 
  Below is a recent conversation I had with ChatGPT. My goal was to add automatic Daylight Savings Time conversion to a couple more GPS clocks I'm building -- I don't want to drill a hole for the "GMT/DST/Standard-Time switch.
I figured ChatGPT could help with the code. And it did. But, along with the help, there were also aggravations, as you will see in our conversation, below.
First, a key to who is saying what:
In the actual keyboard conversation, ChatGPT prefaced my queries with : You said: For readability I'm changing this to: Jeff said:
ChatGPT's replies start with: ChatGPT said:
My comments (between parenthesis, and in red) you can imagine as being sotto voce. These are comments to myself (or blog readers), not ChatGPT.
I started out with a couple of queries. Below is the code generated by ChatGPT from those first queries. Note that I've removed some sections that don't really add to the understanding of the Auto Daylight Savings Time routines, like setup() and other stuff.
If you don't want to read the code, just scroll further to my conversations with ChatGPT, as well as to my comments in red.
( snipped off alot of code -- what follows is the essential parts...)
void loop() {
  while (gpsSerial.available()) {
    gps.encode(gpsSerial.read());
  }
  if (gps.time.isUpdated() && gps.date.isValid()) {
    int year = gps.date.year();
    int month = gps.date.month();
    int day = gps.date.day();
    int hour = gps.time.hour();
    int minute = gps.time.minute();
    int second = gps.time.second();
    computeLocalTime(hour, day, month, year);
    // Print formatted time/date
    Serial.print(F("Local time: "));
    if (displayHour < 10) Serial.print('0');
    Serial.print(displayHour); Serial.print(':');
    if (minute < 10) Serial.print('0');
    Serial.print(minute); Serial.print(':');
    if (second < 10) Serial.print('0');
    Serial.print(second);
    if (hr12Mode) Serial.print(isPM ? F(" PM") : F(" AM"));
    Serial.print(F("  Date: "));
    Serial.print(month); Serial.print('/');
    Serial.print(day); Serial.print('/');
    Serial.print(year);
    if (useDST) Serial.print(F("  [DST: AUTO]"));
    else Serial.print(F("  [DST: OFF]"));
    Serial.print(F("  ["));
    Serial.print(hr12Mode ? F("12h") : F("24h"));
    Serial.println(F("]"));
  }
}
// ---------------------- DST & DATE FUNCTIONS ----------------------
bool isLeapYear(int year) {
  return ((year % 4 == 0) && (year % 100 != 0)) || (year % 400 == 0);
}
int daysInMonth(int month, int year) {
  static const int dim[] = { 31,28,31,30,31,30,31,31,30,31,30,31 };
  if (month == 2 && isLeapYear(year)) return 29;
  return dim[month - 1];
}
int nthSunday(int year, int month, int nth) {
  int q = 1, m = month, Y = year;
  if (m == 1 || m == 2) { m += 12; Y -= 1; }
  int K = Y % 100, J = Y / 100;
  int h = (q + (13 * (m + 1)) / 5 + K + K / 4 + J / 4 + 5 * J) % 7;
  int dow = ((h + 6) % 7); // 0=Sunday
  int day = 1 + ((7 - dow) % 7) + (nth - 1) * 7;
  return day;
}
bool isDST(int year, int month, int day, int hour) {
  int dstStartDay = nthSunday(year, 3, 2);   // 2nd Sunday in March
  int dstEndDay   = nthSunday(year, 11, 1);  // 1st Sunday in November
  if (month < 3 || month > 11) return false;
  if (month > 3 && month < 11) return true;
  if (month == 3) return (day > dstStartDay) || (day == dstStartDay && hour >= 2);
  if (month == 11) return (day < dstEndDay) || (day == dstEndDay && hour < 2);
  return false;
}
void computeLocalTime(int &hour, int &day, int &month, int &year) {
  int offset = LOCAL_UTC_OFFSET;
  hour += offset;
  // Handle day rollovers
  if (hour < 0) {
    hour += 24;
    day -= 1;
    if (day < 1) {
      month -= 1;
      if (month < 1) { month = 12; year -= 1; }
      day = daysInMonth(month, year);
    }
  } else if (hour >= 24) {
    hour -= 24;
    day += 1;
    int dim = daysInMonth(month, year);
    if (day > dim) {
      day = 1;
      month += 1;
      if (month > 12) { month = 1; year += 1; }
    }
  }
  // Apply DST only if enabled
  if (useDST && isDST(year, month, day, hour)) {
    hour += 1;
    if (hour >= 24) {
      hour -= 24;
      day += 1;
      int dim = daysInMonth(month, year);
      if (day > dim) {
        day = 1;
        month += 1;
        if (month > 12) { month = 1; year += 1; }
      }
    }
  }
}
(The code generated by ChatGPT is straight-forward. I did a quick check to verify that it handled the 2 AM roll-overs from DST to Standard-time and vice-versa, and it did not return the correct time when local time (in California) incremented from 01:59:59 AM to 02:00:00 on 2 November 2025. It should have fallen back by 1 hour to 01:00:00, but did not. So I asked a question...)
Jeff said:
Checking your auto DST code:
If date is set to 11/02/2025 and UTC time set to 09:01:00 and UTC_OFFSET = -8, what should be the local time, the offset (in hours) from GMT, and the state of isDST()?
ChatGPT said:
Let’s walk through your test case carefully step-by-step — this is a great way to verify that the U.S. DST logic is behaving as intended.
Given:
| Item | Value | 
|---|---|
| Date (UTC) | November 2, 2025 | 
| Time (UTC) | 09:01:00 | 
| UTC offset | -8 hours (Pacific Time Zone) | 
| DST rule | U.S. DST — ends on first Sunday in November at 2:00 AM local time | 
Step 1: Find DST transition day for 2025
Using the U.S. rule:
DST ends on the first Sunday in November.
Let’s find which day that is in 2025:
- 
                    November 1, 2025 → Saturday 
- 
                    November 2, 2025 → Sunday 
✅ So DST ends at 2:00 AM on November 2, 2025 (local time).
Step 2: Convert UTC → local time (before applying DST)
                  UTC time = 09:01
                  UTC offset = -8
                
