Dual-host deployment
Primary host plus a hot mirror for redundancy — no single point of failure.
// FL1_Pipeline · System Active
Not an RSS reader.
A conviction engine.
37
Companies
27
Source Domains
4,300+
Signals / Day
3
gpt-5.4 Passes
8
Signal Types
4
Languages
16+
Intelligence Fetchers
12+
Intelligence Features
341
Briefs Archived
67/67
Tests Passing
31
Companies Actively Reporting
5min
Watchdog Interval
// Pipeline_Architecture
FL1 is a five-stage pipeline — discover, filter, verify, classify, deliver — built around a single fund's specific watchlist. Hard keyword gates. Up to three sequential gpt-5.4 verification passes. Direct SEC EDGAR polling that catches a filing before any journalist writes it up. A self-maintaining momentum index, a 13D/13G whale-watch, prediction-market-derived IPO odds, and a warm/cold ledger that tracks whether FL1's own early calls actually played out. This is what it does, feature by feature, with the real numbers behind it.
01 · Discovery
A collection of fetchers, not one big scraper
Sixteen-plus intelligence fetchers each run on their own cadence: RSS-based news search across two parallel tracks, SEC EDGAR full-text search, Form 4 insider-buy filings, Greenhouse job boards, GitHub org activity, Polymarket's Gamma API, Tranco rank exports, iTunes podcast search, and court records — roughly 1,100+ search queries per ingestion cycle, run multiple times a day. The General Track covers regional editions per company; the Authoritative Track runs a dedicated site-level query against every credibility-tiered domain, for every company, every cycle.
Source credibility tiers — all 27 domains, each badge shown in the digest
Bloomberg
Reuters
WSJ
FT
The Information
Barron's
MarketWatch
Seeking Alpha
Investing.com
MarketScreener
Yahoo Finance
ION Analytics
AIN West
TechCrunch
Forbes
CNBC
Wired
VentureBeat
AP News
CoinDesk
The Block
Decrypt
PR Newswire
BusinessWire
GlobeNewswire
LinkedIn
(IPO / funding / M&A signals only)
Financial & investigative
Bloomberg
Reuters
WSJ
FT
The Information
Barron's
Markets & deal data
MarketWatch
Seeking Alpha
Investing.com
MarketScreener
Yahoo Finance
ION Analytics
AIN West
Tech & business press
TechCrunch
Forbes
CNBC
Wired
VentureBeat
AP News
Specialist crypto press
CoinDesk
The Block
Decrypt
Official wires & networks
PR Newswire
BusinessWire
GlobeNewswire
LinkedIn
(IPO / funding / M&A signals only)
02 · Hard Gates
Cheap, deterministic, free — and it kills most of the noise
Every candidate is checked against per-company allow/deny lists before a single model token is spent. This is stage zero of a pipeline that gets more expensive and more discriminating at every later stage — necessary, but nowhere near sufficient on its own. LinkedIn gets its own layer: only IPO, funding, and M&A signals pass; job posts, open roles, and "excited to share" personal posts are killed on arrival, across the entire watchlist.
False positives killed by hard gates
Trax
Lambda Labs
Temporal
Discord
LinkedIn
BLOCKED
Chevrolet Trax SUV reviews, automotive recalls → tracking Trax (retail analytics)
BLOCKED
AWS Lambda docs, serverless function tutorials → tracking Lambda Labs (GPU cloud)
BLOCKED
Neuroscience papers, temporal lobe studies → tracking Temporal (workflow orchestration)
BLOCKED
"Discord among lawmakers," social conflict coverage → tracking Discord (messaging platform)
BLOCKED
LinkedIn job posts, open roles, "excited to share" personal posts → all 37 companies
Trax
Lambda Labs
Temporal
Discord
LinkedIn
03 · Relevance Check
Kraken
Plaid
ElevenLabs
Klarna
Supabase
gpt-5.4 · strict companies only
A backstop for the ambiguity hard gates can't anticipate
Run only where a company's name history has actually shown it's needed — Kraken, Plaid, ElevenLabs, Klarna, Supabase, and a handful of others — gpt-5.4 confirms the article is substantively about the company, not a coincidental name match or a passing one-line mention. Running it universally would be needless spend on names that never collide with anything.
