Chebyshev polynomials, nonlinear recurrences, and thinking across topics
Chebyshev polynomials are what happens when trigonometry and algebra sign a treaty: $T_n(\cos\theta) = \cos n\theta$ makes one family of polynomials the bridge between angle arithmetic and coefficient arithmetic. They anchor this week's new material, alongside the substitution tricks that tame nonlinear recurrences. The synthesis theme is the real agenda: the exam's hardest problems live in the seams BETWEEN your six tracks, and this week you practice crossing them on purpose.
The best problems are bilingual: a recurrence that is secretly trigonometry, a polynomial identity that is secretly counting — synthesis means hearing both languages at once.
Key ideas — the week on one card
$T_n(\cos\theta) = \cos n\theta$: degree $n$, leading coefficient $2^{n-1}$, equioscillating between $\pm 1$ exactly $n+1$ times on $[-1,1]$.
The minimax fact: no monic degree-$n$ polynomial stays below $\frac{1}{2^{n-1}}$ in absolute value on $[-1,1]$ — proved by counting sign alternations.
Squaring recurrences linearize under $a_n = x^{2^n} + x^{-2^n}$; choose $\cos$ only when the orbit stays inside $[-2, 2]$.
For a primitive $n$-th root $\omega$, evaluating $\frac{z^n - 1}{z - 1}$ at $z = 1$ gives $\prod_{k=1}^{n-1}(1 - \omega^k) = n$ — the identity behind many trig products.
Define $T_n$ by $T_n(\cos\theta) = \cos n\theta$: so $T_0 = 1$, $T_1 = x$, and the recurrence $T_{n+1}(x) = 2x T_n(x) - T_{n-1}(x)$ (which is just the sum-to-product identity $\cos(n{+}1)\theta + \cos(n{-}1)\theta = 2\cos\theta \cos n\theta$). Leading coefficient $2^{n-1}$, degree $n$, and on $[-1, 1]$ the polynomial oscillates between $\pm 1$ exactly $n+1$ times — the equioscillation that makes it extremal.
The extremal property is the Putnam-grade fact: among monic degree-$n$ polynomials, $\frac{T_n}{2^{n-1}}$ has the SMALLEST maximum absolute value on $[-1,1]$, namely $\frac{1}{2^{n-1}}$. Any claim of the form 'a polynomial with such-and-such coefficients must get this large somewhere on an interval' is a Chebyshev problem; the proof template is counting sign alternations of the difference against the equioscillation points.
Recognition cues: $\cos n\theta$ expansions, expressions like $x + \frac{1}{x} = 2\cos\theta$ (so $x^n + x^{-n} = 2\cos n\theta = 2T_n(\cos\theta)$), bounds on polynomials over intervals, and nested radicals like $\sqrt{2 + \sqrt{2 + \cdots}}$ (half-angle cascades). When a problem constrains a polynomial on an interval and asks about its size or coefficients, Chebyshev is the extremal witness — and usually the answer.
Equioscillation, computed: T₄ alternates between ±1 five times — which is exactly why its monic rescaling T₄/8 is the flattest quartic on [−1, 1].
Worked example
Show that for any monic polynomial $p$ of degree $n \ge 1$, $\max_{x \in [-1,1]} |p(x)| \ge \frac{1}{2^{n-1}}$.
Nudge 1
Assume a flatter monic degree-$n$ polynomial exists and subtract it from $T_n/2^{n-1}$: the leading terms cancel — what degree remains?
Reveal step 1
Suppose instead $|p| < \frac{1}{2^{n-1}}$ throughout $[-1,1]$, and set $q = \frac{T_n}{2^{n-1}} - p$ — the difference between the Chebyshev candidate and the challenger. Both are monic of degree $n$, so the $x^n$ terms CANCEL: $\deg q \le n - 1$.
Nudge 2
Evaluate the difference at the equioscillation points and track its sign.
Reveal step 2
Evaluate $q$ at the $n+1$ equioscillation points $x_k = \cos\frac{k\pi}{n}$, where $\frac{T_n}{2^{n-1}}$ alternates between $+\frac{1}{2^{n-1}}$ and $-\frac{1}{2^{n-1}}$. Since $|p(x_k)| < \frac{1}{2^{n-1}}$, the sign of $q(x_k)$ matches the sign of the Chebyshev term — alternating $n+1$ times.
Nudge 3
Count forced roots against the difference's degree.
