ForcedAlpha
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DURABILITY

Capital Clock vs Knowledge Clock

Markets assume new supply appears once capital is deployed. It often does not. ForcedAlpha separates bottlenecks that resolve with capex from bottlenecks protected by tacit operator knowledge — process recipes, qualification cycles, co-development history, and floor-level judgment that no amount of funding fast-tracks.

Capital Clock
3–5 years
Equipment, permits, financing. Resolves once the money is spent.
Knowledge Clock
~10 years
Trained operators, trade secrets, process tuning. Resolves only once the people exist.

This lets the graph flag durability mispricing — where the market sees funded capacity, but the operating knowledge does not yet exist. In rare-earth separation, Lynas had already paid down years of operator learning through its Malaysia processing operation, while greenfield entrants still face the gap between a funded plant and a running one.

Soft-signal layer: informs bottleneck duration, not severity or return scoring.

VALIDATION

Markets Test the Model

CAUSAL CHAIN VALIDATED BY MARKET
Mapped Before the Market Repriced Them
Mar 2026
Each company below entered the graph on the date shown and sits in the III−V compound semiconductor chain — substrates, epiwafers, transceivers — with its dependencies wired and tracked. AXTI and Wolfspeed now carry near-monopoly chokepoint ratings; AAOI is wired one layer downstream. Entry price is fixed to the graph-entry date; the return updates live as we monitor it.
WOLF +224%
SiC substrates · in graph since Mar 16
AXTI +117%
InP substrates · in graph since Mar 15
AAOI +51%
800G transceivers · in graph since Mar 25
Each graph-entry date is a timestamped git commit.
Return from each ticker's graph-entry date to current price. Updated daily.
5 LIVE CASEFILES · ALL FALSIFIABLE · MONITORED NIGHTLY
SEV 5
13 Atoms
SEV 5
Sulfuric Acid
SEV 4
NDAA Rare Earth
SEV 4
November Cliff
SEV 4
Japan $24T

Full benchmark with sources → · Full track record →

LIVE API

Query the Graph Yourself

The knowledge graph is queryable via API. Authenticated access, sub-4ms graph response.

GET /v1/intelligence/cascade/bromine?scenario=current
{
  "execution_time_ms": 2.41,
  "cascade_depth": 4,
  "breaks": {
    "count": 7,
    "cap_at_risk_b": 142.3,
    "top": ["SK_HYNIX", "SAMSUNG_ELEC", "korean_hbr_converters"]
  },
  "stresses": {
    "count": 23,
    "cap_exposed_b": 4218.7,
    "top": ["NVDA", "TSM", "INTC", "AMD"]
  },
  "insight": "Bromine disruption cascades through FR-4 substrates to HBM packaging. M input gates B+ downstream revenue. 25,000:1 asymmetry."
}
/node/{id}
Lookup
/node/{id}/cascade
Cascade
/search
Search
/chokepoints
Chokepoints
/meta
Graph Stats
3.87ms response time
·
API key authenticated
·
API docs available on request
WHO'S PAYING ATTENTION

The people who should notice did.

ORACLE / IBM / TELSTRA
Craig Tindale
Ex-Regional VP at Oracle, IBM, and Telstra across Asia-Pacific. Author of Critical Materials: A Strategic Analysis — gained the direct attention of the White House and the Pentagon, per the Financial Times.
“This is an exceptional report by @forced_alpha. The lack of industrial redundancy across the western global supply chains is not well realised. Twenty points of failure in the Japanese industrial base currently command over twenty-three trillion dollars in downstream value.”
45.8K views · 84 retweets · 338 likes · 300 saves
source →
GENERAL INNOVATION CAPITAL
Daniel Lane
Managing Director, General Innovation Capital. Discovered via X — on Pro trial.
“Awesome stuff you’re building.”
ON DECK / SOLO FOUNDERS
Julian Weisser
Co-founder of On Deck (1,000 startups, $10B portfolio). Founder, Solo Founders. Saw our X article — DM.
“Loved your last article.”
BOOZ ALLEN / KPMG
Aman Dar
Ex-Booz Allen Hamilton (Strategic Innovations, defense clearance). Now KPMG Deal Advisory.
“It reads like a DIA brief. It updates like a Bloomberg terminal.”
DATA QUALITY

Graph Precision Benchmark

200 edges randomly sampled using stratified methodology and independently verified against sources. Every claim is spot-checkable.

91%+
PRECISION
200
EDGES VERIFIED
13
FALSE EDGES FOUND
supplies_to
97.8%
produces
100%
depends_on
95.0%
competes_with
91.7%
enables
88.9%
constrains
70.0%

Core supply chain edges (supplies_to, produces, depends_on) are 95%+ accurate. 13 false edges publicly listed with corrections.

