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-19:&lt;/strong&gt; Created 3 robotics subsections + 5 entries: &lt;a href=&#34;/research/robotics/software-and-integration/&#34;&gt;Software &amp;amp; Integration&lt;/a&gt; (&lt;a href=&#34;/research/robotics/software-and-integration/svt-robotics/&#34;&gt;SVT Robotics&lt;/a&gt;, &lt;a href=&#34;/research/robotics/software-and-integration/robust-ai/&#34;&gt;Robust AI&lt;/a&gt;, &lt;a href=&#34;/research/robotics/software-and-integration/vecna-robotics/&#34;&gt;Vecna Robotics&lt;/a&gt;); &lt;a href=&#34;/research/robotics/industrial-robots/&#34;&gt;Industrial Robots&lt;/a&gt; (&lt;a href=&#34;/research/robotics/industrial-robots/universal-robots/&#34;&gt;Universal Robots&lt;/a&gt;); &lt;a href=&#34;/research/robotics/amr-and-logistics/&#34;&gt;AMR &amp;amp; Logistics&lt;/a&gt; (&lt;a href=&#34;/research/robotics/amr-and-logistics/6-river-systems/&#34;&gt;6 River Systems&lt;/a&gt;).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-18:&lt;/strong&gt; Added &lt;a href=&#34;/research/relocation/cincinnati-oh/&#34;&gt;Cincinnati, OH&lt;/a&gt; relocation profile (20th city); updated city-comparison.md and relocation index.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/relocation/city-comparison/&#34;&gt;city-comparison.md&lt;/a&gt; — radar chart comparison of all 19 US profiles on Safety, Diversity, Affordability; 4 regional clusters with Mermaid charts.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-17:&lt;/strong&gt; Added Event Venues, Sports Teams, Motorsports, and Shooting Ranges subsections to all 19 US city profiles. See &lt;a href=&#34;/research/relocation/&#34;&gt;Relocation section&lt;/a&gt; for individual city details.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-17:&lt;/strong&gt; Added Comedy Clubs, Catholic Churches, Maker Spaces, Seasonal Recreation, Festivals, and Tourism subsections to all 12 remaining US city profiles (Charleston SC + 11 others). See &lt;a href=&#34;/research/relocation/&#34;&gt;Relocation section&lt;/a&gt; for details.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-16:&lt;/strong&gt; Added Local Flavor sections (cat cafes, coffee, bookstores, consignment, hospitals, crime) to all 20 city profiles. See &lt;a href=&#34;/research/relocation/&#34;&gt;Relocation section&lt;/a&gt; for individual city details.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-16:&lt;/strong&gt; Added &lt;a href=&#34;/research/relocation/panama-city-panama/&#34;&gt;Panama City, Panama&lt;/a&gt; — first international relocation entry; territorial tax, Pensionado/Friendly Nations visas, USD economy, Johns Hopkins-affiliated hospital, restrictive gun laws, FATCA friction.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-16:&lt;/strong&gt; Added &lt;a href=&#34;/research/relocation/charleston-sc/&#34;&gt;Charleston, SC&lt;/a&gt; relocation profile — Boeing 787, Joint Base Charleston, Port of Charleston (8th largest US), Volvo EV plant; tidal flood risk; Google $9B data center.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-16:&lt;/strong&gt; Added 6 relocation profiles: &lt;a href=&#34;/research/relocation/greenville-spartanburg-sc/&#34;&gt;Greenville-Spartanburg&lt;/a&gt;, &lt;a href=&#34;/research/relocation/savannah-ga/&#34;&gt;Savannah&lt;/a&gt;, &lt;a href=&#34;/research/relocation/chattanooga-tn/&#34;&gt;Chattanooga&lt;/a&gt;, &lt;a href=&#34;/research/relocation/huntsville-al/&#34;&gt;Huntsville&lt;/a&gt;, &lt;a href=&#34;/research/relocation/tampa-fl/&#34;&gt;Tampa&lt;/a&gt;, &lt;a href=&#34;/research/relocation/columbus-oh/&#34;&gt;Columbus&lt;/a&gt;.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-16:&lt;/strong&gt; Added 5 relocation profiles: &lt;a href=&#34;/research/relocation/seattle-wa/&#34;&gt;Seattle&lt;/a&gt;, &lt;a href=&#34;/research/relocation/herndon-va/&#34;&gt;Herndon/NoVA&lt;/a&gt;, &lt;a href=&#34;/research/relocation/mobile-al/&#34;&gt;Mobile&lt;/a&gt;, &lt;a href=&#34;/research/relocation/new-orleans-la/&#34;&gt;New Orleans&lt;/a&gt;, &lt;a href=&#34;/research/relocation/miami-fl/&#34;&gt;Miami&lt;/a&gt;.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-15:&lt;/strong&gt; Added Firearms &amp;amp; Self-Defense Laws section to all 7 relocation profiles. Spectrum: TX (most permissive) → TN → NC → NM → CO (most restrictive; SB25-003 semi-auto ban effective Aug 2026).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-15:&lt;/strong&gt; Created 4 relocation profiles: &lt;a href=&#34;/research/relocation/charlotte-nc/&#34;&gt;Charlotte, NC&lt;/a&gt;; &lt;a href=&#34;/research/relocation/nashville-tn/&#34;&gt;Nashville, TN&lt;/a&gt;; &lt;a href=&#34;/research/relocation/san-antonio-tx/&#34;&gt;San Antonio, TX&lt;/a&gt;; &lt;a href=&#34;/research/relocation/el-paso-tx/&#34;&gt;El Paso, TX&lt;/a&gt;.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/relocation/&#34;&gt;Relocation Research&lt;/a&gt; section + 3 profiles: &lt;a href=&#34;/research/relocation/albuquerque-nm/&#34;&gt;Albuquerque, NM&lt;/a&gt;; &lt;a href=&#34;/research/relocation/denver-co/&#34;&gt;Denver, CO&lt;/a&gt;; &lt;a href=&#34;/research/relocation/austin-tx/&#34;&gt;Austin, TX&lt;/a&gt;.