Kraken
Plaid
ElevenLabs
Klarna
Supabase
04 · Quality Gate
gpt-5.4 · all articles
The workhorse — and where most rejections happen
Runs on every article that reaches it, not a scoped subset. Rejects four recurring patterns: duplicate coverage of an event twelve outlets already wrote up, boilerplate press releases restating a prior announcement, opinion pieces with no new factual content, and a company appearing as one incidental name in a "20 startups to watch" roundup rather than being the actual subject.
05 · IPO Signal Scan
gpt-5.4 + SEC EDGAR
Two independent channels, deliberately redundant
A dedicated pass reads for S-1/F-1 filings, underwriter selection, crossover rounds, confidential filings, direct listing or SPAC announcements, and roadshow confirmations — in parallel with a direct, independent poll of SEC EDGAR's full-text search API. A registration statement can be caught purely from landing on EDGAR, before any journalist has written about it at all. A signal missed by one channel is often caught by the other; one confirmed by both carries higher confidence than either alone.
06 · Brief Generation
3,500 words in. 3 sentences out.
Full article bodyreadability-lxml strips ads and boilerplate, feeding up to 3,500 words of actual article text to gpt-5.4 — not a 200-character RSS snippet.
Fixed output frameOutput is a fixed structure: fact + key numbers · investment implication · one forward trigger.
Cached translationsTranslated into RU · EN · AR · ES via gpt-5.4-mini and disk-cached — the same translation is never generated twice.
Live pipeline output — sample briefs
ElevenLabs
SpaceX
Funding
TechCrunch
TechCrunch
ElevenLabs
Fact
ElevenLabs closed a Series C at an $11B valuation, extending its lead as the dominant AI voice synthesis platform with no close competitor at scale.
Implication
At this valuation, strategic acquirers face a rapidly closing window — consolidation cost rises materially with each round.
Watch
Underwriter selection and S-1 timeline, given the crossover structure of the round.
IPO Signal
Reuters
Reuters
SpaceX
Fact
SpaceX's Starlink unit is trading at approximately $2.6T in secondary markets ahead of a potential direct listing.
Implication
Secondary premium at this scale implies strong institutional demand — a direct listing would be the largest in US market history.
Watch
SEC registration statement and any Musk commentary on structure or timeline.
Outcome: SpaceX debuted on NASDAQ (SPCX) in June 2026. Subscribers had the secondary-pricing signal in their digest months before the bell.
07 · Delivery & Reliability
Four daily slots. One weekly IPO digest. Infrastructure built to actually stay up.
08:00
14:00
20:00
23:00
Digests drop at 08:00, 14:00, 20:00, and 23:00 Moscow time — each subscriber picks their own slots.
Every Monday at 10:00 MSK a dedicated IPO/S-1 digest compiles all pre-IPO signals from the week.
Beyond the shared digest, each subscriber can maintain a personal watchlist, and FL1 generates a personalized brief after every send scoped to their own tracked subset.
Every item is simultaneously mirrored to the live web dashboard with company filters, signal-type tabs, date range, and full-text search.
Reliability engineering
08 operational controlsAutomated watchdog
Restarts a failed process within 5 minutes, every time.
Health & heartbeat checks
Health endpoint plus heartbeat file, gated on a conservative dual condition to avoid false-positive restarts.
Nightly offsite backup
To a private repository, independent of the same-host backup.
Global error handler
One bad fetch or malformed update can't crash the whole pipeline.
Prompt-injection guard
Every AI prompt wraps untrusted article text in explicit delimiters — a planted "ignore prior instructions" can't hijack a model call.