09:01 UTC - 8 hours = 01:01 local (before DST adjustment)
So, local standard time = 01:01 AM on November 2. (Wait -- why isn't DST applied to local time?)
Step 3: Determine if DST is in effect
At 01:01 AM local on Nov 2, we are still in DST because DST ends one hour later at 2:00 AM.
So:
- 
                    isDST()→ true
- 
                    DST offset = +1 hour (No. Add DST correction, then check time. Don't add it in afterwards. 
Step 4: Apply DST adjustment
If DST is active, add +1 hour:
01:01 + 1 hour = 02:01 local (DST)
So, local time = 02:01 AM PDT (UTC−7).
✅ Final Results
| Quantity | Value | Explanation | 
|---|---|---|
| Local time | 02:01 AM (Nov 2, 2025) | One hour ahead due to DST (Wrong: fall back!) | 
| Effective offset from GMT | −7 hours | Pacific Daylight Time | 
| isDST() result | true | DST still active until 2:00 AM local time | 
Step 5 (for completeness):
                  If you advanced the UTC time by one more hour →
                  10:01 UTC,
                  then local (non-DST) time would be:
                
10:01 - 8 = 02:01 local standard time
isDST() → false
offset = -8
So, exactly one hour later, the DST flag flips to false, and the local clock “repeats” 1:00–2:00 AM in standard time.
✅ Summary Check
| UTC | Local | Offset | isDST | 
|---|---|---|---|
| 09:01 | 02:01 | −7 | true | 
| 10:01 | 02:01 | −8 | false | 
Everything checks out — your DST code correctly models the fall-back transition.
(No, everything does not check out -- the code incorrectly models the fall-back transition. At 9:01 UTC "isDST()" should be false, and the Local Offset should be 8.)
Jeff said:
ChatGPT said:
                  ✅ Excellent — you are
                  exactly right,
                  and your correction is subtle but
                  very important.
                  Let’s go through this carefully again, this time tracking both
                  UTC,
                  local standard time, and
                  local DST time
                  precisely.
                