Reveal step 3
A sign alternation across $n+1$ points forces $n$ roots (IVT — Week 4 reporting for duty), but $\deg q \le n-1$ allows at most $n-1$ roots unless $q \equiv 0$, and $q \equiv 0$ contradicts the strict inequality. Contradiction either way; the bound stands, and $\frac{T_n}{2^{n-1}}$ achieves it.
Answer
Monic degree-$n$ polynomials cannot beat $\frac{1}{2^{n-1}}$ on $[-1,1]$; the equioscillation-plus-root-count argument is THE template for polynomial extremal problems.
Pitfall. Forgetting that the alternation argument needs the challenger's bound to be STRICT at the equioscillation points, and needs the leading terms to cancel (both monic). Both hypotheses do real work — cite both.
2Nonlinear recurrences: substitute until linear
Nonlinear recurrences on this exam almost always fall to a substitution from a short menu. $a_{n+1} = a_n^2 - 2$: try $a_n = x^n + x^{-n}$ (or $2\cos\theta_n$ / $2\cosh t_n$ depending on whether $|a_0| \le 2$), since $(x + x^{-1})^2 - 2 = x^2 + x^{-2}$ — squaring DOUBLES the exponent, and the recurrence becomes $\theta_{n+1} = 2\theta_n$. This is Chebyshev again: $a_{n+1} = T_2(a_n)$ in disguise (up to the factor-2 normalization $a_n = 2\cos\theta_n$).
Fraction forms $a_{n+1} = \frac{\alpha a_n + \beta}{\gamma a_n + \delta}$ (Möbius) linearize through the matrix $\begin{pmatrix} \alpha & \beta \\ \gamma & \delta \end{pmatrix}$ — iterating the recurrence is taking matrix powers, so eigenvalues give the closed form and fixed points of the map are the eigen-directions. Tangent-addition forms $a_{n+1} = \frac{a_n + c}{1 - c\, a_n}$ are the special case $a_n = \tan\theta_n$, $\theta_{n+1} = \theta_n + \arctan c$ — periodicity questions become rationality-of-angle questions.
The meta-move: compute the first few terms NUMERICALLY and look at what is invariant or periodic. Period 6 whispers $\pi/3$ and tangent; doubling maps whisper $\cos$ or $\cosh$; a conserved quantity (check $a_{n+1}^2 - k a_{n+1} a_n + a_n^2$ for small $k$) converts the recurrence into a conic the orbit lives on — the Markov-equation trick.
Worked example
$a_0 = \frac{5}{2}$ and $a_{n+1} = a_n^2 - 2$. Find a closed form.
Nudge 1
The seed exceeds 2, so pick the substitution whose squaring doubles exponents.
Reveal step 1
Since $a_0 > 2$, try $a_n = x^{2^n} + x^{-2^n}$: the recurrence $a_{n+1} = a_n^2 - 2$ is exactly $(x^m + x^{-m})^2 - 2 = x^{2m} + x^{-2m}$, so it holds for ALL $n$ once it holds at $n = 0$.
Nudge 2
Solve $x + x^{-1} = \frac52$ for the seed value of $x$.
Reveal step 2
Solve the seed: $x + x^{-1} = \frac{5}{2}$ gives $2x^2 - 5x + 2 = 0$, so $x = 2$ (or $\frac12$, the same pair).
Nudge 3
Write the closed form and verify one step of the recurrence by hand.
Reveal step 3
Closed form: $a_n = 2^{2^n} + 2^{-2^n}$. Sanity check $n = 1$: $4 + \frac14 = \frac{17}{4}$, and indeed $\left(\frac52\right)^2 - 2 = \frac{17}{4}$. The doubling tower $2^{2^n}$ is the fingerprint of squaring maps.
Answer
$a_n = 2^{2^n} + 2^{-2^n}$ — the $x + x^{-1}$ substitution turns squaring into exponent doubling.
Pitfall. Choosing $\cos$ when the orbit escapes $[-2, 2]$. The substitution $a_n = 2\cos\theta_n$ only represents $|a_n| \le 2$; outside that band you need $x + x^{-1}$ with real $x$ (equivalently $2\cosh$). Check the seed's size FIRST.
3Cross-topic synthesis: practicing the seams
List the seams you have already crossed without naming them: complex numbers proving sum bounds (Week 9's $\sum \frac{\sin n}{n}$), linear algebra counting combinatorial structures, generating functions doing number theory (the filter), induction carrying analysis (Week 3's monotone recurrences). The synthesis gates this week make the crossing deliberate: each problem is chosen so the STATEMENT lives in one track and the SOLUTION in another.