67 passing unit tests
Covering the pipeline end to end.
Warm/cold catch ledger
Tracks every early signal against what actually happened — the honest, self-reported edge behind every call.
// Live_Dashboard
dashboard
Dashboard Screenshot
api.klymo.net/fl1/
// Signal_Intelligence_Suite · Beyond the digest
The three-pass verification pipeline is the core, but it's surrounded by sixteen-plus purpose-built features that turn raw coverage into an ambient sense of what's moving across the whole watchlist. — a live reel; hover to pause & read
trending_up
Momentum Index & /heat
A 0–100 score per company with a seven-day decay, so it reflects recent signal density, not an undifferentiated all-time count. Rolls up by sector, too.
warning
Risk Radar
Flags any company whose coverage includes a regulatory, legal, or otherwise risk-relevant signal — a fast visual scan without reading every brief.
table_chart
Deal Tape
Deal size, round type, and investor names extracted via structured model calls into queryable fields — not prose a downstream system has to re-parse.
code
GitHub Activity Tracking
Watches org-level GitHub activity for tracked companies with a public presence — commits, releases, repo changes — against a diffing baseline so only genuinely new activity surfaces, as its own signal category.
military_tech
Senior-Hire Radar
A dedicated feed for executive-level hiring across the watchlist — CEO/CFO/CTO appointments and departures — captured in a running headcount table, separate from general news coverage.
account_balance
Form 4 Insider Buys
Tracks SEC Form 4 filings for tracked companies that are already public — insider buying activity that often moves before the wider market notices.
monitoring
Market Header Line
NASDAQ, S&P 500, an IPO-focused ETF proxy, and the VIX — a one-line macro backdrop on relevant communications, no separate terminal required.
query_stats
Polymarket IPO Odds
Polls prediction-market-implied odds on IPO-relevant questions and alerts whenever a tracked market's implied probability moves 5+ points within a week.
visibility
SC 13D/13G Whale Watch
For tracked companies that are already public, direct EDGAR full-text search against the filings large shareholders (5%+ stakes) are required to submit.
forum
Rumor Signal Classification
Speculative phrasing like "weighs IPO" gets classified as a rumor, not a confirmed IPO signal — checked first, ahead of the more specific categories.
public
Tranco Web-Rank Momentum
Tracks each company's domain-rank trend daily, alerting on a ±15–25% weekly swing — can catch a product going viral days before it shows up in the press.
podcasts
Podcast Radar
Tracks podcast-episode mentions via Apple's iTunes Search API, gated through the same quality filter used elsewhere so noisy transcripts don't flood the feed.
fact_check
Warm/Cold Catch Ledger
Every early signal is tagged warm (validated) or cold (didn't pan out) once it resolves, feeding a running, self-reported "edge" KPI in /receipts.
thumbs_up_down
Subscriber Feedback Loop
Subscribers vote on individual briefs. Coverage enough of them flag as noise gets suppressed for everyone else on the same digest — the pipeline gets quieter over time, not louder.
mic
Weekly Voice Briefing + IC Memo
Every Friday: an ElevenLabs-voiced spoken briefing of the week's most decision-relevant signals, alongside the written Investment Committee memo and a momentum chart card — read it, listen to it, or glance at it.
picture_as_pdf
Weekly PDF Memo
A downloadable PDF of the weekly memo, with a bundled font so Cyrillic-language content actually renders instead of falling back to missing-glyph boxes.
// Signal_Taxonomy · Auto-classified on every article
Auto-detection runs on title and full body before brief generation. The IPO scanner monitors the IPO Signal category across all 37 companies simultaneously, every cycle.
show_chart
IPO Signal
S-1, underwriters, crossover rounds, direct listing, roadshow
compare_arrows
M&A
Acquisitions, mergers, strategic deals, buyouts
payments
Funding
Series A–F, growth equity, valuation marks
rocket_launch
Product
Launches, new features, platform updates
handshake
Partnership
Strategic agreements, integrations, joint ventures
manage_accounts
Team
CEO/CFO/CTO hires, executive appointments & departures
gavel
Regulatory
SEC, CFTC, lawsuits, settlements, investigations
bar_chart
Results
Revenue, ARR, GMV, growth metrics, earnings
// Company_Profiles · Weekly deep-refresh
Not just headlines. A living profile for every company.