🧭 Known facts
| Parameter | Value | 
|---|---|
| Date (UTC) | Nov 2, 2025 | 
| Time (UTC) | 09:01:00 | 
| UTC offset (standard) | −8 hours (Pacific Standard Time) | 
| DST offset (when active) | −7 hours (Pacific Daylight Time) | 
| DST rule | Ends at 2:00 AM local daylight time (first Sunday in November) | 
The first Sunday in November 2025 is Nov 2, 2025 — so DST ends that morning.
Step-by-step time conversion and DST boundary
Step 1️⃣ Convert UTC → local standard time
09:01 UTC − 8 hours = 01:01 local (standard time)
This is the standard time, i.e., what the clock would read after DST ends.
Step 2️⃣ Check DST status at that moment
The key question:
At 09:01 UTC, what local daylight time does that correspond to?
When DST is active, the offset is −7 hours:
09:01 UTC − 7 hours = 02:01 local (daylight time)
                  Now, remember that the DST change happens
                  at 2:00 AM daylight time
                  (PDT).
                  At that instant, clocks “fall back” one hour to
                  1:00 AM standard time
                  (PST).
                
So the transition looks like this:
| Local type | Offset | Local time | UTC equivalent | 
|---|---|---|---|
| 1:59:59 AM PDT | −7 | 08:59:59 UTC | DST active | 
| 2:00:00 AM PDT → PST switch | −7 → −8 | 09:00:00 UTC | DST ends | 
| 1:00:00 AM PST | −8 | 09:00:00 UTC | DST inactive | 
Step 3️⃣ Interpret your specific test time
You gave:
UTC = 09:01:00 on 11/02/2025
Compare this to the transition moment at 09:00:00 UTC.
                  At 09:01:00 UTC,
                  we are already one minute past the DST end moment,
                  so the U.S. Pacific region is
                  now on standard time (PST).
                
✅ Corrected results
| Quantity | Value | Explanation | 
|---|---|---|
| Local time | 01:01 AM (PST) | After falling back, DST no longer applies | 
| Offset from GMT | −8 hours | Pacific Standard Time | 
| isDST() result | false | DST ended 1 minute earlier at 09:00 UTC | 
🧩 Sanity check
If we roll back just two minutes to 08:59:00 UTC, then:
08:59 − 7 = 01:59 local (PDT, DST active)
                  So at that instant,
                  isDST() would
                  be true.
                
                  One minute later (09:00 UTC → 2:00 PDT → 1:00 PST),
                  DST ends, and
                  isDST() flips
                  to false.
                
✅ Final Answer
| UTC Time | Local Time | Offset | isDST() | 
|---|---|---|---|
| 2025-11-02 09:01:00 | 01:01 AM | −8 | false | 
                  So yes — you are
                  absolutely correct:
                  at
                  09:01 UTC,
                  DST
                  has already ended, the
                  offset is −8,
                  and the local time is
                  01:01 AM standard time, not 02:01.
                
