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Today's read

Catalyst hitFRVOCommercial operation · 83

Capacity fundedAMPXDoD award · 60 conviction

Technology ≠ stockNVTS37 conviction

Technology ≠ entryCOHU52 after another rally

New research slotTSSIAI capacity · prove conversion

Week of Oct 04

Evidence check

Adoption ahead Balanced Expectations ahead
Research prices · Oct 02 close · Tap a row for the thesis

Follow the checks

Capital signals

Binding commitments behind power, packaging, fiber, cooling and firm electricity.

01Fervo → grid33 MW COD · Sep 30Revenue under a contracted PPA
02Amazon → Generac$2.4B initial deliveriesBackup power in 2027–28
03Amazon → QualcommMulti-generation silicon dealAI inference + 1.6T optical links
04NVIDIA → SB Energy / OpenAI$105B capped guarantee4.25 GW Ohio AI campus
05Google → Fervo396 MW · 15-year PPACape Station delivery from 2028
06Flex → EPC Power$4.4B acquisition15+ GW deployed power conversion
07Anthropic → ERock470 MW order$1.7B contracted backlog
08NVIDIA → Amkor$1.5B prepaymentAdvanced packaging capacity
09NVIDIA → Coherent + Lumentum$2B eachOptical interconnect and photonics
010Meta → CorningUp to $6BU.S. fiber and connectivity
011Hyperscaler → Modine>$4B capacity agreementData-center cooling
012Google → FervoUp to 3 GW frameworkEnhanced geothermal

Read: the less-crowded opportunity is the physical conversion layer, not “AI” as a label.

Decision log

Weekly decision log

Scores change only when the evidence changes.

Oct 042026
2 stronger · 1 weaker on price · 5 unchanged

Fervo reaches commercial operation; federal funding strengthens Amprius manufacturing.

FRVO rises to 83 after its first 33 MW GeoBlock met the contracted output threshold, declared commercial operation one day early and began generating revenue. AMPX rises to 60 after a milestone-based DoD manufacturing agreement made up to $75M available, with $22M obligated and no company cost share; this funds capacity but does not prove customer demand. COHU falls to 52 on price only after another 9.7% rise without a durable HPC booking. The other five theses did not change adoption stage.

1ITRI842AMKR843FRVO834EROC785SANM726AMPX607COHU528NVTS37

New-candidate scan

TSSI enters research; ACCV's discounted IPO still carries sponsor and dilution risk

TSSI

AI-integration capacity is real; concentration and valuation are not hidden

Q2 systems-integration revenue grew 46% and facilities-management revenue grew 84%. A $17M next-generation AI data-center investment is expected to begin converting into integration revenue in Q3. At $10.24 and roughly $289M of equity value, the attention gap is interesting—but about 79× trailing earnings, cancelable contracts and customer concentration block promotion. Falsifier: Q3 fails to convert the investment into integration revenue and gross profit.

Evidence ↗
BTDR

Real prepayments; larger expansion still needs customers

Bitdeer's 9.5 MW A102 site is sold out under five-year commitments exceeding $800M, with customer prepayments expected to cover more than 50% of capex. Against a Sep. 25 equity value near $1.58B, that deserves research. But A201 and A202—86.8 MW combined—had no offtake commitments as of September 14. Falsifier: A102 misses Q1 2027 energization or prepayments fail to limit capital strain.

Evidence ↗
ACCV

IPO priced down; sponsor exit and dilution still dominate

Accelevation priced at $18, below the $20–24 range, and closed October 2 at $17.72. The backlog is real, but only 10M of 30M offered shares came from the company; selling stockholders supplied 20M, with another 4.5M-share option. The filing implies about $3.94B of equity value and substantial tangible-book dilution. A discount to the offer does not yet create an attention gap. Falsifier: backlog fails to convert into revenue and cash after the IPO.