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-11:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/specialist-models/adapter-versioning/&#34;&gt;LoRA Adapter Versioning and Rollback&lt;/a&gt; — base/adapter directory separation; training run metadata schema; multi-version Ollama registration; rollback procedure; merge+quantize workflow; what to keep vs. delete.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-11:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/specialist-models/context-window-management/&#34;&gt;Context Window Management&lt;/a&gt; — token counting in the agentic loop; targeted command selection; output truncation with header/footer preservation; two-pass summarization; sliding window with progress injection; Apple Silicon KV cache memory and num_ctx guidance by hardware tier.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-11:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/training-data/synthetic-data-generation/&#34;&gt;Synthetic Data Generation&lt;/a&gt; — generation architecture (large model generates, small model trains); generation prompt structure per competency; common generation failures (hallucinated options, simplified show output, scope creep to Cisco); domain expert review cost table (~125 hours for 10K examples); deduplication with sentence embeddings.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-11:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/system-prompt-engineering/&#34;&gt;System Prompt Engineering&lt;/a&gt; — four components of a specialist system prompt (role, platform scope, constraints, output format); mandatory training-inference consistency; few-shot examples in the system prompt; common failure modes and fixes; version control pairing system prompt with adapter and training data.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-11:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/evaluation-and-testing/&#34;&gt;Evaluating a Fine-Tuned Model&lt;/a&gt; — eval set construction (build before training, stratify by competency, include examples not used to write training data); exact-match, command-presence, and LLM-judge scoring; general capability regression checks; automated eval pipeline at temperature 0; acceptable performance thresholds by task type; iteration tracking table.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/temperature-and-sampling/&#34;&gt;Temperature and Sampling&lt;/a&gt; — logit scaling mechanism (logits / T before softmax); effect at T=0.1 through T=2.0 with network CLI example; temperature and reasoning models (thinking-phase vs. final-answer); top-p nucleus sampling and top-k; greedy decoding pitfalls; Ollama Modelfile settings for config generation vs. troubleshooting.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Updated &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/lora-qlora/&#34;&gt;LoRA and QLoRA&lt;/a&gt; — added dense vs. MoE fine-tuning section: routing problem, uneven adapter updates, expert collapse, 4 practical strategies, target module names for Mixtral/Llama 4/Qwen3, memory table, and when MoE fine-tuning is worth pursuing.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/model-internals/&#34;&gt;Model Internals: Weights, MoE, and Inference&lt;/a&gt; — named tensor structure; KV cache mechanics; MoE routing (sparse, fine-grained, shared experts); GGUF quantization table; prefill vs. decode phases; MoE serving challenges; full query trace.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/config-generation-vs-troubleshooting/&#34;&gt;Config Generation vs. Troubleshooting&lt;/a&gt; — compiler vs. detective framing; parameterized interaction pattern for VPN/PSK prompting; separate LoRA adapter architecture; training data requirements table.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/rag-vs-finetuning/&#34;&gt;RAG vs. Fine-Tuning&lt;/a&gt; — skills vs. facts framing; decision matrix; combined architecture with ChromaDB for device-config retrieval alongside fine-tuned network expert model.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Updated &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/base-models/&#34;&gt;Base Models for Fine-Tuning&lt;/a&gt; — refreshed all 6 families to mid-2026: Llama 4 Scout/Maverick (MoE, Apr 2025), Mistral Small 4 + Ministral 14B (Dec 2025–Mar 2026), Gemma 4 31B Apache 2.0 (Apr 2026), Phi-4-reasoning (May 2025), Qwen3/3.5 (Apr 2025–Feb 2026), DeepSeek V3.1/V4/R1 distills (2025–Apr 2026); full release history and selection guide per tier.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-10:&lt;/strong&gt; Created &lt;a href=&#34;/research/local-llm-finetuning/&#34;&gt;Local LLM Fine-Tuning&lt;/a&gt; section + 11 entries: &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/llm-pretraining/&#34;&gt;LLM Pretraining&lt;/a&gt; (transformer arch; next-token prediction; base model mechanics), &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/finetuning-mechanics/&#34;&gt;Fine-Tuning Mechanics&lt;/a&gt; (SFT; domain adaptation; catastrophic forgetting), &lt;a href=&#34;/research/local-llm-finetuning/fundamentals/lora-qlora/&#34;&gt;LoRA and QLoRA&lt;/a&gt; (rank adapters; 4-bit quantization; Mac Mini viable), &lt;a href=&#34;/research/local-llm-finetuning/training-data/dataset-formats/&#34;&gt;Dataset Formats&lt;/a&gt; (Alpaca/ShareGPT/ChatML; multi-turn preferred), &lt;a