Adam R. Cagle
// Production · Autonomous · Built on Claude

Systems that
work while
you sleep.

Five production agents across equities, publishing, geospatial prospecting, multi-asset anomaly, and music marketing. Each one closes the loop. Drafts, scores, reports, and culls. Without waiting to be asked.
ModelsOpus · Sonnet · Haiku · GPT · Grok
Agents in Production05
ArchitectureClosed-loop · Human-in-loop
DeploymentLive · Paper · Beta
// 01Single Stock Intelligence Agent·Equities

Whatever the math will defend in writing.

The Architecture · Morning Run

No drift. No hope trades. Just whatever the math will defend in writing.

The system audits itself nightly and culls signals that miss their own hit-rate gate. A sixty-day paper-trading lock stands between any new hypothesis and live capital. No shortcut past the gate, no matter how clean the backtest looks.

Vertiv and Credo run as two independent deployments sharing the same scoring engine. Each gets its own regime model tuned to the sector's volatility signature.

SSIA · Equities · Two Deployments · One Engine
SSIA Vertiv · morning intelligence dashboard
VRT Dashboard.Vertiv · Morning Run
SSIA Vertiv · hypothesis scoring graphs
VRT Signals.Vertiv · Regime Graphs
SSIA Credo · morning intelligence dashboard
CRDO Dashboard.Credo · Morning Run
SSIA Credo · hypothesis scoring graphs
CRDO Signals.Credo · Regime Graphs
// 02Book Agent·Marketing

Marketing is a guess until KDP says otherwise.

Book Agent · KDP marketing closed-loop dashboard
Book Agent.KDP · Closed Loop
The Logic · Attribution

The platforms that don't earn their slot get cut. The ones that do get fed.

Drafts platform-native content for Reddit, Instagram, Facebook, X, and TikTok. Then waits. Every post holds in an approval queue until a human says yes. Nothing ships on autopilot.

After each cycle, the agent pulls real sales data from the KDP API and scores each channel against the units it drove. No attribution guesswork. The data runs the editorial calendar.

Book Agent · KDP · Five Channels · One Source of Truth
// 03AuScan·Geospatial

Train it on the famous. Point it at the forgotten.

AuScan · prospectivity scoring dashboard
AuScan Dashboard.Prospectivity Grid
AuScan · terrain analysis report output
Field Report.Harney County · Oregon
The Result · First Live Run

A 72% high-confidence hit in Harney County, Oregon, on a closed-claim section of the Pueblo Mining District.

Witwatersrand, Carlin, Kalgoorlie, seven more. AuScan learns the spectral and structural signature of the world's most-studied deposits, then applies that synthesis to terrain that's never been scored.

The system doesn't fail. It returns a completeness score. Every result is a deliverable, even if that deliverable is "insufficient data, and here's what's missing."

AuScan · Claude Vision · Ten Reference Deposits · EMIT + Sentinel-2 + ASTER + Landsat
// 04BEEF·Multi-Asset Anomaly

Does the price of apples tie to gold?

BEEF · multi-asset anomaly correlation engine dashboard
BEEF Dashboard.68 Assets · Daily Brief
The Hunt · Strange Signals

Mall parking. Apple Store foot traffic. A home-team Friday. Apples and gold.

BEEF runs sixty-eight assets (equities, ETFs, metals, crypto) and hunts eight-percent moves inside a two-to-thirty-day window. The interesting part is what it ties them to. Satellite parking-lot density. Box-office openings. Sports outcomes in the city where a company is headquartered. Apple harvest pricing against gold spot. The non-obvious correlations that move money before the headline catches up.

Hypotheses are generated cheap, briefed by the premium model, and graded across four conviction cuts. Wagyu, Filet, T-Bone, Burger. Wagyu is rare on purpose. The menu changes every morning.

BEEF · 68 Assets · Strange Correlations · Daily Brief
// 05Music Agent·Marketing

Posting is the job. Selling is the point.

Music Agent · closed-loop release marketing dashboard
Music Agent.Closed Loop · Multi-DSP
The System · Closed Loop

Promotion that reports back.

Watches what the data does (saves, follows, paid streams, link-clicks) and reroutes the next cycle to whatever earned its keep. The channels that convert get more. The ones that don't get cut.

Built for artists who want the machine to do the daily work. Platform-native drafts, human approval gate, DSP-level attribution. The release cadence becomes a system, not a scramble.

Music Agent · Multi-DSP · Approval Queue · Conversion Routing