Evidence ↗
FPS

Exceptional paid adoption; valuation closes the gap

Forgent reported $1.50B of quarterly bookings, 3.3× book-to-bill and $3.0B backlog, with Q4 adjusted EBITDA margin of 24.4%. A $35M Tijuana expansion will lift total revenue capacity toward $5.8B. At $39.44 and roughly 304.5M Class A and B shares, the implied equity value is about $12B: excellent operating evidence, but not an underfollowed bargain.

Evidence ↗
FCEL

Paid reservation; economics and dilution block promotion

FuelCell Energy has a paid 75 MW data-center capacity reservation, a firm 30 MW initial Fit Energy phase and $1.3B of committed backlog. The remaining $2.35B awarded backlog is optional, Q3 gross loss was $24.5M on $33.0M revenue, and shares outstanding rose from 46.1M to 80.0M in nine months. At a Sep. 11 equity value near $1.12B, this is high-signal research—not an attractive stock yet.

Evidence ↗
FLNC

Backlog-price gap; execution blocks promotion

Fluence has $6.4B of backlog and $850M of data-center business against a Sep. 11 equity value near $1.37B. But Q3 gross margin fell to 5.1%, net loss was $44M, and $400M of deliveries slipped because new manufacturing facilities lagged. Real adoption; not yet an investable execution profile.

Evidence ↗
DUOT

Paid adoption; dilution is the catch

Five-year hosting agreements total 65 MW and more than $611M, while 25 MW is contracted for 2026. At a Sep. 11 equity value near $294M the attention gap persists—but prior share growth plus pre-funded warrants keep dilution central. Research slot only.

Evidence ↗
POWL

Price cooled; still not undiscovered

At $182.50, the operating evidence is unchanged: $934M of quarterly orders, 3.0× book-to-bill and $2.4B backlog. At about 35× trailing earnings and a $6.7B equity value, adoption remains better than the attention gap.

Evidence ↗
GNRC

Amazon validates adoption; the stock catches up

A long-term Amazon agreement covers about $2.4B of expected 2027–28 deliveries and a warrant whose later tranches vest as purchases rise toward $8B. The deal is decisive paid-adoption proof, but the shares jumped and closed at $207.44, about a $12.4B equity value and 48× trailing earnings. The technology and demand strengthened more than the stock opportunity.

Evidence ↗
FLEX

800V control group; scale is already expensive

Flex agreed to pay $4.4B for EPC Power, which reports more than 15 GW deployed and expects about $800M of 2026 revenue. The deal validates 800V power conversion while raising integration, debt/equity financing and valuation risk; at roughly 41× trailing earnings, this is a competitive benchmark, not an underfollowed bargain.

Evidence ↗

Reference shelf

Research & method

Kept here when you need it—not in the way of the daily scan.

AI investing researchLive, forward-paper and backtests · updated Oct 04+
01

Autonomous Market Intelligence

Forward-collected paper strategy · not real-money live

Daily Russell 1000 predictions have been generated out of sample since April 2025 with autonomous web research. The reported top-20 long portfolio produced positive factor-adjusted returns, but the signal was concentrated in the very top names and remains a research portfolio rather than deployed capital.

Inspect the project ↗
02

KTD-Fin

Leakage-controlled historical benchmark · not live

A masked CSI 300 evaluation with Barra attribution found that apparent gains were largely market and style exposure, with limited persistent stock-selection alpha. It is a useful warning that fluent rationales do not establish security-selection skill.

Inspect the project ↗
03

NextFund

Live-market evaluation infrastructure · no verified returns

Time-consistent market access and persistent logs connect each observation, justification and trade across U.S., Hong Kong and China A-share markets. That improves auditability, but the paper reports a platform demonstration—not evidence of excess returns.

Inspect the project ↗
04

DX production fleets

Forward live · real-money + live-price paper fleets

A six-month record covers 3,505 real-ETH agents and 500–599 mostly paper perpetuals agents. Neither fleet showed a directional edge: only 16.2% of the real-money vaults finished profitable, while the paper fleet lost money and trailed matched retail. Controls and order-path mechanics mattered more than prompt prose.