href=&#34;/research/local-llm-finetuning/training-data/network-engineering-data/&#34;&gt;Network Engineering Data&lt;/a&gt; (5 competency areas; 10K–19K examples; Juniper/Cisco separate), &lt;a href=&#34;/research/local-llm-finetuning/compute-options/apple-silicon/&#34;&gt;Apple Silicon&lt;/a&gt; (MLX; M4 Max 128GB; 6–10hr for 10K examples), &lt;a href=&#34;/research/local-llm-finetuning/compute-options/cloud-gpu/&#34;&gt;Cloud GPU&lt;/a&gt; (A100 $1.50/hr; 1.5–2.5hr; $3–10 total), &lt;a href=&#34;/research/local-llm-finetuning/specialist-models/juniper-expert/&#34;&gt;Juniper Expert&lt;/a&gt; (Llama 3.1 8B; JunOS full product line; 16K examples), &lt;a href=&#34;/research/local-llm-finetuning/specialist-models/cisco-expert/&#34;&gt;Cisco Expert&lt;/a&gt; (IOS-XE/NX-OS/ASA; multi-OS tagging; 20K examples), &lt;a href=&#34;/research/local-llm-finetuning/specialist-models/edge-deployment/&#34;&gt;Edge Deployment&lt;/a&gt; (Ollama; Netmiko SSH; agentic command loop; human-in-loop).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/ai-accelerators/&#34;&gt;AI Accelerators&lt;/a&gt; section + 6 entries: &lt;a href=&#34;/research/ai-accelerators/amd-instinct/amd-instinct-overview/&#34;&gt;AMD Instinct Overview&lt;/a&gt; (CDNA 1–5 roadmap; ~5–7% AI GPU share; $5B+ 2024 revenue), &lt;a href=&#34;/research/ai-accelerators/amd-instinct/mi300-series/&#34;&gt;MI300 Series&lt;/a&gt; (CDNA 3; 192 GB HBM3; fastest AMD ramp ever), &lt;a href=&#34;/research/ai-accelerators/amd-instinct/mi350-series/&#34;&gt;MI350 Series&lt;/a&gt; (CDNA 4; 288 GB HBM3e; MXFP4; shipping 2H 2025), &lt;a href=&#34;/research/ai-accelerators/amd-instinct/mi400-helios/&#34;&gt;MI400 &amp;amp; Helios&lt;/a&gt; (CDNA 5; 72 GPUs; 31 TB HBM4; 2.9 ExaFLOPS FP4; H2 2026), &lt;a href=&#34;/research/ai-accelerators/amd-instinct/amd-rocm/&#34;&gt;ROCm&lt;/a&gt; (open-source CUDA alternative; HIP compat layer; ROCm 7), &lt;a href=&#34;/research/ai-accelerators/amd-instinct/amd-pensando-pollara/&#34;&gt;Pensando Pollara&lt;/a&gt; (400G UltraEthernet AI NIC; scale-out fabric for Instinct clusters).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-07:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenters/cooling/liquid-cooling-connector-supply-chain/&#34;&gt;Connector Supply Chain&lt;/a&gt; — added Investability section: Stäubli/Danfoss/CEJN private (no direct route); PH/DOV indirect public plays; VRT pure-play infrastructure; ASTK small-cap with Chinese acquisition overhang (Suzhou Chunqiu DKK 540M offer Nov 2025).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/cooling/liquid-cooling-interconnects/&#34;&gt;Liquid Cooling Interconnects&lt;/a&gt; + &lt;a href=&#34;/research/datacenters/cooling/liquid-cooling-connector-supply-chain/&#34;&gt;Connector Supply Chain&lt;/a&gt; — UQD/UQDB/BMQC/LQC/MQD families; OCP ORv3 blind-mate spec; 5 Western vendors ~63–73% share; demand outpacing qualified supply through 2026.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-06:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenter-opposition/state-breakdown/utah/&#34;&gt;Utah datacenter opposition&lt;/a&gt; — Stratos Project (O&amp;rsquo;Leary Digital, 40,000 acres → 10,000 acres, 9 GW power, Box Elder County); MIDA governance controversy (unelected body, dual-role legislators); constitutional lawsuit filed June 4 2026 (Alliance for a Better Utah v. MIDA); O&amp;rsquo;Leary claims of CCP-linked foreign funding of opposition via Arabella Advisors/Singham network; named organizations (Alliance for a Better Utah, Elevate Strategies) denied claims; Bitcoin Policy Institute May 2026 report documents three foreign-influence vectors (CCP state media, Singham network, foreign-billionaire dark money) converging on anti-datacenter campaign. Updated &lt;a href=&#34;/research/datacenter-opposition/&#34;&gt;datacenter-opposition index&lt;/a&gt; — added Stratos Project to tracker; added Utah to state breakdown; added extended foreign-influence claims and research section under Funding Networks.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/counter-drone-platforms/allen-control-systems/&#34;&gt;Allen Control Systems&lt;/a&gt; — Austin TX; Bullfrog autonomous weapon station (M240/M2/M230/M134 variants); AI/EO/IR/laser rangefinder; ~$10/kill claimed; SOCOM maritime contract Sept 2025; Army AAL $1.5M+ Dec 2025; $30M Series A Mar 2025; $200M Series B $2.2B valuation Jun 2026; 57k sqft Austin facility; South Korea and UAE customers; effective against fiber-optic/RF-dark threats (physical defeat not RF-dependent).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/ukraine-lessons-learned/&#34;&gt;Ukraine Lessons Learned&lt;/a&gt; — battlefield drone countermeasures 2024–2026; interceptor drones (80% intercept rate, 100K produced 2025), rotating barbed wire fiber-optic cable cutters (Ukraine field expedient Oct 2025), RF jamming effectiveness collapse vs. fiber-optic/autonomous threats, directed-energy weapons (not yet operationally deployed), physical barrier effectiveness, SAM economic unsustainability. Updated &lt;a href=&#34;/research/drone-detection/threat-taxonomy/&#34;&gt;Threat Taxonomy&lt;/a&gt; fiber-optic FPV entry with rotating barbed wire countermeasure detail.