Reddit Scrape Analysis — 2026-03-21 #
Methodology #
- 49 subreddits scraped (all non-biotech subs from
/home/pengacau/torrent-downloader/reddit-scrape-2026-03-21/)
- 3-stage pipeline: (1) ticker extraction with engagement-weighted scoring, (2) thesis content extraction, (3) stock-data-analyst verification
- Applied shr-021 (squeeze criteria), shr-025 (ATM dilution), shr-026 (verify every claim)
- Expanded beyond squeeze to include: value, turnaround, growth inflection, event-driven, short/puts
Key Finding #
Per shr-026: every single reddit thesis had material misrepresentations — inflated SI, omitted dilution, fake price targets, channel memberships presented as contracts.
TIER 1: Actionable / Worth Monitoring #
RILY (BRC Group Holdings, fka B. Riley Financial) — TURNAROUND + SQUEEZE #
- Price: $7.09 | MCap: $247M | SI: 24.98% | DTC: 7.76 | Float: 19M
- Thesis: Financial co emerging from crisis. Net debt $1.4B→$620M. FY2025 prelim $275M profit (mostly asset sales). First clean 10-K due Mar 31, 2026.
- 2-3x path: SEC/DOJ close without charges → re-rating from 2x operating EBITDA to 5x = $14+
- Key risk: Kahn (Riley's 20-year partner) pled guilty Dec 2025 and is cooperating. No insider buying. Negative book value.
- Decision: PASS for now. Wait for Mar 31 10-K. Buy breakout above $10 if legal clears.
- Alerts set: RILY-LEGAL-FAIL (<$5), RILY-10K-BREAKOUT (>$10), RILY-SQUEEZE (>$14)
- Full report:
output/research/stocks/RILY/rily_verification.md
WBD (Warner Bros Discovery) — SHORT / PUTS (not actionable on DEGIRO) #
- Price: $27.42 | Deal price: $31/share (Paramount)
- Thesis: Paramount-WBD deal collapses. Paramount junk-rated at 7x leverage. DOJ review active. WBD was $7.50 before M&A.
- Trade: Jan 2027 $12 puts at $0.12 ($207 for 23 contracts = defined risk)
- Key risk: Deal actually closes (80-85% historical completion rate). $7B breakup fee = $2.82/share floor.
- Omissions: Netflix deal is dead (Feb 26). Active deal is Paramount at $31. Trump bought $1.1M in WBD/Netflix bonds (conflict of interest).
- Decision: Best asymmetric bet in the scrape, but requires US options access (not available on DEGIRO).
- Full report:
output/research/stocks/WBD/wbd_analysis.md
SMCI (Super Micro Computer) — SHORT / PUTS (not actionable on DEGIRO) #
- Price: $20.53 | MCap: $12.3B | SI: 19-24%
- Thesis: 4th governance crisis in 12 years. Co-founder arrested for smuggling $2.5B in Nvidia servers to China. EY resigned 2024. DOJ+SEC+BIS all active. $10.6B inventory overhang.
- Trade: May/Jun 2026 puts to capture earnings miss (Q2 revenue was pull-forward) + analyst downgrade wave
- Key risk: IV at 100-137% — puts are extremely expensive. Already -67% from high. Forward P/E 6.9x attracts value buyers.
- Decision: Thesis is correct but easy money is gone. Requires options access.
- Full report:
output/research/stocks/SMCI/smci_analysis.md
TIER 2: Verified and Rejected #
SOC (Sable Offshore) — SQUEEZE (PASS) #
- SI 43.6%, DTC 6.2 — real squeeze mechanics. Pipeline restarted Mar 14, first oil sales Apr 1.
- Why rejected: $250M ATM = structural ceiling (shr-025). $625M Exxon loan at 15% PIK due Jul '26. CA AG appealing. Already 4x'd from $4→$16.
HNST (Honest Company) — TURNAROUND (PASS) #
- Turnaround was real Q1-Q3 2025 (3 consecutive profitable quarters). Then Q4 blew up.
- Why rejected: FY2026 guide -18% revenue. Entire C-suite sold $11.6M on same day (Mar 5). Revenue contracting, not inflecting.
- Full report:
output/research/stocks/HNST/hnst_analysis.md
HIMX (Himax Technologies) — AI OPTICS (PASS) #
- Nvidia CPO thesis plausible (patent evidence, CEO comments) but unconfirmed. Revenue 2027-28 story.
- Why rejected: $300 PT fabricated (highest analyst is $10). 2.6% SI. Hunterbrook spike reversed 71%. Not a 2-3x in months.
GCTS (GCT Semiconductor) — 5G INFLECTION (PASS) #
- Skylo/Globalstar partnerships real. Satellite licensing deal real.
- Why rejected: Going concern risk. Revenue collapsed 83%. 52% dilution in 18mo. $8M cash vs $65M debt.
BMR (Beamr Imaging) — AI COMPRESSION (PASS) #
- 53 patents and Emmy real. JioHotstar/Netflix customers real.
- Why rejected: NVIDIA/AWS are channel memberships, NOT contracts. 5yr flat revenue at $3M. Hitting 52-week lows.
JAGU (Jaguar Uranium) — URANIUM EXPLORER (PASS) #
- Claims mostly true (5.5M float, $4 IPO, IsoEnergy buying). No dilution filed.
- Why rejected: 0.08% SI. Pre-revenue. -61% since IPO in 38 days. Lock-up cliff Aug '26. REE angle is 3 days old.
USEG (US Energy Corp) — OIL+HELIUM (HARD PASS) #
- Why rejected: Classic pump. 4.2% SI. Insider sold $5M into rallies. Company offered shares at $1.00 during spike. Shares +90% in 15mo. Zero helium revenue. Revenue -83% over 3 years.
Subreddits by Signal Quality #
| Sub |
Quality |
Notes |
| maxjustrisk |
HIGH |
WBD thesis was well-reasoned, novel, with options structure |
| ValueInvesting |
MEDIUM |
Decent discussion quality but mostly mega-cap |
| thetagang |
MEDIUM |
Practical options discussion, SMCI wheel thread useful |
| SqueezePlays/Shortsqueeze |
LOW |
SqueezeFinder data useful for ticker screening, theses are promotional |
| pennystocks/10xpennystocks |
VERY LOW |
Almost entirely promotional, every thesis had material misrepresentations |
| tenbaggerstockpicks |
VERY LOW |
Promotional micro-caps with triple-digit "growth" from tiny bases |
Lessons for Future Scrapes #
- maxjustrisk is the highest signal sub — small community, contrarian theses, options-literate
- SqueezeFinder tickers are useful as a SCREENING tool (Stage 1) but never as actionable analysis (shr-026)
- Bearish/short theses are underrepresented in reddit scrapes — most subs have long bias. Specifically scan for bearish keywords.
- Turnaround plays need insider buying confirmation (shr-002) — RILY and HNST both lacked it
- The 3-stage pipeline works — Stage 3 verification caught material issues in 100% of candidates
Analysis date: 2026-03-21
Data source: /home/pengacau/torrent-downloader/reddit-scrape-2026-03-21/
Verified via: 10 stock-data-analyst agents (SOC, JAGU, GCTS, HIMX, BMR, USEG, WBD, SMCI, RILY, HNST)