I dealt with this exact pattern and it made no sense at first. Wake up, pool looks perfect. By mid afternoon it had that dull haze even though filtration was running and chlorine tested fine. In my case the problem only showed up once heat, sun, and swimmers came into play.
What was happening was a combo of chemistry drift and fine junk getting stirred up. As the day went on, pH would creep up with sunlight and aeration, and that small shift was enough to make calcium and tiny organics scatter light. Add bather load, sunscreen, dust, and suddenly the water looks cloudy even though nothing “broke.” My filter pressure barely moved, so I assumed filtration was fine, but it wasn’t actually catching the really fine stuff.
What fixed it was tightening up balance and helping the filter do its job. I got alkalinity stable so pH didn’t climb so fast during the day, then used a light dose of aquadoc clarifier to get those microscopic particles to clump. After that, the haze stopped showing up in the afternoon and the pool looked the same all day. Also adjusted return direction so the deep end wasn’t a dead zone.
If the pool looks worse as the day goes on, it’s usually not the filter being broken, it’s the water changing faster than your system can keep up. Anyone else notice these issues show up more during hot stretches even when test numbers look “good”?