Every Monday a separate pipeline rebuilds a structured profile for all 37 companies — stage, latest round, valuation, and IPO likelihood — and keeps it on the dashboard next to the news feed.
Funding read from SEC Form D filings — round size and investor names parsed from the filing XML within a 14-day window, not from press coverage.
S-1 / F-1 checks against EDGAR full-text search on a 90-day window, per company, every run.
Sector feeds per company — CoinDesk for crypto names, 
SpaceNews for space, 
IEEE Spectrum for robotics, 
PYMNTS for fintech.
CoinDesk for crypto names, SpaceNews for space, IEEE Spectrum for robotics, PYMNTS for fintech.A weekly gpt-5.4 curator re-reads recent headlines and overlays funding updates only when confidence is high — stale data is flagged, never silently kept.
Live quotes after the bell — tracked names that list keep their coverage, with stock prices refreshed every 5 minutes during market hours.
Sample profile card — as shown on the dashboard
ElevenLabs
Late-stage private · AI
Tracked to the bell: two watchlist companies have gone public under FL1 coverage — Klarna (NYSE:KLAR, Sep 2025) and SpaceX (NASDAQ:SPCX, Jun 2026). Their profiles switched to live 5-minute quotes the week they listed.
ElevenLabsLatest round
Series C · $11B valuation
Source
SEC Form D + press cross-check
IPO watch
Crossover round structure · no S-1 on EDGAR yet
Freshness
Verified this week · not stale
// Command_Reference · Everything works on-demand, not just on a schedule
A digest you can query, not just receive
Same live archiveEvery command runs against the same live archive that feeds the digests.
Analyst controlAn analyst can pull history, check the system's own accuracy, or scope a personal watchlist without waiting for the next scheduled send.
Direct tooling pathTwo authenticated JSON endpoints expose the momentum index and the edge KPI directly, for tooling that shouldn't have to go through Telegram at all.
Public API
/api/momentumAuthenticated JSON endpoint for the momentum index./api/receiptsAuthenticated JSON endpoint for the edge KPI.Telegram Bot Commands
/ask— free-form Q&A against tracked companies, routed through gpt-5.4
/heat— the momentum-index leaderboard
/deals— the structured deal tape
/watch— manage a personal watchlist subset
/history— prior coverage for a company from the archive
/receipts— the warm/cold catch ledger and edge KPI
/precision— the system's own self-reported accuracy metrics
/h1b— H-1B filing lookups tied to hiring patterns
// Real_Numbers · Pulled directly from the live system, not estimated
341
Briefs archived, Jul 1–4, 2026
Every brief in the archive passed three consecutive filter layers — duplicate coverage, PR filler, and passing mentions are calibrated out before anything reaches you. Roughly 1,100+ raw queries run per ingestion cycle; on the order of 2% of that scanned volume survives to become an actual delivered brief — about 85 verified briefs a day across the active watchlist. What's in the archive earned its way there. Your analysts decide instead of discard.
Top tracked companies by archived coverage
Polymarket
SpaceX
Klarna
Kraken
Apptronik
Crusoe
Plaid
Payward
Discord
ElevenLabs
"
The impact was immediate. We've reduced repetitive tasks dramatically, and the system saves our team approximately 15 hours every single day. That time is now reinvested into growth and customer-facing work.
The pipeline is live.
See it yourself.
Every brief from the last 30 days is on the dashboard now — searchable by company, signal type, and date. Book an audit to discuss a pipeline built around your fund's specific thesis.