VIEW FULL BENCHMARK WITH SOURCES →
THESIS ENGINE

Every thesis has a kill condition

We do not make black-box predictions. We track falsifiable claims against primary sources — and publish when we're wrong. Below is a real example: a thesis that triggered an automated challenge, underwent human review, and was upheld with documented reasoning.

Case: China Sulfuric Acid Export Halt — Bloomberg (Julian Luk, James Attwood)
CONFIRMED
Apr 12
CHALLENGED
Apr 18
HUMAN REVIEW
Apr 18
CONFIRMED
Apr 23
Apr 12, 2026
CONFIRMED
Bloomberg confirms informal administrative guidance halting sulfuric acid exports from May 2026
Apr 18, 2026
CHALLENGED
Automated source checker flags: no formal MOFCOM regulatory instrument found at official URL
Apr 18, 2026
HUMAN REVIEW
The automated checker flagged a discrepancy between the Bloomberg report and the absence of a formal regulatory instrument. Human review determined the distinction between informal administrative guidance and formal regulatory action — and the thesis was upheld with documented reasoning.
Apr 23, 2026
CONFIRMED
Thesis stabilized: the distinction between informal administrative guidance and formal regulatory action is now documented in the registry
KILL CONDITION
A formal regulatory reversal by Chinese authorities, or resumption of smelter byproduct acid exports at pre-halt volumes.
CASCADE MAP

One molecule. Five industries.

Sulfuric acid is an invisible chokepoint — a mandatory byproduct of hydrocarbon processing that cannot be independently scaled. When supply disrupts, five separate industries feel it.

H₂SO₄
sulfuric acid
Copper Mining
SX-EW (solvent extraction-electrowinning) leaching requires sulfuric acid as a reagent
Codelco Gabriela Mistral — 40% slump · Mining.com
Uranium Production
ISL (in-situ leach) mining dissolves uranium ore with sulfuric acid
Kazatomprom 5,000 tonne cut · World Nuclear News
Fertilizer & Food Security
Phosphoric acid production requires sulfuric acid from Gulf sulfur imports
OCP Morocco — 3.7M tonnes/yr Gulf sulfur · NDSU Ag Trade Monitor
Nickel Processing
HPAL (high-pressure acid leach) plants consume sulfuric acid at scale
Indonesian HPAL smelters · CRU Group
Semiconductors
LONGER TIMELINE
Ultra-high-purity sulfuric acid used in piranha etch cleaning. Fabs hold significant inventory buffers — propagation timeline is materially longer than other branches.
West Point Modern War Institute
BRANCHES THE ENGINE REJECTED
KILLED Geopolitical weapon framing
The engine initially modeled this as a strategic export weapon. Investigation found the halt is driven by collapsed smelter economics: the 2026 copper concentrate TC/RC (treatment charge / refining charge) benchmark settled at $0/tonne for the first time in recorded history. Smelters shut down because they cannot operate profitably — acid is a byproduct of a process that stopped. Not a weapon.
Kill evidence: Antofagasta public record — TC/RC benchmark at zero
KILLED Yanbu pipeline bypass
Saudi Yanbu sulfur exports route around the Strait of Hormuz. The model initially flagged this as a mitigation path. Investigation showed it cannot reach Africa or Latin America cost-effectively — geographic scope too narrow to offset the disruption at scale.
Kill evidence: Yanbu-to-Casablanca route 3x more expensive than Gulf-to-Casablanca
KILLED Causation inversion
The initial model assumed acid shortage causes smelter shutdowns. Investigation revealed the causal arrow is reversed: smelter shutdowns (from zero TC/RC profitability) reduce acid supply as a byproduct of a process that stopped. The model had cause and effect backwards. The corrected version is in the registry.
Kill evidence: TC/RC (treatment charge / refining charge) collapse precedes acid shortage in the data
CLAIM REGISTRY

The sulfuric acid thesis: by the numbers

130+
FALSIFIABLE CLAIMS
50+
VERIFIED WITH SOURCES
5
VERIFICATION METHODS
Multiple
DOCUMENTED CORRECTIONS
Automated source verification Price threshold monitoring API-driven data checks Pattern matching Expert review
THE PRINCIPLE
"Every thesis has a kill condition. Every verdict has a source. Every correction is published. If a claim cannot be falsified, it does not enter the registry."

For informational and educational purposes only. Not investment advice. Past performance does not guarantee future results. See terms for full disclosures.

PROVENANCE & AUDIT TRAIL

Every edge has a receipt

Institutional investors need to audit the reasoning behind every relationship in a knowledge graph. We built provenance into every layer — edges, cascades, and the validation pipeline itself.