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-05:&lt;/strong&gt; Created drone-detection session 3 — 4 entries: &lt;a href=&#34;/research/drone-detection/deployment-architecture/&#34;&gt;Deployment Architecture&lt;/a&gt; (fixed-site design pattern; sensor geometry, integration pipeline, power/networking, maintenance), &lt;a href=&#34;/research/drone-detection/hardware/sentrycs/&#34;&gt;Sentrycs&lt;/a&gt; (Israeli CoRF; $200M Ondas acq Nov 2025; Horizon AI engine; Scout portable 2026), [Skydio C-UAS](/research/drone-detection/hardware/skydio-cuas/) (X10/X10D; drone-in-a-box; $4.4B Series F; Army $52M; Blue UAS), [Swarm Detection](/research/drone-detection/detection-methods/swarm-detection/) (track saturation; RF noise; ELTA/IAI swarm solutions; $2.36B market 2025).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-05:&lt;/strong&gt; Created drone-detection session 2 — 4 entries: &lt;a href=&#34;/research/drone-detection/regulatory-framework/&#34;&gt;Regulatory Framework&lt;/a&gt; (detect-only for private; SAFER SKIES SLTT interdiction pathway; CISA Be Air Aware), &lt;a href=&#34;/research/drone-detection/threat-taxonomy/&#34;&gt;Threat Taxonomy&lt;/a&gt; (5 categories; fiber-optic FPV defeats all RF countermeasures), &lt;a href=&#34;/research/drone-detection/open-source/acoustic-ml-pipeline/&#34;&gt;Acoustic ML Pipeline&lt;/a&gt; (RPi + MEMS + MFCC; Wang 2025 32-class dataset; ~$150 BOM), [AeroDefense AirWarden](/research/drone-detection/hardware/aerodefense-airwarden/) (RF spectrum sensing; detects drone + pilot; correctional/CI focus; from $9,987/yr).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/drone-detection/&#34;&gt;Drone Detection&lt;/a&gt; section + 16 entries: &lt;a href=&#34;/research/drone-detection/detection-methods/micro-doppler-radar/&#34;&gt;Micro-Doppler Radar&lt;/a&gt; (primary method; 89–98% bird discrimination; AI spectrogram classification), &lt;a href=&#34;/research/drone-detection/detection-methods/rf-detection/&#34;&gt;RF/Remote ID&lt;/a&gt; (FAA compliant drones only; zero coverage fiber-optic/autonomous), &lt;a href=&#34;/research/drone-detection/detection-methods/acoustic-detection/&#34;&gt;Acoustic Detection&lt;/a&gt; (100–500m; works on RF-dark drones), &lt;a href=&#34;/research/drone-detection/detection-methods/optical-thermal-detection/&#34;&gt;Optical/Thermal&lt;/a&gt; (only modality for fiber-optic threats), &lt;a href=&#34;/research/drone-detection/detection-methods/multi-sensor-fusion/&#34;&gt;Multi-Sensor Fusion&lt;/a&gt;, &lt;a href=&#34;/research/drone-detection/open-source/opendroneid/&#34;&gt;OpenDroneID&lt;/a&gt;, &lt;a href=&#34;/research/drone-detection/open-source/dji-droneid-decoder/&#34;&gt;DJI DroneID Decoder&lt;/a&gt; (GNU Radio/SDR; 1.5–3.7km), &lt;a href=&#34;/research/drone-detection/hardware/dedrone/&#34;&gt;Dedrone/Axon&lt;/a&gt;, &lt;a href=&#34;/research/drone-detection/hardware/droneshield/&#34;&gt;DroneShield&lt;/a&gt; (DRO:ASX), &lt;a href=&#34;/research/drone-detection/hardware/fortem-technologies/&#34;&gt;Fortem Technologies&lt;/a&gt; (Lockheed $25M Apr 2026), &lt;a href=&#34;/research/drone-detection/hardware/aaronia-aartos/&#34;&gt;Aaronia AARTOS&lt;/a&gt; (RF 14km), &lt;a href=&#34;/research/drone-detection/hardware/robin-radar-iris/&#34;&gt;Robin Radar IRIS&lt;/a&gt; (3D micro-Doppler), &lt;a href=&#34;/research/drone-detection/hardware/d-fend-solutions/&#34;&gt;D-Fend EnforceAir&lt;/a&gt; (cyber-takeover; federal-only), &lt;a href=&#34;/research/drone-detection/hardware/marduk-technologies/&#34;&gt;Marduk Piraya&lt;/a&gt; (passive EO; Siil 2025 2km), &lt;a href=&#34;/research/drone-detection/counter-drone-platforms/fortem-dronehunter/&#34;&gt;DroneHunter F700&lt;/a&gt; (net-capture; 5k+ captures; Ukraine), &lt;a href=&#34;/research/drone-detection/counter-drone-platforms/rafael-hunter-eagle/&#34;&gt;Rafael Hunter Eagle&lt;/a&gt; (VTOL; no explosive; 2026 demo).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-04:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/design-construction/meta-rapid-deployment-structures/&#34;&gt;Meta Rapid Deployment Structures&lt;/a&gt; — fabric tent GPU clusters; 5 × 125k sqft tents at New Albany OH; halved build time; paired with Williams 400 MW BTM gas. Created &lt;a href=&#34;/research/datacenters/behind-meter-power/williams-companies-btm/&#34;&gt;Williams Companies BTM&lt;/a&gt; — pipeline operator turned BTM power developer; Socrates 400 MW Ohio (Meta, 10-yr deal); $5.1B committed; 6 GW target by 2027.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-06-02:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/qkd/&#34;&gt;Quantum Key Distribution section&lt;/a&gt; + &lt;a href=&#34;/research/post-quantum-encryption/qkd/zerothird/&#34;&gt;zerothird&lt;/a&gt; — Austrian eQKD startup; BBM92 entanglement-based, 350 km claimed; Erste Group/A1 Telekom pilot; VERBUND X Ventures Seed+; IQOQI Vienna founders.