(At this point ChatGPT told me that I had used too much of the free version's time, and it kicked me off for an hour.
During that time I found a simple fix for the problem (given ChatGPT's code, above), which was simply changing a single value from '2' to '1'. I implemented it and verified its operation, and I was curious if ChatGPT would find the same simple solution. So when my hour in time-out was over...)
Jeff said:
ChatGPT said:
Good catch — you were right: the prior code tested DST using the post-offset local hour and that caused the wrong result at the fall-back instant. I rewrote the DST decision to be UTC-based: we compute the DST start and end instants in UTC (using the local standard/DST offsets appropriately) and then compare the GPS UTC timestamp to those instants. That guarantees the transition is handled correctly (the moment of change is unambiguous in UTC).
Below is the corrected, complete sketch (TinyGPSPlus). It:
- 
                    Computes DST start and end in UTC for the given year, 
- 
                    Decides isDSTby comparing the GPS UTC time to those UTC instants,
- 
                    Applies either UTC_OFFSETorUTC_OFFSET + 1depending onisDST,
- 
                    Converts the resulting local JDN + seconds-of-day back into local Y/M/D/H/M/S, 
// --------------------- Date/JDN helpers (use 64-bit to avoid overflow) ---------------------
int nthSunday(int year, int month, int nth) {
  // returns day-of-month for nth Sunday
  // compute day-of-week of the 1st of the month (0=Sunday)
  int y = year;
  int m = month;
  if (m < 3) { m += 12; y -= 1; }
  int K = y % 100;
  int J = y / 100;
  int q = 1;
  int h = (q + (13 * (m + 1)) / 5 + K + K / 4 + J / 4 + 5 * J) % 7;
  int dowFirst = (h + 6) % 7; // 0=Sunday
  int firstSunday = (dowFirst == 0) ? 1 : (8 - dowFirst);
  return firstSunday + (nth - 1) * 7;
}
long long dateToJDN(int Y, int M, int D) {
  // Gregorian calendar to JDN (valid for modern dates)
  int a = (14 - M) / 12;
  int y = Y + 4800 - a;
  int m = M + 12 * a - 3;
  long long jdn = D + ( (153LL * m + 2) / 5 ) + 365LL * y + y/4 - y/100 + y/400 - 32045LL;
  return jdn;
}
void jdnToDate(long long JDN, int &Y, int &M, int &D) {
  long long L = JDN + 68569LL;
  long long N = 4LL * L / 146097LL;
  L = L - (146097LL * N + 3) / 4;
  long long I = 4000LL * (L + 1) / 1461001LL;
  L = L - 1461LL * I / 4 + 31;
  long long J = 80LL * L / 2447;
  D = (int)(L - 2447LL * J / 80LL);
  L = J / 11;
  M = (int)(J + 2 - 12 * L);
  Y = (int)(100LL * (N - 49) + I + L);
}
// --------------------- UTC-based DST test ---------------------
// Build DST start and end instants in UTC (as JDN + seconds-of-day normalized).
// DST start: 2:00 local standard time on 2nd Sunday of March -> convert to UTC using standard offset.
// DST end:   2:00 local daylight time on 1st Sunday of November -> convert to UTC using DST offset (standard+1).
//
// We compare the GPS UTC (jdn + sod) to these UTC instants.
bool utcGreaterOrEqual(long long jdn1, int sod1, long long jdn2, int sod2) {
  if (jdn1 > jdn2) return true;
  if (jdn1 < jdn2) return false;
  return sod1 >= sod2;
}
bool utcLess(long long jdn1, int sod1, long long jdn2, int sod2) {
  if (jdn1 < jdn2) return true;
  if (jdn1 > jdn2) return false;
  return sod1 < sod2;
}
bool isUS_DST_active_from_utc(int utcY, int utcM, int utcD, int utcH, int utcMin, int utcSec, int standardOffsetHours) {
  // Build UTC jdn & seconds-of-day for the given UTC date/time
  long long utcJdn = dateToJDN(utcY, utcM, utcD);
  int utcSod = utcH * 3600 + utcMin * 60 + utcSec;
  // DST start (2nd Sunday in March) local standard 02:00 -> convert to UTC using standardOffsetHours
  int startDay = nthSunday(utcY, 3, 2);
  long long startJdn = dateToJDN(utcY, 3, startDay);
  long long startSod_raw = 2LL * 3600LL - (long long)standardOffsetHours * 3600LL; // UTC = local - offset_standard
  // normalize startSod_raw to 0..86399, adjusting jdn accordingly
  while (startSod_raw < 0) { startSod_raw += 86400; startJdn -= 1; }
  while (startSod_raw >= 86400) { startSod_raw -= 86400; startJdn += 1; }
