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Sunday, November 1, 2026

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So you got an LLM to spin out a fancy DCF model for you, or maybe you hacked one together in Excel. How do you account for changes in outstanding shares? Most use a linear assumption. That might work for a company that throws off steady FCF, has limited SBC, and consistently buys back shares. For these, share count often shrinks predictably. But for money losing companies, its usually just a poorly reasoned throw-shit-at-the-wall guess. That's a problem. Dilution is the greatest threat to these names, and Wall Street's DCF models never give it serious contemplation. Example: show me an analyst who modeled in 2024 that $SPCE would 7x its outstanding share count. There are none.
@StableBread

Fajasy on X

TOYO Co., Ltd’s $TOYO strategy chief says full output at its Texas panel plant would bring in “about $140 million a year” of U.S. tax credits, 85.6% of its market cap, and $TOYO leaves them out of its forecasts. Regardless of how the four U.S. trade actions on its Ethiopian cells turn out, $TOYO’s answer is to make more in the U.S., which has plenty of panel capacity but few cell plants. The Solar Energy Industries Association’s October update counts 75.3 GW of operating U.S. module capacity, but $TOYO’s deck counts just 3.2 GW of operating U.S. cell capacity, citing SEIA’s September data, so most U.S. panel makers still rely on imported cells. Texas modules qualify for the Section 45X production credit, a U.S. tax credit earned on each unit of solar equipment made in the U.S. For modules, it’s $0.07/W at full value through 2029, then 75%, 50%, and 25% of full value in 2030-2032, and nothing after. $TOYO said on July 21 that its Texas subsidiary expects to be eligible to claim the credits for its 2025 tax year, which covers the plant’s first months of production. But Rhone Resch, $TOYO’s Chief Strategy Officer, said on the Q2 call that $TOYO will quantify the credits only after its tax, legal, and accounting work is done. For the panels themselves, $TOYO announced $185.6M of purchase orders under two master agreements with U.S. developers on June 10, and ~$240M of binding contracts signed “since mid-June” on September 28, with deliveries through H1 2027. The releases don’t say whether the two overlap, so to stay conservative, I only count the ~$240M. If priced like $TOYO’s H1 2026 module sales (~$0.25/W), ~$240M would be ~1 GW of panels, or ~6 months of the Texas plant’s 2 GW nameplate.

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TSOH Weekly Roundup (10/30/2026)

Markel spent $315 million repurchasing shares in Q3 as Thrive agreed to buy ADT for $7.6 billion and Hasbro cited rising adult toy demand.

BBW $327M
TSOH Investment Research 1 click

OSS Q3 FY12/26 Earnings Analysis

One Stop Systems grew Q3 continuing-operations revenue 36% to $12.6 million, raised FY2026 revenue guidance to $45 million, and used $11.8…

OSS $169M
Cestrian Capital Research 1 click

Namib Minerals: Research Flash

Namib Minerals’ How Mine mill reached 55,000 tonnes per month, 36% above prior capacity, while a proposed $30 million Ecobank facility…

NAMM $45M
Atrium Research - Equity Research 2 clicks

Bimergen Energy: Research Flash

Bimergen Energy filed for a Texas retail-power license to supply data centers directly and gained eligibility for federal contracts through…

BESS $15M
Atrium Research - Equity Research 3 clicks

Unicycive (UNCY):

Unicycive’s oxylanthanum carbonate NDA earned a March 25, 2027 PDUFA date after two manufacturing-related rejections, with no FDA clinical…

UNCY $104M
Triple S Special Situations Investing 4 clicks

Moon River Moly: Research Note

Moon River Moly’s updated Davidson PEA lifts after-tax NPV to $1.24 billion as flotation raises tungsten output 350% and cuts molybdenum…

MRIVF $22M
Atrium Research - Equity Research 4 clicks

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