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-05-11:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenter-opposition/state-breakdown/georgia/&#34;&gt;Georgia datacenter opposition&lt;/a&gt; — Project Sail (Prologis/Atlas, 829 acres, ~900 MW, $17B, Coweta County); 3–2 commission approval April 11 2026; lobbyist access scandal (DeSmog investigation); Citizens for Rural Coweta (8,000+ signatures, PAC formation); May 2026 lawsuit to void rezoning; Ashley Park–Wansley 500 kV transmission line (300+ parcels, eminent domain risk). Created &lt;a href=&#34;/research/datacenter-opposition/issues/infrastructure-eminent-domain/&#34;&gt;infrastructure overspill issue&lt;/a&gt; — structural analysis of eminent domain and property displacement from datacenter-serving transmission lines; case studies: Maryland Piedmont Reliability Project, Virginia Dominion loop, NextEra Midatlantic Resiliency Link (PA→VA), Georgia Ashley Park–Wansley; legislative responses; organizing strategy implications. Updated &lt;a href=&#34;/research/datacenter-opposition/&#34;&gt;datacenter-opposition index&lt;/a&gt; — added Project Sail to project tracker; added Georgia to state breakdown; added infrastructure overspill as new key theme and key takeaway.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-05-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/power-infrastructure/hitachi-energy/&#34;&gt;Hitachi Energy&lt;/a&gt; — world&amp;rsquo;s largest transformer manufacturer; $43B backlog (3× three years ago); 40-month large-unit lead times; $6B capacity investment; CEO warned sector &amp;ldquo;overwhelmed&amp;rdquo; by datacenter + energy transition demand; DPA §303 Presidential Determination (Apr 20 2026) a direct policy catalyst. Updated &lt;a href=&#34;/research/datacenters/power-infrastructure/&#34;&gt;power-infrastructure index&lt;/a&gt; — added DPA grid determination context, updated transformer lead times from 2–3 years to 24–40 months, added Hitachi Energy (HPS.A) and updated Eaton (ETN) to incumbents table. Updated &lt;a href=&#34;/research/datacenters/behind-meter-power/ge-vernova-aeroderivative/&#34;&gt;GE Vernova aeroderivative entry&lt;/a&gt; — added DPA §303 determination to Q1 2026 financial snapshot.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-04-30:&lt;/strong&gt; Updated &lt;a href=&#34;/research/datacenter-opposition/state-breakdown/virginia/&#34;&gt;Virginia datacenter opposition&lt;/a&gt; — Added Compass Datacenters withdrawal from PW Digital Gateway (Apr 30); updated Contested Projects table status to Dead; Brookfield-backed Compass cited legal defeats, stricter regulations, and collapsed political support; QTS status uncertain.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-04-30:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/solar/spectrolab/&#34;&gt;Spectrolab&lt;/a&gt; + 2 entries: &lt;a href=&#34;/research/energy/solar/azur-space/&#34;&gt;Azur Space&lt;/a&gt; (German GaAs space solar, 5N Plus subsidiary, 32% 4G32C), &lt;a href=&#34;/research/energy/solar/solaero-technologies/&#34;&gt;SolAero Technologies&lt;/a&gt; (Rocket Lab subsidiary, 1,100+ spacecraft, Ingenuity Mars helicopter).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;2026-04-29:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/orbital-compute/orbital-compute-economics/&#34;&gt;Orbital Compute: First-Principles Economics&lt;/a&gt; — First-principles analysis of GPU energy budgets in LEO (solar irradiance, Stefan-Boltzmann thermal rejection, GPU power caps), satellite build cost model (bus + payload + I&amp;amp;T), launch cost table (Falcon 9 through Starship projections), per-GPU total deployed cost by scenario, technology gap assessment (ISLs for training, HBM radiation fragility, solar array specific power, satellite manufacturing scale, on-orbit hardware aging), and 10-year cost trajectory through 2036.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;overview&#34;&gt;Overview&lt;/h2&gt;
&lt;p&gt;&lt;a href=&#34;/research/changelog/index.xml&#34;&gt;Subscribe via RSS&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;This page tracks important additions and modifications to the Research knowledge base. Log entries include:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;New entry creation&lt;/strong&gt; (new company, technology, person, or research page)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Major content revisions&lt;/strong&gt; (rewrite of What It Is / How It Works, significant corrections to claims)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Supply chain discoveries&lt;/strong&gt; (new shared supplier flags, strategic relationships)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Mass updates&lt;/strong&gt; (bulk changes across multiple pages)&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Do not log trivial changes: flag additions, minor formatting, small frontmatter tweaks, or routine fact-checking updates are not logged here.&lt;/p&gt;
&lt;p&gt;Each entry is a one-line timestamped summary.&lt;/p&gt;