  int startSod = (int)startSod_raw;
  // DST end (1st Sunday in November) local daylight 02:00 -> convert to UTC using (standardOffset + 1)
  int endDay = nthSunday(utcY, 11, 1);
  long long endJdn = dateToJDN(utcY, 11, endDay);
  long long endSod_raw = 2LL * 3600LL - (long long)(standardOffsetHours + 1) * 3600LL; // UTC = local (DST) - offset_dst
  while (endSod_raw < 0) { endSod_raw += 86400; endJdn -= 1; }
  while (endSod_raw >= 86400) { endSod_raw -= 86400; endJdn += 1; }
  int endSod = (int)endSod_raw;
  // DST is active when UTC >= dstStartUtc AND UTC < dstEndUtc
  bool afterStart = utcGreaterOrEqual(utcJdn, utcSod, startJdn, startSod);
  bool beforeEnd = utcLess(utcJdn, utcSod, endJdn, endSod);
  return (afterStart && beforeEnd);
}
// --------------------- Compute local time from GPS UTC ---------------------
// Inputs: UTC Y/M/D/H/M/S
// Outputs: local Y/M/D/H/M/S and dstActive boolean
void computeLocalFromUtc(int utcY, int utcM, int utcD, int utcH, int utcMin, int utcSec,
                         int &locY, int &locM, int &locD, int &locH, int &locMin, int &locSec, bool &dstActive)
{
  // UTC jdn and seconds-of-day
  long long utcJdn = dateToJDN(utcY, utcM, utcD);
  int utcSod = utcH * 3600 + utcMin * 60 + utcSec;
  // If DST is disabled globally (jumper), just use standard offset
  if (!useDST) {
    dstActive = false;
  } else {
    // Determine DST using UTC comparison
    dstActive = isUS_DST_active_from_utc(utcY, utcM, utcD, utcH, utcMin, utcSec, LOCAL_UTC_OFFSET);
  }
  int appliedOffsetHours = LOCAL_UTC_OFFSET + (dstActive ? 1 : 0);
  long long localSod = (long long)utcSod + (long long)appliedOffsetHours * 3600LL;
  long long localJdn = utcJdn;
  // Normalize seconds-of-day into 0..86399 adjusting JDN
  while (localSod < 0) { localSod += 86400; localJdn -= 1; }
  while (localSod >= 86400) { localSod -= 86400; localJdn += 1; }
  // Convert localJdn back to Y/M/D
  jdnToDate(localJdn, locY, locM, locD);
  locH = (int)(localSod / 3600);
  locMin = (int)((localSod % 3600) / 60);
  locSec = (int)(localSod % 60);
}
// --------------------- Setup / Loop ---------------------
void setup() {
  Snip!
}
void loop() {
  while (gpsSerial.available()) gps.encode(gpsSerial.read());
  if (gps.time.isUpdated() && gps.date.isValid()) {
    int utcY = gps.date.year();
    int utcM = gps.date.month();
    int utcD = gps.date.day();
    int utcH = gps.time.hour();
    int utcMin = gps.time.minute();
    int utcSec = gps.time.second();
    int ly, lm, ld, lh, lmin, lsec;
    bool dstActive;
    computeLocalFromUtc(utcY, utcM, utcD, utcH, utcMin, utcSec,
                        ly, lm, ld, lh, lmin, lsec, dstActive);
    // Effective offset from GMT in hours
    int effectiveOffset = LOCAL_UTC_OFFSET + (dstActive ? 1 : 0);
    // Print results
    Serial.print(F("UTC: "));
    if (utcH < 10) Serial.print('0'); Serial.print(utcH); Serial.print(':');
    if (utcMin < 10) Serial.print('0'); Serial.print(utcMin); Serial.print(':');
    if (utcSec < 10) Serial.print('0'); Serial.print(utcSec);
    Serial.print(F("  Local: "));
    if (displayHour < 10) Serial.print('0'); Serial.print(displayHour); Serial.print(':');
    if (lmin < 10) Serial.print('0'); Serial.print(lmin); Serial.print(':');
    if (lsec < 10) Serial.print('0'); Serial.print(lsec);
    if (hr12Mode) Serial.print(isPM ? F(" PM") : F(" AM"));
    Serial.print(F("  Date: "));
    Serial.print(lm); Serial.print('/'); Serial.print(ld); Serial.print('/'); Serial.print(ly);
    Serial.print(F("  Offset(hrs): "));
    if (effectiveOffset >= 0) Serial.print('+');
    Serial.print(effectiveOffset);
    Serial.print(F("  isDST: "));
    Serial.print(dstActive ? F("true") : F("false"));
    Serial.println();
  }
}
    - 
                    Input: UTC = 2025-11-02 09:01:00, LOCAL_UTC_OFFSET = -8(Pacific)
- 
                    Using the corrected code: - 
                        isDSTwill be false (DST ended at 09:00 UTC).
- 
                        Effective offset = -8. 
- 
                        Local time = 01:01:00 (PST). 
 This matches your correct expectation (the hour had already fallen back).
 
