Confidential · NDA
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.
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.
| 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 |
SPINOR LABS
"What I cannot create,
I do not understand."
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
SPINOR LABS
"How many piano tuners are in Chicago?"
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
SPINOR LABS
"One scientific epoch ended and another began with James Clerk Maxwell."
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
SPINOR LABS
"Your own body is a phantom, one that your brain has temporarily constructed."
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
SPINOR LABS
"The impediment to action advances action. What stands in the way becomes the way."
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
SPINOR LABS
"No phenomenon is a real phenomenon until it is an observed phenomenon."
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
SPINOR LABS