Inspect the project ↗
05

FinSkillBench

Point-in-time task benchmark · not live trading

Across 9 models and 2,603 investment-management episodes, curated procedural skills lifted mean scores from 0.366 to 0.528; agents writing their own skills gained little. Reliable process scaffolding mattered more than improvised prompt complexity.

Inspect the project ↗
06

LLM Trading Lab

Forward-only, public microcap experiment

Excellent transparency: daily logs, trades, benchmarks and risk rules. Early gains are interesting, but one tiny portfolio is not statistical proof.

Inspect the project ↗
07

1rok

Forward test · public paper accounts

Seven models receive the same tools, prompts and $100K paper accounts on a weekly clock. The open harness is useful because research and order execution are separate; its leaderboard is evidence about one live paper protocol, not real-money alpha.

Inspect the project ↗
08

InvestLogicBench2026

Forward test · simulated capital

Across seven weeks, most agents trailed SPY; the best general reasoning scores did not predict returns. The durable lesson is to score event selection and thesis continuity, not model prestige.

Inspect the project ↗
09

AQuA

Causal walk-forward backtest · not live

Self-improving research agents carried empirical beliefs across runs inside sealed evaluation sandboxes. Promising process evidence, but still historical and not a forward portfolio result.

Inspect the project ↗
010

CLQT benchmark

Backtest + four-week live paper track

The best Sharpe ratio was not the most capable agent. Models often traded in the direction of their analysis but sized positions inconsistently with their own reasoning.

Inspect the project ↗
011

FIDES

Out-of-sample backtest protocol · not live

FIDES checks whether an agent's prose, code and realized track record describe the same strategy. Only 2 of 40 generated strategies beat buy-and-hold, and claimed outperformance was badly calibrated.

Inspect the project ↗
012

builderr Trading Agent

Forward test · shared paper sandbox

Its July 7–September 4 round used common fills, fixed risk limits and a public agent brief. The repository describes the protocol but does not yet publish a final leaderboard, so no performance claim is credited.

Inspect the project ↗
013

Vibe-Trading

Open-source prompts and tooling · no verified returns

A useful library of research, backtest and bull/bear committee prompts with explicit paper/live connector controls. It is implementation evidence—not evidence that the generated strategies outperform.

Inspect the project ↗
New findingNo new verified real-money alpha surfaced. Autonomous Market Intelligence offers encouraging forward-collected, out-of-sample paper evidence, while KTD-Fin's masked historical benchmark attributes much apparent performance to market and style exposure. The labels matter: a forward-collected paper portfolio is stronger than a conventional backtest, but it is still not live capital or proof of durable alpha.
Weekly research protocol4 evidence rules + prompt+
  1. 01
    Prove adoption

    Rank prepayments, binding orders and paid deployments above pilots and MOUs.

  2. 02
    Price expectations

    Measure valuation, attention, financing needs and what success the stock assumes.

  3. 03
    Force a bear case

    Name one observable catalyst and one falsifier before assigning conviction.

  4. 04
    Compare last week

    Change the score only when evidence changes. “No change” is valid.

WEEKLY_REVIEW.md
OBJECTIVE
Find adoption–expectations gaps.

FOR EACH TICKER
1. Point-in-time evidence + source
2. Theme revenue materiality
3. Adoption score (0–5)
4. Expectations score (0–5)
5. Catalyst and falsifier
6. Conviction delta vs prior week
7. Explicit no-action reasons

RULES
Primary sources first. No lookahead.
Mark missing data. Never invent a
price target or weekly change.
Sources & standardsPrimary evidence first+

Company filings, earnings releases and binding commercial announcements anchor the stock work. Public repositories and papers anchor the AI-agent research. Watchlist prices are research snapshots; the top tape supplies current market context.