&lt;h2 id=&#34;changelog&#34;&gt;Changelog&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;2026-04-29:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/orbital-compute/&#34;&gt;Orbital Compute&lt;/a&gt; subsection + 5 entries: &lt;a href=&#34;/research/datacenters/orbital-compute/google-project-suncatcher/&#34;&gt;Google Project Suncatcher&lt;/a&gt; (TPU satellites, Planet Labs 2027 prototype), &lt;a href=&#34;/research/datacenters/orbital-compute/starcloud/&#34;&gt;Starcloud&lt;/a&gt; (H100 in orbit Nov 2025; $170M Series A unicorn), [SpaceX Orbital](/research/datacenters/orbital-compute/spacex-orbital-compute/) (1M-sat FCC filing; Terafab D3 chips), [Aetherflux](/research/datacenters/orbital-compute/aetherflux/) ($50M, Galactic Brain, Q1 2027), &lt;a href=&#34;/research/datacenters/orbital-compute/kepler-communications/&#34;&gt;Kepler Communications&lt;/a&gt; (largest orbital cluster 40 Orin/10 sats), &lt;a href=&#34;/research/datacenters/orbital-compute/lonestar-data-holdings/&#34;&gt;Lonestar Data Holdings&lt;/a&gt; (lunar DR storage, Athena mission Feb 2026).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-28:&lt;/strong&gt; Added Zydeco Development / Project Hutto (70 MW, withdrawn Apr 17 2026) to &lt;a href=&#34;/research/datacenter-opposition/state-breakdown/texas/&#34;&gt;Texas datacenter opposition&lt;/a&gt; — new case study section, updated contested projects table, updated &lt;a href=&#34;/research/datacenter-opposition/&#34;&gt;section index tracker&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-28:&lt;/strong&gt; Aligned 6 behind-meter-power entries to steering: &lt;a href=&#34;/research/datacenters/behind-meter-power/caterpillar-solar-turbines/&#34;&gt;Caterpillar/Solar Turbines&lt;/a&gt;, &lt;a href=&#34;/research/datacenters/behind-meter-power/oklo-btm/&#34;&gt;Oklo BTM&lt;/a&gt;, &lt;a href=&#34;/research/datacenters/behind-meter-power/radiant-nuclear/&#34;&gt;Radiant Nuclear&lt;/a&gt;, &lt;a href=&#34;/research/datacenters/behind-meter-power/siemens-energy-btm/&#34;&gt;Siemens Energy BTM&lt;/a&gt;, &lt;a href=&#34;/research/datacenters/behind-meter-power/terrapower-btm/&#34;&gt;TerraPower BTM&lt;/a&gt;, &lt;a href=&#34;/research/datacenters/behind-meter-power/usnc-microreactor/&#34;&gt;USNC/NANO KRONOS MMR&lt;/a&gt; — added Summary, Key Facts, Notable Developments, Claim Verification to each; added steering blocks; expanded source_urls to 4–5 per entry.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-28:&lt;/strong&gt; Restructured &lt;a href=&#34;/research/energy/batteries/lithium-metal/&#34;&gt;Lithium Metal Batteries&lt;/a&gt; — added Summary, Key Facts, Notable Developments (12 milestones 2025–2026), Key Companies &amp;amp; Researchers, Claim Verification, and Risks &amp;amp; Uncertainties sections; updated stale_after_days to 90; expanded source URLs to 8.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-28:&lt;/strong&gt; Expanded &lt;a href=&#34;/research/datacenters/behind-meter-power/wartsila-btm/&#34;&gt;Wärtsilä&lt;/a&gt; — added BESS (Quantum3, 19+ GWh deployed, Eraring 3.1 GWh AU), marine propulsion (cruise, container, island grids), Caribbean projects (USVI, Bahamas, BVI, Bonaire, Cayman), and TAM sizing (marine ~$25.6B; stationary recip ~$64-79B).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-25:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/rugged-edge-compute/vita-48-thermal-standards/&#34;&gt;VITA 48 REDI thermal standards&lt;/a&gt; + 5 entries: &lt;a href=&#34;/research/datacenters/rugged-edge-compute/general-micro-systems/&#34;&gt;GMS&lt;/a&gt; (X7 RAPTOR 1&amp;quot;×4&amp;quot; RuggedCool +75°C &amp;lt;$10K), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/annapolis-micro-systems/&#34;&gt;Annapolis Micro Systems&lt;/a&gt; (WILD100 SOSA VPX; WC34D0 VITA 48.4 LFT), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/core-systems/&#34;&gt;Core Systems&lt;/a&gt; (ATMOS stackable nodes; +60°C GPU), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/lcr-embedded-systems/&#34;&gt;LCR Embedded Systems&lt;/a&gt; (35yr defense chassis integrator; open-source VITA 46.11 manager), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/seven-starlake-liquid-atr/&#34;&gt;7Starlake LFT ATR&lt;/a&gt; (7SL-3500 500W closed-loop VITA 48.4). Updated &lt;a href=&#34;/research/datacenters/rugged-edge-compute/half-rack-embedded-compute/&#34;&gt;half-rack overview&lt;/a&gt; with power/ruggedization specs; &lt;a href=&#34;/research/datacenters/rugged-edge-compute/&#34;&gt;rugged-edge-compute index&lt;/a&gt; supply chain liquid cooling flag.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-25:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/rugged-edge-compute/microtca-standard/&#34;&gt;MicroTCA standard overview&lt;/a&gt; + 3 entries: &lt;a href=&#34;/research/datacenters/rugged-edge-compute/vadatech/&#34;&gt;VadaTech&lt;/a&gt; (Henderson NV; MCH+chassis+AMC; MTCA.0/1/3/4), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/nat-europe/&#34;&gt;N.A.T. GmbH&lt;/a&gt; (Hennef DE; NAT-MCH-G4; CERN/DESY/PSI), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/microtca-in-5g-ran/&#34;&gt;MicroTCA in 5G RAN&lt;/a&gt; (O-RAN DU; PTP/SyncE; 100 GbE fronthaul).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-25:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenters/rugged-edge-compute/half-rack-embedded-compute/&#34;&gt;half-rack embedded compute form factor&lt;/a&gt; + 4 platform entries: &lt;a href=&#34;/research/datacenters/rugged-edge-compute/neousys-semil-1300/&#34;&gt;Neousys SEMIL-1300&lt;/a&gt; (2U fanless IP67, -40°C), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/asus-ruc-1000/&#34;&gt;ASUS RUC-1000&lt;/a&gt; (600W GPU 2U; half-rack fanless), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/galleon-xsr-half-rack/&#34;&gt;Galleon XSR&lt;/a&gt; (3U NAS 80TB 100 Gbps US-owned), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/seven-starlake-thor200-u8-d/&#34;&gt;7Starlake THOR200-U8-D&lt;/a&gt; (2.5U NAS 64TB Xeon D MIL-STD-810).