The trained reflex: when a problem resists its home track for ninety seconds, ask 'what would this look like as algebra / as counting / as analysis / as geometry?' Translation is cheap — a recurrence becomes a matrix, a sum becomes an integral bound, a divisibility becomes a group-order statement — and the act of restating often exposes the structure the original phrasing hides.
Keep a seam ledger this week: for every synthesis problem, one line recording home track, solving track, and the translation that connected them. By Sunday you will have a personal map of which crossings feel native and which need reps — that map feeds directly into next week's toolkit audit.
Worked example
Compute $\prod_{k=1}^{n-1} \sin\frac{k\pi}{n}$ (a trig product — solved by algebra).
Nudge 1
Factor $z^n - 1$ over the $n$-th roots of unity and divide off the trivial root.
Reveal step 1
Translate to roots of unity: $z^n - 1 = \prod_{k=0}^{n-1}(z - \omega^k)$ with $\omega = e^{2\pi i/n}$. Dividing by $z - 1$: $1 + z + \cdots + z^{n-1} = \prod_{k=1}^{n-1}(z - \omega^k)$, and evaluating at $z = 1$ gives $\prod_{k=1}^{n-1}(1 - \omega^k) = n$.
Nudge 2
Turn each $|1 - \omega^k|$ into a chord length — a sine.
Reveal step 2
Convert each factor to a sine: $|1 - \omega^k| = |e^{ik\pi/n}| \cdot |e^{-ik\pi/n} - e^{ik\pi/n}| = 2\sin\frac{k\pi}{n}$ (chord length on the unit circle).
Nudge 3
Take absolute values of the whole product and solve for the sine product.
Reveal step 3
Take absolute values of the product: $\prod_{k=1}^{n-1} 2\sin\frac{k\pi}{n} = n$, so the answer is $\frac{n}{2^{n-1}}$. Statement: trigonometry. Proof: polynomial factorization. That is the whole synthesis lesson in one identity.
Answer
$\frac{n}{2^{n-1}}$ — factor $z^n - 1$, evaluate at $z = 1$, read chords as sines.
Pitfall. Translating and then FORGETTING to translate back. The graded answer must live in the problem's original language — after the algebra closes, spend the last two minutes converting the conclusion and its conditions back to the original statement's terms.
Before you open the gates
$\cos n\theta$, $x + \frac1x$, nested radicals, polynomial-size-on-interval — all Chebyshev cues; the equioscillation + root-count argument is the extremal template.
Nonlinear recurrence menu: squaring → $x + x^{-1}$; Möbius → matrix eigenvalues; $\frac{a + c}{1 - ca}$ → tangent addition. Compute terms numerically first and look for periods.
Check the seed's range before choosing $\cos$ vs $\cosh$-type substitutions.
When stuck ninety seconds in the home track, restate the problem in a neighbor track — translation is cheap and often decisive.
Keep the seam ledger: home track, solving track, connecting translation — one line per synthesis problem.
Check yourself
1. The extremal property of $T_n$: among monic degree-$n$ polynomials on $[-1,1]$, $\frac{T_n}{2^{n-1}}$ minimizes:
Each rung: attempt cold, one hint if stuck, worked resolution only after a real try.
Rung 1 (Chebyshev recurrence, direct). Using only $T_0 = 1$, $T_1 = x$, and the recurrence $T_{n+1}(x) = 2x\,T_n(x) - T_{n-1}(x)$, compute $T_2, T_3, T_4$ as explicit polynomials, and deduce the identity $\cos 4\theta = 8\cos^4\theta - 8\cos^2\theta + 1$.
One hint
Apply the recurrence to get $T_2$ then $T_3$, once more for $T_4$; then set $x = \cos\theta$ and use $T_4(\cos\theta) = \cos 4\theta$.
Worked resolution
The recurrence gives $T_2 = 2x\cdot x - 1 = 2x^2 - 1$, then $T_3 = 2x(2x^2 - 1) - x = 4x^3 - 3x$, then $T_4 = 2x(4x^3 - 3x) - (2x^2 - 1) = 8x^4 - 8x^2 + 1$ (leading coefficient $2^3 = 8$, as the theory predicts). Since $T_4(\cos\theta) = \cos 4\theta$, substituting $x = \cos\theta$ yields $\cos 4\theta = 8\cos^4\theta - 8\cos^2\theta + 1$. [Source: this week's Chebyshev-polynomials section — the $T_{n+1} = 2xT_n - T_{n-1}$ recurrence developed from PnB section 2.2.]
