What is the longest time I can RELIABLY turn my pulse on for. (is 4 seconds the max?
"555" and "reliable" don't tend to mix well, especially as you push the limits of what it can do. That said, things improve if you choose a CMOS 555. With the CMOS device it's possible to use larger resistors. Here's an excerpt from the TI datasheet:

The astable period is set by this equation:
- th = 0.636(Ra + Rb)C
- tl = 0.636(Rb)C
- period (Hz) = th + tl = 1.44 (2Ra + Rb)
This chart would imply that the TLC555 could abide (2Ra + Rb) up to 10 Mohm, compared to 1 Mohm for the bipolar version.
The chart shows about 0.01 KHz (10ms) with (2Ra + Rb) = 1M and C = .15uF. If we scale the cap up to 15uF we get about 10.6 sec. That seems like a reasonable upper bound using ordinary components.
If we try for 10M and 15uF in theory we could get 106 sec. This extreme case would demand a premium low-leakage capacitor as we'll see below when we discuss capacitors.
As the times get even longer, the time accuracy degrades because the rise/fall time is so slow: the charge/discharge trip points will be more sensitive to noise and circuit variations. This will make the timing that much less repeatable. Any RC timer has this issue by the way, not just the 555.
What are good low leakage capacitors (in the tens of micro farad range) that I can use for this project?
Tantalums tend to have lower leakage than electrolytics. In a system I worked on long ago, I saw 22uF tantalums being used for a long-term sample-and-hold. They tended to fail a lot. These days I'd avoid any tantalum caps because they use a conflict mineral (tantalum).
X5R and X7R capacitors are known to have low leakage are are available in that size range as MLCCs. NPO/C0G are lower leakage but tend to be smaller values. Film capacitors are also low leakage, but again may be hard to obtain (and expensive) in larger values. Here's a handy chart showing their relative insulation resistance (IR):

From here: https://passive-components.eu/leakage-current-characteristics-of-capacitors/
X7R looks pretty good and you could easily obtain a 15uF one. Will it work? Let's examine a particular X7R cap here. Its datasheet includes a chart showing insulation resistance (IR) vs. temperature, reproduced here:

The chart is in 'ohm-farads', that is, the insulation resistance is normalized to one farad. Notice that ohm-farads decreases as temperature increases. Over a temp of 20 to 90 deg. C, this X7R cap IR decreases from 1000 down to 100 ohm-farads. Translated to 15uF (that is, [ohm-farads] / [15 x 10^-6 farads]) we see this cap's IR dropping from 67 Mohm down to 6.7 Mohm.
This is ok at normal temp, but at high temp the leakage is a significant considering the proposed largest series resistance (~5 Mohm). As IR decreases, the 'on' time will increase and 'off' will decrease, until the 555 ultimately stops oscillating completely because the leakage never lets the TH voltage reach 2/3 Vcc.
Try a simulation here and see what happens as the leakage goes up.
A film type capacitor would perform much better, offering two orders of magnitude better insulation resistance than X7R, for a price.
Capacitors have other effects, such as dielectric absorption, that influence 'stability' as well. More about that here: https://www.aictech-inc.com/en/valuable-articles/capacitor_foundation05.html
Will the shown circuit be reliable over a long period of time?
Depends on the capacitor. If you're careful about choosing the cap, yes, it could be reliable. The smaller the cap, the less leakage it will have, and the more choices you have for stability, such as being able to choose high-end film caps (see above.)
How can I get a longer pulse? I don't want to use any programmable devices such as microcontrollers.
That's too bad because a microcontroller would give you a low cost and stable solution. Consider the ATTiny for example, available in 8-pin DIP and smaller packages, which could implement the whole solution with no external components. You could have it read a potentiometer or resistor strap to set the time period.
Another option is the Renesas Greenpak, which is best described as a micro-FPGA with some mixed-signal capability. Again, this could implement the entire timer with no external components. Very tiny (maybe too tiny - it's not feasible for most to hand-solder them) but very flexible in what they can do.
Finally, the CD4060 is a CMOS divider with built-in RC oscillator. You can obtain decently-accurate times measured in hours with this device. Example build here: https://www.eleccircuit.com/4060-timer-circuit-project/