The climate is not one system but a system of systems: dynamical processes nested inside dynamical processes, each layer stable on its own terms and each layer coupled to the ones above and below it. This paper sets out that nested view formally — dynamical system → complex adaptive system (CAS) → panarchy of CAS across scale, with both its spatial half (nested scale) and its temporal half (Holling's adaptive cycle, and the cross-scale "revolt" and "remember" connections that couple fast and slow cycles together) — and then builds outward from theory toward derivation, detection, and evidence. A real, historically-published bistable climate model (Stommel, 1961) is worked through analytically as well as numerically: the smooth saddle-node fold at the top of its bistable window is confirmed symbolically via det(J)=0, while the transition at the bottom is shown to be a qualitatively different mechanism — a border-collision bifurcation at the model's own non-smooth |T−S| kink, occurring at the exact closed form η2 =η1η3, not a mirror-image fold, and confirmed to survive smoothing of that kink rather than being an artifact of it. The rise in variance and autocorrelation before a tipping point is derived from the model's linearized dynamics (an Ornstein—Uhlenbeck approximation whose leading eigenvalue is the same quantity that vanishes at the fold), and that derivation is checked against simulation: the autocorrelation prediction matches at r=0.86, and the variance prediction reveals a genuine second-order lag effect explained by the same slowing-down it is trying to detect. The noise-induced tipping mechanism is given its classical Kramers rate, tested by direct Monte Carlo simulation and confirmed by a Kolmogorov—Smirnov test on the escape-time distribution; its rate-induced counterpart is tested across four independent setups (symmetric and asymmetric potentials, single-variable and coupled systems, pulses and one-way ramps) for a genuine jump — none found — a real, structurally-characterized negative result rather than a gap left unexamined. A fifth test asks the natural remaining question directly: combining sub-threshold noise with a one-way ramp produces a sharp, real rise in tipping probability as the ramp slows, the opposite direction from deterministic intuition, and this is shown to require no new mechanism at all, being fully predicted by integrating the paper's own Kramers rate over the ramp's shrinking barrier — exposure time, not rate, is the operative quantity. (Trnucated by ai.viXra.aorg Admin to < 400 words)