✓ rung 1 done
Rung 2 (nonlinear recurrence, substitution). Let $a_0 = \frac{10}{3}$ and $a_{n+1} = a_n^2 - 2$. Find a closed form for $a_n$.
One hint
The seed exceeds $2$, so write $a_n = x^{2^n} + x^{-2^n}$; squaring doubles the exponent. Solve $x + x^{-1} = \frac{10}{3}$ for $x$.
Worked resolution
With $a_n = x^{2^n} + x^{-2^n}$, the identity $(x^m + x^{-m})^2 - 2 = x^{2m} + x^{-2m}$ makes the recurrence self-propagating, so it suffices to match the seed: $x + x^{-1} = \frac{10}{3}$ gives $3x^2 - 10x + 3 = 0$, i.e. $x = 3$ (or $\frac13$, the same pair). Hence $a_n = 3^{2^n} + 3^{-2^n}$. (Check $n = 1$: $3^2 + 3^{-2} = 9 + \frac19 = \frac{82}{9}$, and $\left(\frac{10}{3}\right)^2 - 2 = \frac{100}{9} - 2 = \frac{82}{9}$.) [Source: this week's nonlinear-recurrences section — the $x + x^{-1}$ squaring substitution, drilled in Engel Ch. 6.]
✓ rung 2 done
Rung 3 (synthesis, done solo). Let $\omega = e^{2\pi i/n}$. Prove that $\prod_{k=1}^{n-1}(1 - \omega^k) = n$, and deduce $\prod_{k=1}^{n-1} \sin\frac{k\pi}{n} = \frac{n}{2^{n-1}}$.
One hint
Factor $z^n - 1 = \prod_{k=0}^{n-1}(z - \omega^k)$, divide off the factor $z - 1$, and evaluate at $z = 1$. Then read each $|1 - \omega^k|$ as a chord length $2\sin\frac{k\pi}{n}$.
Worked resolution
From $z^n - 1 = \prod_{k=0}^{n-1}(z - \omega^k)$, dividing by $z - 1$ gives $1 + z + \dots + z^{n-1} = \prod_{k=1}^{n-1}(z - \omega^k)$; evaluating at $z = 1$ makes the left side $n$, so $\prod_{k=1}^{n-1}(1 - \omega^k) = n$. Each factor has modulus $|1 - \omega^k| = |1 - e^{2\pi i k/n}| = 2\sin\frac{k\pi}{n}$ (the chord length, positive for $1 \le k \le n-1$). Taking absolute values of the whole product, $\prod_{k=1}^{n-1} 2\sin\frac{k\pi}{n} = n$, hence $\prod_{k=1}^{n-1}\sin\frac{k\pi}{n} = \frac{n}{2^{n-1}}$. Statement in trigonometry, proof by polynomial factorization — the week's synthesis lesson in one identity. [Source: this week's cross-topic-synthesis section (the roots-of-unity sine product), with the complex-numbers keep-warm's factor-$x^n - 1$ recall.]
✓ rung 3 done
Prove it — constructed response
Prove that every monic polynomial $p$ of degree $n \ge 1$ satisfies $\max_{x \in [-1,1]} |p(x)| \ge \frac{1}{2^{n-1}}$, and show the bound is achieved by $p = T_n/2^{n-1}$. Name the property of the Chebyshev polynomial you rely on, and make the sign count and the degree count fully explicit.
