SPINOR LABS Internal Briefing · 2026
Spinor Labs Confidential · NDA
SESSION · ALOFT-INIT v0.44
HOST · spinorlabs.com
[00:00:01] BOOTING ALOFT runtime OK
[00:00:02] LOADING agent classes [6/6] OK

ALOFT 

By Spinor Labs
[00:00:04] READY ▸ The operating system for intelligent work
spinorlabs.com / aloft CH 01 · COVER
The operating system for intelligent work. 01 / 12
CH 02 · The Problem State of agents · 2026
SPINOR LABS
Why every agent rollout still hits the same wall
01
Enterprises deploy agents.
02
Agents don't coordinate.
03
Work still breaks.

The gap isn't capability — frontier models are doing remarkable work in isolation. The gap is coherence: agents that share context, hand off cleanly, and stay accountable when work crosses a boundary. That's what enterprises are missing.

73%
of agent pilots stall
before reaching production
4.2×
more handoff failures
than single-agent baselines
0
production frameworks built
around coordination as a primitive
The gap isn't capability. It's coherence. 02 / 12
CH 03 · The Framework ALOFT
SPINOR LABS
The Architecture

Six specialized classes.
One unified framework.

ALOFT replaces the loose collection of agents most teams ship today with a single framework where every class has a defined role and a defined handoff. The result is coordination, not chaos.

FEYNMAN LIVE FERMI LIVE MAXWELL LIVE RAMA LIVE MARCUS LIVE WHEELER LIVE ALOFT
LIVE
6 classes. One framework. Infinite reach. 03 / 12
CH 04 · Science Foundation Named for the theory, built from it
SPINOR LABS
Science Foundation

Named for the theory,
built from it.

Class Theory Anchor Design Rule It Enforces
Feynman Diagrams make every term explicit Every trace edge is cited
Fermi Factor decomposition, errors cancel Every answer ships bounds
Maxwell "On Governors" 1868, control theory Damped loops, no retry storms
Rama Mirror box re-grounding Verification ≠ recognition
Marcus Discipline of assent No promotion without held-out evals
Wheeler Delayed choice Commit at the last responsible moment
Every design choice has a physics paper behind it. 04 / 12
CH 05 · CLASS 01 ALOFT.FEYNMAN
FEYNMAN
"What I cannot create,
I do not understand."
— RICHARD FEYNMAN · LAST BLACKBOARD, 1988
Physicist who insisted you don't understand a thing until you can explain it simply.
Trace Glassbox Audit HITL
LIVE · v0.4 · 4 agents
Reasoning & Explainability

Feynman's method was radical simplification — if you can't explain it simply, you don't understand it. The Feynman agent applies this to AI operations: every decision must be traceable to a reason a human can audit. Not a black box with good outcomes — a glass box with accountable steps. If the agent can't reconstruct its own reasoning on demand, it doesn't run.

14d → 3d audit preparation time · 99.2% trace coverage · 4,100 decisions traced

Prototype Agents
Regulatory Decision Tracer
0 unexplainable decisions
Credit Decision Explainer
memo drafting −82%
Contract Clause Reasoner
7.1× review throughput
Root-Cause Narrator
time-to-explained −67%
Show your work — every step, every assumption, every dependency. 12-WEEK BETA · 9 DESIGN PARTNERS · 47,000 SHADOWED RUNS 05 / 12
CH 06 · CLASS 02 ALOFT.FERMI
FERMI
"How many piano tuners are in Chicago?"
— ENRICO FERMI · SEMINAR, UNIVERSITY OF CHICAGO
Physicist famous for back-of-envelope estimation under thin data.
Forecast Anomaly Sparse Latent
LIVE · v0.4 · 5 agents
Estimation & Operational Intelligence

Fermi was famous for answering questions no one thought answerable with nothing but logic and back-of-envelope estimation. The Fermi agent does the same with sparse operational data: incomplete manifests, partial logs, thin signals. It doesn't wait for clean data. Every answer comes with bounds — the estimate, the confidence, and the assumptions.

9.4% mean absolute error · stated 90% intervals captured actuals 89% of the time

Prototype Agents
Demand Signal Forecaster
MAPE 8.7% · −39% vs baseline
Procurement Spend Estimator
96% anomalies caught · 2.1% FP
Capacity Headroom Estimator
overprovisioning −18%
Inventory Risk Quantifier
11-day median stockout warning
Pipeline Revenue Sizer
±12% across 3 quarters
Precise enough to act on, uncertain enough to be honest. 12-WEEK BETA · 9 DESIGN PARTNERS · 47,000 SHADOWED RUNS 06 / 12
CH 07 · CLASS 03 ALOFT.MAXWELL
MAXWELL
"One scientific epoch ended and another began with James Clerk Maxwell."
— ALBERT EINSTEIN
Unified electricity, magnetism and light into one system of equations — and founded control theory with "On Governors" (1868).
FIELD EQUATIONS DAG EVAL GATES MAXWELL'S DEMON
LIVE · v0.4 · 5 agents
Orchestration

Maxwell didn't coordinate electricity and magnetism — he unified them. The Maxwell agent does the same for your pipeline: it designs the mesh, governs the handoffs, and routes with the precision of a demon that reads state before it acts. It dispatches Feynmans for the trace, Fermis for the estimate, and holds the rollback contract until every gate clears.

