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A chloroplast is a compartment in photosynthetic plant and algae biological cells. Its internal thylakoids carry out light-dependent reactions; its surrounding chloroplast stroma contains the enzymes of the Calvin cycle. Cyanobacteria perform oxygenic photosynthesis without chloroplasts. See Alberts et al., Molecular Biology of the Cell: chloroplasts and photosynthesis.

The chloroplast stroma is the fluid compartment inside the chloroplast envelope but outside its thylakoids. The Calvin cycle operates here; the interior of a thylakoid is a separate compartment.

Cyanobacteria are bacteria that perform oxygenic photosynthesis: light-dependent reactions release oxygen from water. Their photosynthetic machinery operates on thylakoid membranes without a chloroplast or a cell nucleus. This is a particularly useful counterexample to equating photosynthesis with being a plant. Chloroplasts descend from an ancestral cyanobacterial partner through endosymbiosis; present-day cyanobacteria are independent descendants, rather than chloroplasts waiting to become plants. See Alberts et al., Molecular Biology of the Cell: chloroplasts and cyanobacteria.

In a chloroplast, light-dependent reactions take place at thylakoid membranes. Chlorophyll captures light; Electron transfer helps establish an electrochemical gradient across the thylakoid membrane, enabling formation of ATP. The oxygenic photosynthesis pathway also forms NADPH and releases molecular oxygen from water. ATP and NADPH become available in the chloroplast stroma for the Calvin cycle. See Alberts et al.: chloroplast light reactions.

A prokaryote is an organism whose biological cells lack a membrane-bounded cell nucleus. The DNA of its chromosomes occupies a nucleoid within the cytoplasm. Bacteria and archaea have this cellular organization. Both contain ribosomes that perform biological translation and a selective cell membrane; neither is a bag of unorganized chemicals. See OpenStax Biology 2e, 4.2: prokaryotic organization.

The word prokaryotic describes organization, not a single exclusive clade. Grouping bacteria and archaea by the absence of a cell nucleus is useful for comparing biological cells, but does not establish that they share a more recent ancestor with one another than either does with eukaryotes. See three-domain system and two-domain system for the different ancestry models.

Prokaryotic does not mean membrane-free. Cyanobacteria contain internal thylakoid membranes for oxygenic photosynthesis, despite lacking chloroplasts and a cell nucleus. Many prokaryotes have circular chromosomes, but circular shape and a single chromosome are not defining requirements. See OpenStax Biology 2e, 22.2: bacterial and archaeal structures.

A thylakoid is a flattened membrane-bounded compartment. In a chloroplast, its membrane contains the machinery for light-dependent reactions, including chlorophyll. Stacks of thylakoids pack membrane area into a small space within the chloroplast; the light-dependent reactions schematic simplifies this architecture.