Self-grade against the rubric — completion requires the judgment, not the text
Model proof (compare AFTER grading yourself)
Let $C_n = T_n/2^{n-1}$. Since $T_n$ has degree $n$ and leading coefficient $2^{n-1}$, $C_n$ is monic of degree $n$. At the points $x_k = \cos\frac{k\pi}{n}$ for $k = 0, 1, \dots, n$ we have $T_n(x_k) = \cos k\pi = (-1)^k$, so $C_n(x_k) = (-1)^k/2^{n-1}$; and since $|T_n| \le 1$ on $[-1,1]$, $\max_{[-1,1]}|C_n| = 1/2^{n-1}$. Suppose, for contradiction, that some monic $p$ of degree $n$ has $M := \max_{[-1,1]}|p| < 1/2^{n-1}$. Put $q = C_n - p$. Both are monic of degree $n$, so the $x^n$ terms cancel and $\deg q \le n-1$. At $x_k$, $q(x_k) = (-1)^k/2^{n-1} - p(x_k)$: for even $k$, $q(x_k) \ge 1/2^{n-1} - M > 0$; for odd $k$, $q(x_k) \le -1/2^{n-1} + M < 0$. Thus $q$ is alternately positive and negative at the $n+1$ ordered points $x_0 > x_1 > \dots > x_n$, so by the intermediate value theorem it has a root in each of the $n$ open intervals $(x_{k+1}, x_k)$ — at least $n$ distinct roots. A polynomial of degree $\le n-1$ with $n$ roots is identically zero, so $q \equiv 0$ and $p = C_n$; but then $\max_{[-1,1]}|p| = 1/2^{n-1}$, contradicting $M < 1/2^{n-1}$. Hence every monic degree-$n$ polynomial satisfies $\max_{[-1,1]}|p| \ge 1/2^{n-1}$, with equality for $p = T_n/2^{n-1}$. $\blacksquare$
SourceCMU 21-295 Putnam Seminar (full session recordings) — Default if no Wk11 audit winner: CMU 2020 10-Combinatorics full session. If the Wk11 audit names a different weakest topic, use the matching CMU session and apply Pause-and-Preempt protocol.
SourceMathematical Circles (Russian Experience) — Aligned circle companion: Ch. 12 Invariants + Ch. 7 Games. Use for cross-topic transfer; output one invariant/game-state pattern note.
ProblemsPutnam archive — default fallback — Default synthesis set if Week 11 left no open repair queue — 4 cross-family problems cold (25 min each): (1) analysis — Putnam 2016 A1, (2) geometry — Putnam 2015 A1, (3) combinatorics — Putnam 2013 A1, (4) linear algebra — Putnam 2019 A1. For each, write which SECOND topic the solution borrowed.Putnam · archive: Putnam 2016 A1 (analysis)Putnam 2015 A1 (geometry)Putnam 2013 A1 (combinatorics)Putnam 2019 A1 (linear algebra)
ProblemsLarson — Problem-Solving Through Problems — Larson §1.1–1.2: re-do problems 1.1.4 and 1.2.3 COLD (you saw them in W12 reading) and for each, name the two techniques it combines — that naming is the synthesis skill this week trains.Putnam
ProblemsDrill — quadratic residues via Euler's criterion — Maintenance rep (QR was introduced W8 and next appears W17): using Euler's criterion a^((p-1)/2) ≡ (a/p) mod p, determine for which odd primes p the congruence x² ≡ -1 (mod p) is solvable, and verify your rule on p = 5, 7, 13, 19. Ten minutes; the point is keeping the criterion loaded.Standard
New Topic
New Topic: Chebyshev Polynomials & Nonlinear Recurrences
SourceSupplemental — Lupu TTU MATH 4000, Recitation 4 (direct) — Writeup companion for “New Topic: Chebyshev Polynomials & Nonlinear Recurrences” — attend to how each claim is justified aloud; steal one justification phrase for this gate's written artifact.
- AMC/AIME speed warmup — fast pattern-recognition reps; not full Putnam difficulty.
sources & assignments (5)
SourceZeitz — Art and Craft of Problem Solving — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Number Theory v2 (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Putnam Exam Solutions (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceSupplemental — Lupu TTU MATH 4000, Recitation 4 (direct) — Writeup companion for “AMC/AIME Speed Warmup (build pattern recognition + speed)” — attend to how each claim is justified aloud; steal one justification phrase for this gate's written artifact.
ProblemsArchive (hand-picked) — 3 AMC/AIME number theory speed reps (open each below) · ~8 min eachAMC/AIME · archive: 2021 AMC 10 BAMC 12 BAMC 12 A
Additional
Additional: Cross-Topic Synthesis (0.5 hrs/day) accelerated only
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- Do: 2 problems combining two topic areas (GF + NT; eigenvalue + counting) — note when two tools appear together
- Archive: 2 Nightmare-band problems from your strongest topic (attempt only; write one sub-lemma if no full solve)
SourceZeitz — Art and Craft of Problem Solving — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Number Theory v2 (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Putnam Exam Solutions (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceSupplemental — Lupu TTU MATH 4000, Recitation 4 (direct) — Writeup companion for “Additional: Cross-Topic Synthesis (0.5 hrs/day)” — attend to how each claim is justified aloud; steal one justification phrase for this gate's written artifact.
