This note starts chapter 5 by slowing down and making the first limit definition fully explicit. Before talking about limits of functions, first first study limits of sequences. That is the right order: a sequence moves along the number line in discrete steps, so it is the cleanest place to learn how a formal limit definition works.
A sequence is a function, not just a pattern
Many students first meet sequences as lists such as
or
The familiar idea must be reinterpreted in a more precise way.
Definition
Sequence in a set
Let be a set. A sequence in is a function
If the image of is written , then the sequence is denoted .
So a sequence is not required to come from a simple formula. The only formal
requirement is that each natural number n is assigned an element of the
target set.
Definition
Rational and real sequences
A sequence of rational numbers is a map . A sequence of real numbers is a map .
This functional viewpoint matters later. It reminds you that a sequence has a domain, a codomain, and an indexing variable. The dots are only informal shorthand.
Why limits of sequences come before limits of functions
For a sequence, approaching the limit means going further and further out in the
index n. There is only one direction to move: toward larger natural numbers.
That is much simpler than the function-limit situation, where x can approach a
point a from the left and the right and through infinitely many real values in
between.
So chapter 5 begins with the discrete version:
- choose a candidate limit ,
- choose an error tolerance ,
- ask whether the terms eventually stay inside the band of radius around .
The formal definition
Definition
Limit of a real sequence
A sequence of real numbers has limit if for every positive real number , there exists such that for all ,
In that case we write
or say that converges to .
A natural exercise is to write the definition symbolically. Here it is in compact form:
How to read the quantifiers correctly
The definition is easier once you separate its jobs.
- : you do not get to choose only one error bar. The sequence must eventually fit inside every positive tolerance band.
- : after seeing the chosen , you are allowed to pick a tail-starting point .
- : once you pass that point, every later term must stay inside the band.
So convergence is an eventual-tail statement. The first few terms may behave badly. That does not matter. What matters is the behavior far enough out in the sequence.
Common mistake
N may depend on epsilon, but not on n
When proving convergence, you are allowed to choose after the tolerance is given. But once is fixed, the inequality must hold for every . You are not allowed to choose a different for each later term.
Common mistake
Convergence is not about early terms
Changing finitely many initial terms of a sequence never changes whether the sequence converges, because the definition only cares about the tail .
First worked example: 1/n \to 0
A basic example is that
has limit 0. Let us write the proof in full.
Worked example
Proving that \lim_{n\to\infty} 1/n = 0
Let be given. We want |1/n-0|<\varepsilon, that is,
This is guaranteed once
So choose a natural number with N>1/\varepsilon. Then every
satisfies
Therefore
This proof is typical. Start from the quantity you need to make small, simplify it, and then choose large enough.
Second worked example:
A slightly richer example uses a rational-function sequence and proves its limit.
Worked example
Proving that
We compute
For large n, the denominator is positive, so
Now pick large enough that whenever . Then
So it is enough to ensure
Choose so large that both and n>41/(6\varepsilon) hold for
all . Then
Hence
The algebra looks longer, but the logical structure is exactly the same as for
1/n: rewrite the error term and make it small by forcing n to be large.
A simple but important special case
For the constant sequence , the limit is immediate.
Worked example
Constant sequences converge to their constant value
Let for all n. Then for every ,
for every natural number n.
So any natural number can serve as , and
This small example is worth keeping in mind because it shows what the definition looks like when the error term is already zero.
What convergence means geometrically
If , then no matter how narrow a band you draw around , the tail of the sequence eventually stays inside it.
Equivalently:
- you may reject finitely many early terms;
- afterward the sequence cannot keep escaping the chosen -band.
That is why convergence is stronger than “having many terms near ”. The definition requires all sufficiently late terms to be near .

Figure. Convergence means more than seeing some terms near . After a large enough index , the whole tail must remain inside the chosen -band.
Compare tails interactively
Use the explorer below to change the candidate sequence and the tolerance . The useful quantity is the first index after which the shown tail stays inside the -band around the proposed limit.
Read and try
Test whether a sequence tail stays inside an epsilon-band
The explorer compares convergent and non-convergent sequences by asking whether the tail can be trapped inside a chosen epsilon-band around the candidate limit.
The terms shrink steadily, so once you choose epsilon you can eventually trap every later term inside the band around 0.
Candidate limit L
0
Epsilon ε
0.2
Tail index N
5
| Term index n | Term x_n | Band check |x_n - L| < ε |
|---|---|---|
| 1 | 1 | No |
| 2 | 0.5 | No |
| 3 | 0.3333 | No |
| 4 | 0.25 | No |
| 5 | 0.2 | No |
| 6 | 0.1667 | Yes |
| 7 | 0.1429 | Yes |
| 8 | 0.125 | Yes |
| 9 | 0.1111 | Yes |
| 10 | 0.1 | Yes |
| 11 | 0.0909 | Yes |
| 12 | 0.0833 | Yes |
Verdict: Starting after N = 5, every checked term stays inside the band around L.
Quick checks
Quick check
In the definition of , what is the role of N?
Answer in terms of the tail of the sequence.
Solution
Answer
Quick check
Why does changing the first ten terms of a convergent sequence never destroy convergence?
Look at which indices the definition actually controls.
Solution
Answer
Quick check
For the sequence , can the same N work for every epsilon?
Use the fact that the error term is always zero.
Solution
Answer
Exercises
Quick check
Write the sequence-limit definition entirely in symbols.
Do not omit the order of the quantifiers.
Solution
Guided solution
Quick check
Show directly from the definition that \lim_{n\to\infty} 1/(2n)=0.
Compare it with the proof for 1/n.
Solution
Guided solution
Quick check
Why is it not enough for infinitely many terms of a sequence to lie close to L?
Contrast “infinitely many” with “all sufficiently late”.
Solution
Guided solution
Related notes
Read this after 4.6 Decimal expansions and irrational numbers and 4.3 Completeness and gaps in Q. Then continue to 5.2 Cauchy sequences and another model of the reals.