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-25:&lt;/strong&gt; Created new &lt;a href=&#34;/research/datacenters/edge-ai-accelerators/&#34;&gt;edge-ai-accelerators&lt;/a&gt; subsection with entries for &lt;a href=&#34;/research/datacenters/edge-ai-accelerators/hailo/&#34;&gt;Hailo&lt;/a&gt; (Hailo-8 26 TOPS/2.5W M.2/PCIe, Hailo-15 TSMC 5nm, Raspberry Pi AI HAT+) and &lt;a href=&#34;/research/datacenters/edge-ai-accelerators/edgecortix/&#34;&gt;EdgeCortix&lt;/a&gt; (SAKURA-I/II CGRA architecture, 40+ TOPS, defense/ISR focus, Tokyo HQ). Created 5 new rugged/semi-industrial edge compute entries: &lt;a href=&#34;/research/datacenters/rugged-edge-compute/crystal-group/&#34;&gt;Crystal Group&lt;/a&gt; (Cedar Rapids IA; RE4100 shipboard MIL-STD-901D, RE1900M vehicle-mount), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/neousys/&#34;&gt;Neousys Technology&lt;/a&gt; (Advantech subsidiary; SEMIL-2200/2200GC fanless GPU AI servers), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/premio/&#34;&gt;Premio&lt;/a&gt; (JCO-6000-ORN/JCO-3000-ORN Jetson Orin; RCO + EDGEBoost modular I/O), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/adlink/&#34;&gt;ADLINK Technology&lt;/a&gt; (AXE/DLAP rugged GPU servers; SOSA-aligned OpenVPX; TWSE:6166), &lt;a href=&#34;/research/datacenters/rugged-edge-compute/dfi/&#34;&gt;DFI&lt;/a&gt; (Taiwan industrial fanless computers + GPU AI systems). Updated &lt;a href=&#34;/research/datacenters/rugged-edge-compute/&#34;&gt;rugged-edge-compute index&lt;/a&gt; overview and tracker table.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-25:&lt;/strong&gt; Created &lt;a href=&#34;/research/datacenter-opposition/&#34;&gt;datacenter-opposition&lt;/a&gt; section — regulatory, NIMBY, and grid-impact controversies around datacenter expansion; linked entries for environmental justice advocates, case studies (Mesa AZ water fights, Oregon permitting freezes), and incumbent utility opposition to behind-meter SMR/renewables power models.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-25:&lt;/strong&gt; Created 4 missing BTM power company profiles for &lt;a href=&#34;/research/datacenters/behind-meter-power/&#34;&gt;behind-meter-power&lt;/a&gt; section: &lt;a href=&#34;/research/datacenters/behind-meter-power/terrapower-btm/&#34;&gt;TerraPower Natrium&lt;/a&gt; (345 MW SMR + molten-salt storage, Meta 2.76 GW contract), &lt;a href=&#34;/research/datacenters/behind-meter-power/radiant-nuclear/&#34;&gt;Radiant Kaleidos&lt;/a&gt; (1.2 MWe microreactor, Equinix 20-unit preorder), &lt;a href=&#34;/research/datacenters/behind-meter-power/caterpillar-solar-turbines/&#34;&gt;Caterpillar Solar Turbines&lt;/a&gt; (1–39 MW gas turbines, Vertiv partnership Nov 2025), &lt;a href=&#34;/research/datacenters/behind-meter-power/siemens-energy-btm/&#34;&gt;Siemens Energy&lt;/a&gt; (SGT series 40–200 MW heavy-frame turbines, modular 500 MW plants with Eaton). Resolved 5 Hugo REF_NOT_FOUND errors in _index.md.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-19:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/google-quantum-ai/&#34;&gt;Google Quantum AI&lt;/a&gt; — Willow 105-qubit (2024); below-threshold error correction (partially verified, Nature); 2019 supremacy claim classically matched (Frontier ~6 sec); dual-modality expansion to neutral atoms (Mar 2026).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/cryptocurrencies/bitcoin-pqc/&#34;&gt;Bitcoin PQC&lt;/a&gt; — BIP-360 (P2MR soft fork, BTQ testnet Mar 2026) and BIP-361 (coin freeze, Lopp vs. Back debate); ~28–35% BTC supply in long-exposure quantum-vulnerable state; Falcon/FN-DSA primary algorithm candidate; 5–10 year migration timeline estimate.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/cryptocurrencies/ethereum-pqc/&#34;&gt;Ethereum PQC&lt;/a&gt; — EIP-8141 frame transactions (CFI Hegota H2 2026); leanSig/leanXMSS for validator attestation aggregation; pq.ethereum.org devnets active (Mar 2026); Strawmap targets full L1 PQC by ~2029; ~90M ETH at quantum exposure.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/cryptocurrencies/other-chains-pqc/&#34;&gt;Other Chains PQC&lt;/a&gt; — Algorand (Falcon live on mainnet Nov 2025, first PQC mainnet tx); Solana (ML-DSA testnet 3,000 TPS Dec 2025); Cardano (Project Nightstream, Google/Microsoft collaboration Feb 2026); QRL (purpose-built XMSS→ML-DSA; Testnet V2 Mar 2026); exchange and wallet readiness (Coinbase advisory board; Trezor Safe 7).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Updated &lt;a href=&#34;/research/post-quantum-encryption/cryptocurrencies/&#34;&gt;Cryptocurrencies PQC index&lt;/a&gt; — Phase 2 now active; platform status summary table; Google March 2026 paper context.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Updated &lt;a href=&#34;/research/post-quantum-encryption/networking/other-vendors/&#34;&gt;Networking PQC vendor survey&lt;/a&gt; — Added confirmed GA release versions: Fortinet FortiOS 7.6.1 (earliest GA), Palo Alto PAN-OS 12.1 Orion (Aug 2025, broadest coverage), Check Point Gaia R82 (API-only), Cisco IOS XE 26 (full-stack Apr 2026) + ASA 9.19/FTD roadmap; OpenSSL 3.5 (ML-KEM default TLS); strongSwan 6.0.0; WireGuard PSK workaround; Cloudflare One (Feb 2026); Nokia ANYsec/QKD distinction; draft-ietf-ipsecme-ikev2-mlkem-05 IANA gap noted.