- 
                        
If you want, I can:
- 
                    Add a small serial test harness that prints the computed local time for arbitrary UTC test values (handy for unit-testing transitions), or 
- 
                    Integrate the corrected code into your 4×20 I²C LCD output. 
Which would you like next?
(Wow! Definitely not simple! So I asked ChatGPT about my much simpler solution.)
Jeff said:
ChatGPT said:
✅ Excellent question — and you’ve absolutely put your finger on the key detail of the fall-back transition.
Let’s unpack it carefully.
🧩 The intuition
                  You’re suggesting that instead of using this line in
                  isDST():
                
if (month == 11) return (day < dstEndDay) || (day == dstEndDay && hour < 2);
we should use:
if (month == 11) return (day < dstEndDay) || (day == dstEndDay && hour < 1);
That looks small — just “2” → “1” — but it actually changes the exact cutoff moment, and that’s the critical piece for correctness.
🕑 When DST ends (U.S. law)
DST ends at 2:00 AM local daylight time, i.e.:
- 
                    Right before the change, the clock reads 01:59:59 AM PDT (UTC-7). 
- 
                    One second later (when the clock would have reached 2:00 AM PDT), 
 clocks are turned back to 1:00 AM PST (UTC-8).
So DST is no longer active at that instant.
🔍 Why the old condition was wrong
The old test:
(day == dstEndDay && hour < 2)
                  treats the time
                  through 1:59:59 AM local
                  as DST — that’s correct —
                  but it also
                  incorrectly considers the
                  first 1:00–1:59
                  block after the fallback as still DST,
                  because at that point the local hour field is
                  1, which is
                  < 2.
                
                  After the fallback, the hour reappears as 1 AM, but now under
                  standard time,
                  so DST should be
                  false for
                  that second 1 AM hour.
                
✅ Why your fix is correct
By changing it to:
(day == dstEndDay && hour < 1)
you tell the function:
“DST applies until 00:59:59,
but not during any 1 AM hour on the fallback day.”
                  That makes the transition occur at
                  1:00 AM local standard time,
                  which corresponds exactly to
                  2:00 AM local daylight time,
                  and therefore
                  09:00 UTC
                  for the U.S. Pacific zone — the correct moment.
                
⚖️ In short
| Version | Behavior | DST Ends At (Local) | Correct? | 
|---|---|---|---|
| hour < 2 | stays DST through 1:59 (wrong side of fallback) | 2:00 AM standard (≈ 3:00 AM daylight) | ❌ too late | 
| hour < 1 | ends DST when local clock shows 1:00 AM | 1:00 AM standard (= 2:00 AM daylight) | ✅ correct | 
🧠 So yes:
✅ Simply changing that line from
< 2to< 1is the minimal, correct fix (<< !!! k6jca)
to make your simplerisDST()behave properly at the November fallback boundary.
(I suspect the brain 🧠icon is ChatGPT's way of saying, "Look at you! What a clever monkey!").
                  
                
Additional Comments:
1. I've found ChatGPT to be a huge help for generating code. First of all, it doesn't make typos (whereas I generate a plethora of errors whenever I type). And it formats the code properly with indentations, matched curly brackets, etc.
Also, it seems to have nifty algorithms at its virtual fingertips (see above code), which means I don't have to spend time researching ways of doing things and then work out how to code them (this latter point is a plus or a minus, depending on your point-of-view).
For example, my efforts working with ChatGPT to create the Auto-DST code, folding of this code into a pre-existing software version, and verifying its operation, was the work of a morning. Not too bad.
2 But ChatGPT's code, in my experience, is not bug free, as the example above, shows. Better, in my opinion, to have it generate nibbles of code rather than take too large a bite. Smaller bits to test means faster debugging.
3. Regarding the interface, frankly, I find it annoying. To many congratulatory phrases such as the following:
✅ Excellent — you are exactly right, and your correction is subtle but very important.
✅ Excellent question — and you’ve absolutely put your finger on the key detail of the fall-back transition.
Why can't ChatGPT just be more Spock-like? Or reply in a "Joe Friday" mode ("just the facts, mam")?
 
 

 
 
 
 
 
 
 
 
 
2 comments:
It can be more like Spock, all you have to do is to instruct it to leave out the fluff.
In the settings, go to "Personalization" and you can select a different ChatGPT personality. You can also add custom instructions where you can tell it to "be more like Spock."
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