Problems2 — 2 problems combining two topic areas (GF + NT; eigenvalue + counting) — note when two tools appear togetherPutnam
ProblemsArchive Browser — 2 Nightmare-band problems from your strongest topic (attempt only; write one sub-lemma if no full solve)Nightmare
ProblemsDrill — the 15-minute bail decision — Attempt 2 archive problems with a hard checkpoint at minute 15: stop writing and decide out loud — COMMIT (I have a plan whose next step I can name) or BAIL (rotate strategy: restate the problem, try small cases, try the contrapositive, or move on). Write the one-line decision + reason for both problems. The skill being trained is the decision, not the solve — a wrong COMMIT costs a whole Putnam slot.Putnam
Source100 Functional Equations / Putnam FE repair spine — Micro-rep source for repeated FE pattern exposure: special values, symmetry, injective/surjective forcing, Cauchy/Jensen, iteration, and polynomial-degree comparison.
ProblemsFunctional equations micro-rep — Putnam 1985 A3 — re-attempt for 25 minutes; this time classify every assumption used: bounded/continuous/integer/polynomial.Putnam
Reach Bridge — cross-topic A3 attempt
Reach Bridge — cross-topic A3 attempt
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Fits Week 12 synthesis: reach difficulty, but still lemma/reduction focused.
Ritual: Output: two-topic label, first reduction, and why a one-topic attack would fail.
Standing weekly homework — the problem-solving book stack, every week. Solve ALL listed; write ONE full clean solution (the rest may stay scratch). Up to 2 due re-solves from your review queue surface first.
ProblemsPutnam Full Past Exam — Full Past Exam 03: Putnam 1997 A1, Putnam 1997 A2, Putnam 1997 A3, Putnam 1997 A4, Putnam 1997 A5, Putnam 1997 A6, Putnam 1997 B1, Putnam 1997 B2, Putnam 1997 B3, Putnam 1997 B4, Putnam 1997 B5, Putnam 1997 B6 - Scout protocol: Day 1 A1-A2-B1-B2, 80 minutes total; Day 2 A3-B3, 60 minutes lemma hunt; Day 3 A4-A6-B4-B6, 60 minutes first-move scan; Day 4 score all 12 slots and write three miss tags; Day 5 do one same-family repair pull before the next paper.Putnam
Reflect
Reflect: reconstruct and log the pattern
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- Reflect: are the two weak topics now genuinely stronger, or just familiar? Test: 3 problems blind, timed — check first-move speed.
- Verify: standard
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Ritual: are the two weak topics now genuinely stronger, or just familiar? Test: 3 problems blind, timed — check first-move speed.
sources & assignments (4)
SourceZeitz — Art and Craft of Problem Solving — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Number Theory v2 (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Putnam Exam Solutions (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Real Analysis (playlist) — Intuition companion for “Reflect: reconstruct and log the pattern” — the picture behind the machinery; afterwards write one sentence connecting the visual to this gate's exercises.
Verify: audit one proof before closing
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unlocks after: Reflect: reconstruct and log the pattern
- Reflect: are the two weak topics now genuinely stronger, or just familiar? Test: 3 problems blind, timed — check first-move speed.
- Verify: standard
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Ritual: Pick one solution. Re-check for: (1) a false claim, (2) a missing case, (3) a wrong bound. Extra check for synthesis week: did the cross-topic step actually transfer correctly, or did you import a theorem outside its hypotheses?
sources & assignments (4)
SourceZeitz — Art and Craft of Problem Solving — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Number Theory v2 (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Putnam Exam Solutions (playlist) — Week reference — this gate applies this week's lead material (“Cross-Topic Synthesis Review”). If an attempt stalls, the repair source is here.
SourceMichael Penn — Real Analysis (playlist) — Intuition companion for “Verify: audit one proof before closing” — the picture behind the machinery; afterwards write one sentence connecting the visual to this gate's exercises.
Complex numbers keep-warm
Complex numbers keep-warm (20 min)
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Retention keep-warm (2026-07-02 audit): complex numbers went silent for 3-6 week stretches. ~20 minutes: two Lerma problems + one memory recall. Source: Lerma Training 2023 §5 (local PDF, hints/solutions in later parts).
Ritual: Recall (closed book): Factor x^n − 1 over C and over R from memory.