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Updated &lt;a href=&#34;/research/post-quantum-encryption/networking/&#34;&gt;Networking PQC index&lt;/a&gt; — Vendor table updated with confirmed GA release versions; research status updated.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-17:&lt;/strong&gt; Updated &lt;a href=&#34;/research/post-quantum-encryption/&#34;&gt;Post-Quantum Encryption section index&lt;/a&gt; — Phase 2 marked in progress; research phases table expanded.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/semiconductors/fabrication-equipment/lasertec/&#34;&gt;Lasertec&lt;/a&gt; — EUV mask inspection monopoly; TSE:6920; actinic inspection sole supplier; Japan export controls; FY2025 ¥251.5B revenue.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/semiconductors/&#34;&gt;Semiconductors section&lt;/a&gt; and &lt;a href=&#34;/research/semiconductors/fabrication-equipment/&#34;&gt;Fabrication Equipment subsection&lt;/a&gt; — supply chain table, public company index with TradingView widget, steering guide for equipment and export controls.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/&#34;&gt;Post-Quantum Encryption section&lt;/a&gt; — Phase 1 (networking): Sitehop, Juniper, and multi-vendor survey; Phase 2 (crypto) placeholder; full steering document with NIST FIPS 203/204/205 background.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/networking/sitehop-pqc-support/&#34;&gt;Sitehop&lt;/a&gt; — UK PQC networking startup; FPGA-accelerated ML-KEM IPsec; University of Bristol spin-out; claim verification: line-rate PQC partially verified, govt contracts unverified.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-15:&lt;/strong&gt; Created &lt;a href=&#34;/research/post-quantum-encryption/networking/juniper-pqc-support/&#34;&gt;Juniper PQC Support&lt;/a&gt; — Juniper (now HPE division) IKEv2/IPsec PQC roadmap; Junos OS status; GA release unconfirmed from public sources.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-14:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/d-wave/&#34;&gt;D-Wave Quantum&lt;/a&gt; — quantum annealer (not gate-based); Advantage2 4,400+ qubits; 2025 Science supremacy claim actively disputed; $550M QCI acquisition for gate-model entry.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/rigetti/&#34;&gt;Rigetti&lt;/a&gt; — Rigetti Computing (NASDAQ: RGTI) superconducting QPU vendor; Ankaa-3 84-qubit system; Fab-1 in-house foundry; FY2024 revenue $10.8M; documented 2022 roadmap miss.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/skywater-technology/&#34;&gt;SkyWater Technology&lt;/a&gt; — U.S. DOD Trusted Foundry; pending $1.8B IonQ acquisition (shareholder vote May 8, 2026); FY2025 revenue $442.1M. Updated IonQ entry and section index.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-07:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/psiquantum/&#34;&gt;PsiQuantum&lt;/a&gt; — silicon photonics FTQC startup; $2.32B raised; DARPA QBI US2QC final phase selected; Victor Peng Interim CEO (Feb 2026).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-06:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/ibm-quantum/&#34;&gt;IBM Quantum&lt;/a&gt; — superconducting QPU; qLDPC error correction progress; 2029/2033 FTQC roadmap; Qiskit cloud platform.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/&#34;&gt;quantum-computing section&lt;/a&gt; with initial entries: &lt;a href=&#34;/research/quantum-computing/ionq/&#34;&gt;IonQ&lt;/a&gt;, &lt;a href=&#34;/research/quantum-computing/quantinuum/&#34;&gt;Quantinuum&lt;/a&gt;, &lt;a href=&#34;/research/quantum-computing/xanadu/&#34;&gt;Xanadu&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/xanadu/&#34;&gt;Xanadu&lt;/a&gt; — photonic QC; Borealis Nature 2022 advantage claim; Aurora 12-qubit system; March 2026 IPO (XNDU); $250M+ raised.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/quantinuum/&#34;&gt;Quantinuum&lt;/a&gt; — trapped-ion; Helios 98 qubits, 99.921% 2Q fidelity; 94 logical qubits milestone; Honeywell ~54% ownership.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-05:&lt;/strong&gt; Created &lt;a href=&#34;/research/quantum-computing/ionq/&#34;&gt;IonQ&lt;/a&gt; — trapped-ion; Forte/Tempo hardware; FY2024/2025 revenue from SEC filings; Skyloom/SkyWater acquisitions; all-founder departures.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-04:&lt;/strong&gt; Reorganized &lt;a href=&#34;/research/energy/batteries/&#34;&gt;energy/batteries&lt;/a&gt; by value-chain layers; added cross-cutting insights and Q1 2026 updates across 12+ companies including tariff and supply chain impacts.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-04:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/batteries/hyperstrong/&#34;&gt;HyperStrong&lt;/a&gt; — top-5 global BESS integrator; added to Systems Integrators table.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;2026-04-04:&lt;/strong&gt; Created &lt;a href=&#34;/research/energy/batteries/cnte/&#34;&gt;CNTE&lt;/a&gt; — Contemporary Nebula Technology Energy battery entry.&lt;/li&gt;
&lt;/ul&gt;
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