99.3% pipeline completion · 2,800 cross-departmental runs · zero lost to handoff failure

Prototype Agents
Procure-to-Pay Pipeline
cycle time −41% · 73% touchless
Hire-to-Onboard Coordinator
98.4% day-one ready
Order-to-Cash Orchestrator
DSO −6.2 days
Audit Readiness Orchestrator
evidence effort −78%
Quote-to-Contract Pipeline
9.4d → 2.1d
WITHOUT MAXWELL'S EQUATIONS, YOUR AGENTS STAY PHILOSOPHY. 12-WEEK BETA · 9 DESIGN PARTNERS · 47,000 SHADOWED RUNS 07 / 12
CH 08 · CLASS 04 ALOFT.RAMA
RAMA
"Your own body is a phantom, one that your brain has temporarily constructed."
— V.S. RAMACHANDRAN · PHANTOMS IN THE BRAIN, 1998
Neuroscientist who studied how the brain fills in perception it doesn't actually have.
Drift Phantom Intent Mesh
LIVE · v0.4 · 5 agents
Cognitive Integrity & Hallucination Defence

Ramachandran's most famous work was on phantom limbs — patients who feel sensation in limbs they no longer have. The brain, deprived of real input, generates its own. This is exactly what language models do when they hallucinate. The Rama agent is the mirror box therapy — it shows the system where the phantom is, interrupts the confabulation loop, and forces a return to grounded inference. Rama agents sit upstream of every other class, watching for drift and phantom outputs across the entire mesh.

97.9% unsupported claims intercepted · 2.4% false-positive rate · 31,000 claims verified

Prototype Agents
Source Grounding Verifier
every output traceable to source span
Cross-Modal Signal Fuser
discrepancy detection F1 0.93
Visual Anomaly Detector
95.2% recall @ 3.1% FP
Hallucination Sentinel
412 fabrications blocked / 100K tokens
Citation Integrity Checker
99.1% resolution accuracy
Catch the phantom before the system trusts it. 12-WEEK BETA · 9 DESIGN PARTNERS · 47,000 SHADOWED RUNS 08 / 12
CH 09 · CLASS 05 ALOFT.MARCUS
MARCUS
"The impediment to action advances action. What stands in the way becomes the way."
— MARCUS AURELIUS · MEDITATIONS 5.20
Emperor whose Meditations are a private notebook of self-review — examination in service of better future action.
Meta Stoic Long-horizon Mesh-wide
LIVE · v0.4 · 4 agents
Meta-Agent · Long-Horizon Review

Marcus Aurelius ran the Roman Empire by day and interrogated himself by candlelight. The Meditations weren't philosophy — they were operational review. The Marcus agent is the only meta-agent in the catalog. It does not act on the world directly. It reviews the other agents the way a coaching staff reviews game film: methodically, without ego, looking for the drift patterns that turn into failures. Marcus is the agent you wake up to, not the one you ping.

+7.8 pts median eval uplift in 3 generations · zero post-promotion regressions · 38 agents reviewed nightly

Prototype Agents
Failure Signature Classifier
91% agreement with human triage
Exemplar Curator
retrieval relevance +22%
Generalisation Gap Auditor
blocked 14% of overfit promotions
Evening Review Conductor
64% of proposals accepted
The only agent that reviews itself — and everything else. 12-WEEK BETA · 9 DESIGN PARTNERS · 47,000 SHADOWED RUNS 09 / 12
CH 10 · CLASS 06 ALOFT.WHEELER
WHEELER
"No phenomenon is a real phenomenon until it is an observed phenomenon."
— JOHN ARCHIBALD WHEELER
Physicist who showed observation isn't passive measurement — the observer participates in the outcome.
Superposition Delayed-choice Participatory Observer
LIVE · v0.4 · 4 agents
Participatory Observer · Timing Intelligence

Wheeler ran the delayed-choice experiment and found that you can decide after a photon passes the slits whether to observe which path it took — and its past behavior changes retroactively. Observation doesn't record what happened. It determines it. Our field deployments showed this pattern: pipelines with aggressive monitoring underperformed lightly monitored equivalents — not latency overhead, but because observation was intervention. Wheeler holds the probability distribution open rather than collapsing it too early. Commit at the last responsible moment. Not before.

2.3× alert-to-action conversion · false alarms −54% · zero missed state changes

Prototype Agents
Observation Window Scheduler
polling cost −38%
Intervention Timing Optimizer
premature interventions −61%
Signal Maturity Gater
early escalations 1-in-4 → 1-in-11
Market Entry Timing Advisor
beat immediate entry in 71% of windows
The right call at the wrong moment is still the wrong call. 12-WEEK BETA · 9 DESIGN PARTNERS · 47,000 SHADOWED RUNS 10 / 12
CH 11 · Why ALOFT Three differentiators
SPINOR LABS
The ALOFT Difference

Specialized. Coordinated. Auditable.

01 · Specialized
Six classes, not one generalist.
Each class does one thing well. We stopped pretending one model can do everything.
02 · Coordinated
Handoffs, not horse races.
Agents pass work to the right specialist. Maxwell keeps the system coherent under load.
03 · Auditable
Every step. Every reason.
Reasoning traces, evidence, intermediate state — all inspectable. Built for regulated environments.
The framework you can put your name on. 11 / 12
CH 12 · Fin Early Access · 2026
SPINOR LABS
Early Access

The game is just starting.

Request access spinorlabs.com / aloft
Q3 2026 · Limited cohort of design partners. Production deployments only. NDA on file.
Spinor Labs SPINOR LABS
ALOFT. Built different. 12 / 12