18,951 EDGES WITH PROVENANCE
100%
evidence type
100%
evidence strength
100%
source kind

Every edge is classified by evidence type, strength, and source kind — the metadata layer that makes the graph auditable. 54% of edges have clickable source URLs, backfill ongoing.

135 HYPOTHESIS CLAIMS TRACKED
998
status transitions
5
test types

Full decision trace for every claim: the system believed X, then evidence Y changed the verdict to Z on this date. Source URL, verbatim quote, kill condition, and price sensitivity — all auditable.

9 ADVERSARIAL CHECKS PER EXPANSION
severity
market cap
edge integrity
competitive
substitution
geopolitical
commercial
sensitivity
investability

Every expansion script runs through 9 independent adversarial agents before deployment. Each check produces a scored verdict. The full reasoning chain is reviewable — no black-box additions to the graph.

Deploy gate: confidence > 0.70 AND adversarial reject < 0.40
DEFENSE APPLICATION

15 levels deep

Boeing, Raytheon, and Lockheed need to trace China-origin exposure 15 levels deep in their supply chains. NDAA Section 854 requires it by January 2027. Nobody gives them a tool that does multi-hop cascade analysis on the defense supply base.

PROVIDER UPDATE FREQUENCY CAUSAL GRAPH
RAND / CSIS Quarterly or annual No — static reports
DLA (Defense Logistics Agency) Classified, siloed No — not accessible to primes
Resilinc / Everstream Daily No — Tier 1-2 logistics only, not causal
ForcedAlpha Daily, autonomous Yes — multi-hop, origin-traced, dependency-mapped

Competitive assessment based on our defense advisor’s direct experience at Booz Allen Hamilton.

Defense vertical validated by a cleared former Booz Allen consultant as a product that doesn't exist yet. Expansion market post-wedge.

PRICING

Three tiers. One graph.

ALERTS
$69
/month
Automated alerts when a chokepoint stock crosses Quality Score 7+ on the tracker — generated and sent by the system, no manual curation.
LIVE
PRO
$300
/month
Everything in Alerts plus full graph access, cascade analysis, casefiles, playbooks, and pro reporting. For PMs and research analysts.
LIVE
INSTITUTIONAL
$3K
/seat /month
API access to graph and convergence data. Bulk exports, custom subgraph extracts, cascade modeling, chokepoint monitoring, multi-seat licenses, dedicated support.
EARLY ACCESS
AGENT API
—
pricing TBD
Structured, verified physical-world data for AI agents. Cascade queries, dependency lookups, chokepoint scoring. Lower token cost than web search.
INTERNAL TESTING
FOUNDER

Team

Ahmed Mir
SOLO TECHNICAL FOUNDER
BSc Economics — 2.1 (University of Essex, UK), MSc Finance — Merit (University of Nottingham, UK).

I spent seven years at Amazon — buying, launching new markets, scaling strategy across India, China, and Australia. First hire on a confidential program that went from 1 to 60 people. When you watch supply chains break under constraint enough times, you stop seeing companies and start seeing the physical dependencies underneath them.

Then six years building a 7-figure digital media company — remote team of 18. Learned what actually scales when you’re the one building the systems, hiring the people, and running the operation.

The whole graph — 4901 nodes, 21528 edges, 61 autonomous expansion scripts, the scoring engine, the calibration loop, the immune system — I built it solo, with Claude Code.
INVESTMENT

The Round

$1M SAFE at $7M post-money
INSTRUMENT
SAFE
RAISE
$1M
POST-MONEY
$7M
STATUS
Open
USE OF FUNDS — 4 × $250K
$250K
FOUNDING ENGINEER
Full-stack/data engineer. API infrastructure, graph scale, pipeline reliability.
$250K
DATA + COMPUTE
SEC bulk feeds, earnings transcripts, server compute, API serving costs.
$250K
GO-TO-MARKET
3 institutional pilots, conference presence, content distribution, sales.
$250K
OPERATIONS
MILESTONES TO PROVE
Graph coverage expanded to 10+ sectors with 10,000+ nodes
3 paying institutional customers (hedge funds, commodity desks, macro research)
API serving 1,000+ queries/day from external agents and analysts
Founding engineer hired (first $250K allocation)

The graph compounds daily. Every new node creates exponentially more edges. Every edge makes the next cascade more accurate. The moat deepens with time — but so does the cost of waiting.

Two policy cliffs create hard catalysts before year-end: China’s critical minerals truce expires November 10, 2026. NDAA Section 854 takes effect January 1, 2027. Both create forced capital flows. The graph is already mapping them.

EARLY ACCESS

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